BioMed Research International
Volume 2015 (2015), Article ID 648569, 18 pages
http://dx.doi.org/10.1155/2015/648569

Review Article

The ABCC6 Transporter as a Paradigm for Networking from an Orphan Disease to Complex Disorders

Eva Y. G. De Vilder,1,2 Mohammad Jakir Hosen,1,3 and Olivier M. Vanakker¹

¹Center for Medical Genetics, Ghent University Hospital, 9000 Ghent, Belgium
²Department of Ophthalmology, Ghent University Hospital, 9000 Ghent, Belgium
³Department of Genetic Engineering and Biotechnology, Shahjalal University of Science and Technology, Sylhet 3114, Bangladesh

Received 19 March 2015; Revised 15 June 2015; Accepted 23 June 2015

Academic Editor: Jingdong Liu

Copyright © 2015 Eva Y. G. De Vilder et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Abstract.

The knowledge on the genetic etiology of complex disorders largely results from the study of rare monogenic disorders. Often these common and rare diseases show phenotypic overlap, though monogenic diseases generally have a more extreme symptomatology. ABCC6, the gene responsible for pseudoxanthoma elasticum, an autosomal recessive ectopic mineralization disorder, can be considered a paradigm gene with relevance that reaches far beyond this enigmatic orphan disease. Indeed, common traits such as chronic kidney disease or cardiovascular disorders have been linked to the ABCC6 gene. While during the last decade the awareness of the wide ramifications of ABCC6 has increased significantly, the gene itself and the transmembrane transporter it encodes have not unveiled all of the mysteries that surround them. To gain more insights, multiple approaches are being used including next-generation sequencing, computational methods, and various “omics” technologies. Much effort is made to place the vast amount of data that is gathered in an integrated system-biological network; the involvement of ABCC6 in common disorders provides a good view on the wide implications and potential of such a network. In this review, we summarize the network approaches used to study ABCC6 and the role of this gene in several complex diseases.

1. Introduction

In the western world, the most frequent health problems occur due to complex disorders, such as diabetes, obesity, cancer, and cardiovascular disease [1]. The traditional paradigm for the etiology of these common diseases includes a role for (common) genetic variants, which interact with environmental risk factors, together often coined as a multifactorial etiology [2]. However, dissecting the genes and mechanisms involved in complex diseases has only yielded limited successes, with several reasons for these shortcomings. First, many variants increase the susceptibility to a disease but their individual risk is often too low to be detected by currently used methods. Second, the genetic variants usually require environmental triggers, which need to be taken into account in the search for the underlying genetic causes. As a consequence of these hurdles, the study of rare monogenic disorders, for many of which the genetic causes have been successfully identified in the past, is often said to be a good prerequisite for the understanding of complex disorders since they may show phenotypic overlap with common health problems [3]. However, given the generally more extreme phenotypes of these monogenic disorders, they seem to be easier to study, since they often represent a model of dysfunction of a single biological pathway. Besides pathophysiological insights, knowledge, translated from a rare disease to a more common health problem, can also include innovative targets or options for treatment.

In this review, we exemplify the added value of studying a rare disease, that is, the ectopic mineralization disorder pseudoxanthoma elasticum (PXE, OMIM#264800), and more specifically its causal gene ABCC6, for a wide range of more common health as stated in the following list:

(1) Renal disease:

(i) chronic kidney disease,(ii) nephrocalcinosis.

(2) Cardiovascular disease:

(i) coronary heart disease,(ii) cardiomyopathy,(iii) dyslipidemia.

(3) Ophthalmological disease:

(i) age-related macular degeneration.

(4) Cerebral disease:

(i)ischemic stroke.

(5) Hematological disease:

(i) beta-thalassemia.

The use and integration of different research tools (computational, molecular, and biological) in patients, animal, and in silico models are emphasized. It is highlighted that proteins which are best known for their association with a rare genetic disorder can have much wider ramifications and that studying them not only benefits patients suffering from rare disorders but also extends the insights in the genetic factors, cell signaling, and (future) therapies in common health problems, hence improving the welfare of a much larger patient population.

2. ABCC6

The ABCC6 (adenosine triphosphate-binding cassette, subfamily C, member 6; OMIM#603234) transporter, also known as MRP6 (Multidrug Resistance Protein 6), is a transmembrane transporter belonging to the superfamily of 49 ABC transporters (Figure 1) [4, 5]. Though it is long known that ABCC6 is primarily expressed in the liver and kidney, to date, the substrate(s) of this transporter remain to be elucidated [6]. Despite marked structural resemblance with other ABC transporters, ABCC6 is considered the odd one out as mutations in the ABCC6 gene, by which it is encoded, cause PXE, an autosomal recessive connective tissue disease primarily characterized by mineralization and fragmentation of elastic fibers (EFs) in the extracellular matrix (ECM) [4, 7, 8]. Surprisingly, ectopic calcification primarily occurs in soft tissues with minimal expression of the ABCC6 transporter, suggesting that it has a pivotal metabolic role [4, 8]. While ABCC6 is abundantly present in the liver and kidney, PXE patients present a complex phenotype (highly variable in clinical severity) consisting of skin, eye, and cardiovascular symptoms [9, 10]. The skin develops papular lesions, increased skin laxity, and skin folds, mainly in the flexural areas of the body. Ophthalmological manifestations are due to EF fragmentation in Bruch’s membrane, a layer which is localized in between the retinal pigment epithelium and the choroidal capillaries, causing a retinopathy characterized by choroidal neovascularization, hemorrhage, and vision loss [11, 12]. The cardiovascular symptoms mainly consist of peripheral and coronary artery disease, which resemble but are not identical to atherosclerosis [13]. As such, the PXE phenotype shows considerable overlap with the symptoms of the common disorders listed in Section 1. More recently, ABCC6 mutations were also shown to cause generalized arterial calcification of infancy (GACI, OMIM# 208000), featuring extensive vascular calcification and vessel fibrosis in childhood [14].

Figure 1: ABCC6 topology model. ABCC6 is a transmembrane transporter, consisting of 3 transmembrane domains (TMD0–2) and 2 linker regions: the latter are built up by the 2 ABC motifs with the 2 nucleotide-binding folds (NBF1-2). Furthermore, there are 2 glycosylation sites in the extracellular part of the transporter.

Despite the disadvantage of not knowing the substrates, important progress has been made in the unraveling of the mechanisms in which ABCC6 is involved (Figure 2). To this end, a combination of several approaches is being used, including next-generation sequencing, computational methods, and various “omics” technologies. In doing so, ABCC6 was found to play a role in more pathophysiological processes than could initially be envisaged based on its association with PXE. From this perspective, the ABCC6 transporter is becoming increasingly important for a growing number of diseases (Figure 3).

Figure 2: Putative biological pathways related to ABCC6. ABCC6 is mainly expressed in the liver (and the kidneys) and has currently unknown substrates. Furthermore, the molecular mechanisms underlying PXE are still widely unknown but are traditionally explained by the metabolic hypothesis, focusing on the hepatic localization of ABCC6, and the cellular hypothesis, focusing on the role of fibroblasts and peripheral cells. Both are however not necessarily mutually exclusive as shown in this scheme. In the liver, it was shown that ATP is secreted via an ABCC6-dependent mechanism (although ABCC6 itself does not transport ATP). ABCC6 deficiency leads to a hampered transport function, causing a strongly reduced PPi level, which normally inhibits hydroxyapatite growth and hereby mineralization [24]. Further, in PXE, a lower vitamin K (VK) concentration is seen. VK is an essential cofactor of -carboxylation, which is necessary to activate antimineralizing proteins, such as OC and MGP. Ineffective activation of MGP and OC in peripheral cells also leads to a tissue-specific loss of inhibition of ectopic mineralization together with the diminished levels of the systemic calcification inhibitor fetuin-A [25–27]. Next to these findings, an upregulation of 3 proosteogenic pathways, that is, MSX2-WNT, BMP2-RUNX2, and TGF-CTGF, was found in all PXE-affected tissues compared to controls, which further enhance the ectopic mineralization. These pathways are also associated with altered MMP9 and caspase regulation, leading to apoptosis, and altered VEGF regulation, inducing neovascularization [15]. ABCC6: adenosine triphosphate-binding cassette, subfamily C, member 6; AMP: adenosine monophosphate; ATP: adenosine triphosphate; BMP2: bone morphogenetic protein 2; C: carboxyl; ENPP1: ectonucleotide pyrophosphatase/phosphodiesterase 1; GGCX: -glutamyl carboxylase; MGP: matrix Gla protein; MMP9: matrix metalloproteinase; MSX2: muscle segment homeobox, Drosophila, homolog of, 2; NT5E: ecto-5-prime nucleotidase or CD73; OC: osteocalcin; Pi: inorganic phosphate; PPi: inorganic pyrophosphate; RUNX2: runt-related transcription factor; Smad: mothers against decapentaplegic, Drosophila, homolog of; TGF: transforming growth factor ; TNAP: tissue-nonspecific alkaline phosphatase; VEGF: vascular endothelial growth factor; WNT: wingless-type MMTV integration site family.

Figure 3: Review of the disorders and pathophysiological mechanisms associated with the ABCC6 transporter, which is primarily expressed in the liver and kidney. Chronic deficiency of the transporter is involved in rare disorders such as pseudoxanthoma elasticum (PXE), generalized arterial calcification of infancy (GACI), and PXE phenocopies in thalassemias. More acute ABCC6 deficiency is a susceptibility factor and/or a modifier for stroke, myocardial infarction (MI), cardiac fibrosis, peripheral artery disease (PAD), age-related macular degeneration (AMD), chronic kidney disease (CKD), nephrocalcinosis, and dyslipidemia. BMP2: bone morphogenetic protein 2; MGP: matrix Gla protein; MSX2: muscle segment homeobox 2; OC: osteocalcin; PPi: inorganic pyrophosphate; TGF: transforming growth factor [4, 7–9, 12, 14, 28–45].

3. A Network Approach towards a Better Understanding of the ABCC6 Transporter

Over the past years, the field of genetics and genomics has experienced a revolution in the way we think about biological mechanisms and cellular signaling, which for an important part is due to remarkable technological advances. Increasingly, scientific exploration of diseases uses a diverse repertory of approaches to gain insights into the biology underlying a specific disease or protein. These approaches include next-generation sequencing, expression assays, proteomics, transcriptomics, metabolomics, network analysis, and computational biology. Besides the challenges of interpreting the large datasets that are gathered by some of these high-throughput technologies, the integration of all this knowledge into a unified system-biological structure is particularly challenging (Figure 4).

Figure 4: Schematic representation of the multistep process starting from a rare Mendelian disease such as PXE and subsequent identification of the causal gene(s). From then, a combination of technological approaches is performed in several model systems to gain insights into cellular signaling. This knowledge can already be of relevance for common disorders, which show an overlap with the phenotype of the rare disease, but can also be used for development of innovative treatments, which benefit patients of both orphan and complex disorders [20, 21, 46–54].

ABCC6 is a prime example on how different approaches, each with its own benefits and particularities, are being used to further unravel this enigmatic protein. However, considering that the substrate(s) of the transporter remain unknown despite more than 15 years of research, the focus has shifted from the protein itself to the potential downstream effects of ABCC6 deficiency [15], which may give valuable clues to its function. In the following paragraphs the most commonly used model systems and techniques in ABCC6 research will be discussed.

3.1. Molecular Analysis Tools

The gold standard for molecular analysis of ABCC6 is Sanger sequencing, which can be complemented with a Multiplex Ligand Probe Amplification (MLPA) assay to detect deletions and duplications that would be missed with conventional sequencing [16, 17]. Depending on the cohort, mutation detection rates vary from 70 to 90%, with most mutations located in the 3′ coding region of the gene [16, 17]. A public database enlisting the reported mutations is available at the Leiden Open Variation Database (LVOD, http://www.ncbi.nlm.nih.gov/lovd/home.php?select_db=ABCC6), while neutral variants can be found in dbSNP (http://www.ncbi.nlm.nih.gov/SNP/).

More recently, next-generation sequencing (NGS) has been evaluated as a diagnostic strategy for detecting mutations in ABCC6 and related genes such as ectonucleotide pyrophosphatase/phosphodiesterase 1 (ENPP1, 173335) and gamma-glutamyl carboxylase (GGCX, 137167) [18]. Targeted analysis of whole exome sequencing data yielded a mutation detection rate comparable with that of Sanger sequencing with an overall coverage of 37 and over 90% coverage of all ABCC6 exons. Annotation of variants was done with in-house developed software which uses Ensembl API and Alamut Batch, while filtering of relevant variants was done using in silico tools as specified below. To detect false positives, all variants were confirmed with Sanger sequencing. Besides the absence of false positives, it was interesting that also intragenic deletions, considered one of the pitfalls of NGS, could be detected with this approach, possibly making MLPA redundant in the future.

More than 60% of the reported ABCC6 mutations are missense variants; until now, causality of these variants has been assumed based on their absence in SNP databases and large exome or genome datasets, the conservation of the affected nucleotide and amino acid, the presumed changes in physicochemical properties, and in silico prediction tools such as SIFT, PolyPhen, and MutationTaster (Table 1) [16]. It is however well known that the predictions of which variants are deleterious or tolerated made by the latter are often not congruent with reality and should ideally be confirmed with in vitro or in vivo functional studies. So far, only limited functional data are available proving causality of missense variants. In 2002, Iliás et al. used an in vitro modeling system in Sf9 (Spodoptera frugiperda) insect cells to establish that 3 ABCC6 missense mutations lead to a loss of transport activity (supplemental Table in Supplementary Material available online at http://dx.doi.org/10.1155/2015/648569) [19]. Since then, consequences of missense mutations have also been tested in vivo in a C57BL/6J mouse model, that is, a substrain of the C57BL/6 or “black 6” mouse model, which examined the subcellular localization of the mutant protein in the liver [20, 21]. It has been demonstrated that some missense mutations lead to retainment of the protein in the cytoplasm, whilst others allow the protein to target its physiological location in the plasma membrane (supplemental Table ). The former could in some cases be rescued using 4-phenylbutyrate which is known to restore intracellular trafficking. More recently, an additional 7 missense mutations were proven to be causal using rescue experiments in an abcc6a morpholino-based zebrafish model (supplemental Table ) [22]. The phenotype of the morphant could not be rescued with coinjected human ABCC6 mRNA carrying one of these variants, thus demonstrating their deleterious effect.

Table 1: In silico prediction tools used to study causality of ABCC6 missense variants.

Bioinformatics tool
Web address

Annotation of variants

Ensembl API
http://rest.ensembl.org/

Alamut Batch
http://www.interactive-biosoftware.com/alamut-batch/

Functional consequences of mutations

Alamut
http://www.interactive-biosoftware.com/software/alamut/overview

Polyphen 2
http://genetics.bwh.harvard.edu/pph2/

SIFTs
https://www.ebi.ac.uk/pdbe/docs/sifts/

Align-GVGD
http://agvgd.iarc.fr/agvgd_input.php

MutationTaster
http://www.mutationtaster.org/

SpliceCenter
http://projects.insilico.us/SpliceCenter/SpliceOverview.jsp

MutationAssessor
http://mutationassessor.org/v1

Structural consequences of mutations

PredictProtein
https://www.predictprotein.org/

MutDB
http://www.mutdb.org

Large sequencing datasets

1000 genomes browser
http://www.1000genomes.org/

Exome variant server
http://evs.gs.washington.edu/EVS/

With the advent of the CRISPR-Cas9 technology as a novel paradigm for genome editing, it can be anticipated that additional functional data of known missense mutations and variants of unknown significance will become available. This ground-breaking technology delivers the Cas9 protein, a nuclease that has the potential to cleave DNA together with specific guide RNAs to the cell and can cut the genome at the desired location [23]. Besides an accurate idea on the actual mutation detection rate, the emerging possibilities of mutation-specific therapies, such as 4-phenylbutyrate, will increase the need for reliable functional data [21].

3.2. In Vivo Models (Animal Models)

Animal models are used in fundamental research, because of the ethical dilemmas often associated with the use of human tissues for research that does not have immediate therapeutic consequences. Specifically for ABCC6, the paucity of patient tissue due to difficulties with prelevation (e.g., for the liver or eye) also presents an important hurdle. Because of significant gene conservation (depending on the species) between humans and the frequently used mice and more recently zebrafish (ZF) models, animal models can be a valid alternative for these human tissues.

3.2.1. Mice (Mus musculus)

In mice the Abcc6 protein is also predominantly expressed in liver and kidney, though renal Abcc6 is considerably lower compared to humans [28, 55, 56]. Thus far, 2 Abcc6 KO mouse models have been created, one through deletion of the nucleotide-binding fold (NBF1) coding region (Figure 1), a hotspot for ABCC6 mutations, and a second model via targeted ablation of introns 14–18 [28, 57]. Both models show phenotypic overlap, with spontaneous calcification of EFs (mainly in arteries, the renal cortex, and the capsule surrounding the sinuses of the vibrissae) and normal plasma mineral levels [28, 57]. The prominent vibrissae calcification has been suggested to be a useful biomarker for the phenotype of these mice, though there is no consensus about its relevance for PXE patients [57, 58]. Distinct features of the targeted ablation model include mineralization of dermal EFs and collagen, lower plasma HDL cholesterol, and increased plasma creatinine [28, 57].

A third mouse model that mimics the Abcc6 −/− phenotype is the dystrophic cardiac calcification (DCC) or Dyscalc mouse model [29, 59]. This model harbors an Abcc6 missense mutation, causing truncation of the protein via the presence of an additional donor splice site. Distinct features are the presence of myocardial calcification and the absence of vascular and vibrissa calcification [29, 60]. Putative explanations for these features are a residual Abcc6 activity in these mice and/or their different genetic backgrounds [29]. Sowa et al. studied the expression of osteogenic factors in the Dyscalc mice and found an upregulation of Runx2 in these mice compared to control mice [61]. This is concordant with the findings of Hosen et al. in the Abcc6 −/− mouse and confirms the added value and complementary character of this murine model [15].

Recently, 4 inbred strains were identified with a spontaneous, nonsynonymous SNP with interference of the Abcc6 splicing in the liver, which is the primary expression site of murine Abcc6. These models, that is, KK/HIJ, 129SI/Svlmj, C₃H/HeJ, and DBA/2J, show highly variable mineralization phenotypes, rendering them interesting for studying ectopic mineralization (Table 2) [60, 62–64].

Table 2: Mineralization phenotypes of PXE-related murine strains (based on [60]).

Strain
Phenotype

129S1/SvImJ
Fibroosseous bone lesions 
Vibrissae mineralization

C3H/HeJ
Epicardial fibrosis and mineralization
Fibroosseous bone lesions

DBA/2J
Epicardial fibrosis and mineralization
Fibroosseous bone lesions 
Arterial mineralization

KK/HIJ
Systemic mineralization (lung, retina)
Epicardial fibrosis and mineralization
Fibroosseous bone lesions 
Arterial mineralization
Vibrissae mineralization
Hyperplasia (most common in pancreatic islets) 24009271

Abcc6−/− (targeted ablation)
Spontaneous calcification of EFs (mainly in arteries, the renal cortex, and the capsule surrounding the sinuses of the vibrissae)
Normal plasma mineral levels
Mineralization of dermal EFs and collagen
Lower plasma HDL cholesterol
Increased plasma creatinine

Abcc6−/− (deletion of NBF1)
Spontaneous calcification of EFs (mainly in arteries, the renal cortex, and the capsule surrounding the sinuses of the vibrissae)
Normal plasma mineral levels

DCC or Dyscalc
Myocardial calcification
Absence of vascular and vibrissa calcification

This lesion was also found in strains without PXE-like mineralization and was not linked to EF calcification. Probably this lesion is thus not associated with PXE or Abcc6 was a strong modifier gene in KK/HIJ mice when mutated [60]. The other described lesions, apart from hyperplasia in the KK/HIJ mouse, can be linked to PXE. NBF1: nucleotide-binding fold 1.

Despite the expression profile and the phenotypic resemblance, murine models also present limitations such as their relatively long development time and expensive and labor-intensive maintenance, laborious genome editing and, specifically for PXE, a relatively slow onset of the disease [65]. For these reasons, alternative model systems were strived for.

3.2.2. Zebrafish (Danio rerio)

The ZF was introduced as a novel animal model for ABCC6 research, because of several important advantages compared to mouse models. These include its small size, relative low cost and its fecundity (approximately 100 embryos/week can be generated by 1 ZF pair), its rapid development, and the transparency of the embryos and early adults, which makes it easier to study the internal organs, using light microscopy [65–67]. Because of high conservation of key regulators for skeletal development and calcium metabolism compared to mammals, with significant sequence similarities and overlap in expression between orthologues, ZF are considered a good model system to study mineralization. A potential disadvantage of ZF, specifically for the ABCC6 research, is the presence of 3 abcc6-related sequences: abcc6a, abcc6b, and abcc6c. This is due to a genome duplication event that occurred during evolution of this species, resulting in a large number of ZF genes to be present in 2 or more copies, which may possibly complicate function analysis [68, 69]. However, in some genes, the ancestral gene function was partitioned between the descendant genes, making it possible to study several aspects of the ancestral (and sole human) gene functions separately [70].

Li et al. characterized a morpholino knockdown ZF model, targeting the abcc6a isoform, which developed pericardial edema, a curved tail, and stunted growth, but no ectopic mineralization, possibly due to the early demise of the morphants. Indeed, all embryos died within the first week of life, suggesting that in ZF abcc6a is an essential protein for normal development [67]. Besides this morphant, also a permanent mutant ZF has been studied which shows extensive hypermineralization of the skeleton [71].

The availability of a ZF model for PXE opens novel avenues for functional evaluation of ABCC6 mutations (see Molecular Analysis Tools) and for the screening of potential therapeutic compounds [66, 72, 73].

Compound screening, that is, a screening to assess the physiological and possible therapeutic effects of chemical compounds by adding them to the water in the ZF tank, can be done using different assays and via a targeted or a blind approach. The latter is done via simultaneous testing of multiple compounds from a compound library. Both approaches are complementary, as a targeted approach often is unsuccessful due to the development of compounds with bad absorption, distribution, metabolization, excretion, and toxicology (ADMET) properties [65]. Due to the advantages inherent to ZF, compound screening in ZF has become easier and faster than it was using other animal models, such as the mouse and even Drosophila [65, 72, 73]. Even though the mouse model is still considered more relevant for humans than ZF, it is much more difficult and expensive to manipulate mouse embryos, which need a uterine environment to develop properly and are much more expensive to produce in large numbers compared to ZF embryos [65, 72].

Currently, no blind compound screenings have been performed for Abcc6, but a targeted approach with 4-phenylbutyrate (4-PBA) was successfully applied to rescue the phenotype caused by specific missense mutations. 4-PBA is a chemical chaperone drug that has already been successfully used in cystic fibrosis to restore the plasma membrane localization of CFTR (cystic fibrosis transmembrane conductance regulator, 602421) in the presence of the frequent 508 mutation. A major advantage of 4-PBA is that it is already approved by the US Food and Drug Administration (FDA) for other indications (urea cycle disorders and thalassemia) [21, 49–51]. For 7 abcc6 missense mutations which led to mislocalization of the abcc6 transporter but with intact transport activity, 4-PBA could restore the plasma membrane localization in 4, confirming in vivo what was previously shown in vitro in mouse liver tissues [20]. This suggests that an allele-specific treatment may be interesting in PXE (and GACI). Further, in the permanent mutant PXE ZF model treatment with vitamin K supplementation was evaluated [71]. Interestingly, such treatment was able to rescue the phenotype. This is in contradiction with previous experiments in Abcc6 −/− mice, in which vitamin K did not have any effect on the mineralization phenotype [74–76]. These results suggest that there are species-dependent peculiarities with regard to ABCC6 and lead to speculating on the reliability of either the ZF or mouse experimental results for the potential treatment of PXE patients with vitamin K supplementation.

3.3. In Vitro Models

Besides animal models, several in vitro cell models are being used to study the physiological roles of the ABCC6 transporter and for evaluating therapeutic interventions. The most reliable cell models remain those derived from patient tissues of which skin fibroblasts remain the most frequently used. For many of the tissues of interest to study the physiological properties of ABCC6, such as the liver or kidney, human cell samples are rare and other in vitro model systems are therefore applied. Among these, the most frequently used are Sf9, MDCKII, HepG2, and HEK293 cells.

3.3.1. Patient-Derived Cell Systems

The patient-derived cells, most frequently used to study the function and underlying etiopathogenetic mechanisms of ABCC6, are dermal fibroblasts. In the 70s and 80s multiple studies showed that serum from cultured PXE fibroblasts had a higher protease activity than serum from controls [77, 78]. Later, Le Saux et al. found that human fibroblasts and smooth muscle cells form EF aggregates when maintained in serum from PXE patients, suggesting the presence of disease-specific components in PXE serum [79]. Furthermore, abnormal cell-cell and cell-matrix interactions and a modified proliferative capacity were identified in fibroblasts from PXE patients [79]. This fed the hypothesis of PXE as a metabolic disease, in which the defective ABCC6 transporter is unable to secrete one or more substrates into the serum. More recently, knowledge on mediators involved in ABCC6-related mineralization was derived from dermal PXE fibroblasts, using metabolomics and proteomics technologies (see below) and expression arrays [46, 80, 81].

Furthermore, MMP2 was found to be upregulated in PXE fibroblasts; MGP was found to be highly uncarboxylated and thus inactive to counteract soft tissue mineralization; multiple pro-osteogenic pathways, that is, the BMP2-Smad-RUNX2 (BMP2: bone morphogenetic protein 2, 112261; Smad: mothers against decapentaplegic, Drosophila, homolog of, 601366; RUNX2: runt-related transcription factor 2, 60021) and TGF2-Smad2/3 WNT pathways (TGF2: transforming growth factor, 2, 190220) and the MSX2-canonical WNT (MSX2: muscle segment homeobox, Drosophila, homolog of, 2, 123101; canonical WNT: wingless-type MMTV integration site family, 164820), were found to be upregulated in fibroblasts from PXE patients and were associated with an abnormal cholesterol and lipoprotein metabolism, reinforcing the higher cardiovascular risk found in PXE patients [15, 25, 81, 82]. Very recently, Dabisch-Ruthe et al. identified a strong reduction of the inorganic pyrophosphate (PPi) levels in dermal PXE fibroblasts leading to ectopic mineralization. This could be reduced by PPi addition, confirming what had been shown earlier in primary hepatocytes and in vivo liver perfusion experiments [24, 83]. Fibroblasts have also been used to investigate the possible substrates of ABCC6, via immunohistochemistry assays and qPCR experiments and via fluorescence assays in the absence and presence of inhibitors/competitors of ABCC6; however, these experiments have thus far mostly been unsuccessful [84, 85]. Besides the metabolic hypothesis, fibroblast studies have been at the basis of the cellular hypothesis of PXE, with the presence of an increased oxidative stress and a higher susceptibility to procalcifying stimuli [86, 87]. Furthermore, abnormal cell-cell and cell-matrix interactions and a modified proliferative capacity were identified in fibroblasts from PXE patients [88–91].

3.3.2. Non-Patient-Derived (Non)human Cell Lines

Sf9 insect cells are a clonal isolate of Spodoptera frugiperda Sf21 cells, which were originally established from ovarian cells [92]. This cell line is commonly used for recombinant protein and after expressing human kidney ABCC6 cDNA on isolated membranes of Sf9 cells using a viral vector (such as a baculovirus vector or pBluescript SK vector) it was shown that human ABCC6 has a high capacity drug-stimulated ATPase activity and that it actively transports leukotriene C(4) and N-ethylmaleimide S-glutathione (NEM-GS) [19, 93]. This transport capacity was inhibited by organic anions (probenecid, benzbromarone, and indomethacin) and 3 PXE-causing missense mutants, although a normal MgATP binding was still possible, indicating that human ABCC6 is a primary active transporter for organic anions [19]. However, the transport rate of these in vitro substrates was low and it was deemed that these could not be the physiological compounds transported by ABCC6 [19]. More recently, the observation of low serum vitamin K levels in PXE patients led to the use of this Sf9cell model to show that ABCC6 did not transport the glutathione conjugate of vitamin K3 (VK3GS) [94].

In subsequent studies, experiments in Sf9 cells were often complemented with MDCKII cells (polarized Madin-Darby canine kidney II renal epithelial cells), particularly as in the latter the subcellular localization of ABCC6 at the basolateral cell membrane and N-glycosylation sites were discovered [95]. Further refinement of expression studies, using not only the complete human ABCC6 but also truncated forms (with, e.g., only the TMD0 or the L0), revealed that the TMD0 region is not required for ABCC6 transport function (formation of a transition-state intermediate or nucleotide trapping and leukotriene C4 and N-ethylmaleimide glutathione transport) nor for its proper routing to the plasma membrane [96]. Similarly, it was noted that glycine residues in the ABC motifs and catalytic domain of ABCC6 were of particular importance for its transport function as mutations affecting such conserved glycine residues induced a decrease in ATPase activity, though the ATP binding properties were preserved [97]. Moreover, nucleotide trapping was still possible in these mutants although it was inhibited by ABCC6-substrate drugs, which was possibly due to a miscommunication between the NBFs and the catalytic domains (within the ABC motifs) in ABCC6 [97].

MDCKII cells have also been successfully used to evaluate the therapeutic potential of 4-PBA to overcome incorrect plasma membrane trafficking due to ABCC6 missense mutations [20].

As an alternative kidney cell model, HEK293 cells (Human Embryonic Kidney 293 cells) are used. Jansen et al. showed that medium from these HEK293 cells in which rat or human ABCC6 was overexpressed inhibited mineralization in vitro in the chondrogenic cell line ATDC5 (derived from teratocarcinoma AT805), whereas medium from HEK293 control cells did not. This suggests that in serum derived from PXE patients promineralizing factors are present inducing this in vitro mineralization, as Le Saux et al. concluded before on fibroblasts [47, 79].

Besides kidney cells, the expression profile of ABCC6 also led to the use of HEPG2 cells as an in vitro model system to study polarized human hepatocytes, particularly because of the paucity of patient-derived tissue from this organ. ABCC6 knockdown in HepG2 cells to study mineralization revealed that the promineralizing factor TNAP was upregulated and antimineralizing factors NT5E (CD73), SPP1, and fetuin-A were downregulated [26].

3.4. Metabolomics

Metabolomics is the study of metabolites, which are involved in biological processes in cells, tissues, and organisms. Several methodological approaches can be used, such as capillary electrophoresis and High Performance Liquid Chromatography (HPLC). For ABCC6, most metabolic profiling was done using gas chromatography with mass spectrometry. Untargeted metabolic profiling via mass spectrometry comparing human dermal fibroblasts from PXE patients with healthy controls showed substantial alterations in levels of fatty acids, leucine dipeptides, proline oligopeptides, the polypeptide Ac-Ser-Asp-Lys-Pro-OH (AcSDKP), and of pantothenate in cell lysates from PXE patients. These alterations are linked to a.o. cytoskeleton and ECM reorganization, atherogenesis, and angiogenesis, all of which can be localized in the extracellular compartment. Moreover, decreased levels of pantothenate are associated with an increased oxidative stress which, together with ECM remodeling, is a hallmark of the PXE pathogenesis [48]. Jansen et al. also used an untargeted metabolic approach via mass spectrometry, showing an accumulation of nucleoside triphosphates in the supernatant of ABCC6-overexpressing HEK293 cells. Unfortunately, LC-MS experiments on plasma of Abcc6 −/− and control mice did not confirm the difference between these metabolites. Although ATP is not directly transported by ABCC6, the transport is probably ABCC6-dependent. Furthermore, in this serum an increase in the extracellular PPi levels, a potent antimineralizing agent, was found. In vitro and in vivo models showed that PPi concentration was significantly lower when ABCC6 was deficient, thus leading to ectopic mineralization [47].

3.5. Proteomics

A proteomics approach studies the structure, function, and interactions of proteins produced by genes in a particular organism, tissue, or cell. This method was applied by Boraldi et al. who compared protein profiles in dermal fibroblasts between PXE patients and controls, using 2D gel electrophoresis coupled to mass spectrometry. They identified a decreased protein disulfide isomerase (PDI) level, a protein that is localized in the endoplasmic reticulum (ER) and that is important for proper functioning of the vitamin K cycle. A decrease in PDI leads to a deficient function of vitamin K-dependent processes such as -carboxylation, which is an essential step for the activation of certain proteins, for example, of matrix Gla protein (matrix -carboxyglutamic acid or MGP, 154870). Loss of -carboxylation of MGP, which is specifically linked to EFs, leads to a loss of inhibition of EF mineralization. Furthermore, an increase in calumenin levels, having an inhibitory effect on -carboxylase, was seen in the ER. Apart from perturbation of the vitamin K cycle, a significant upregulation of superoxide anions () production and mitochondrial superoxide dismutase (Mn-SOD) activity as well as an increase in the extracellular SOD (EC-SOD) concentration was found in PXE fibroblasts compared to controls, which can be linked to increased oxidative stress. Moreover, downregulation of the chaperone protein heat shock protein 60 (Hsp60 or HSPD1, 118190), which is required for the correct folding of polypeptides under normal and stress conditions, was identified. This indicates that PXE fibroblasts may be less reactive to tissue injury [46]. The differentially expressed proteins can be targets for validation and efficacy testing of future therapies in PXE fibroblasts (targeted compound screening; see above) [46]. It must be noted that thus far most of the findings from the metabolomics and proteomics studies, such as the involvement of oxidative stress and MGP in the ABCC6-related biological mechanisms, mostly validate data obtained from previous in vitro and in vivo experiments. This is not surprising, since the data obtained through these untargeted experimental approaches was analyzed mainly in a hypothesis-driven, targeted manner.

3.6. Homology Modeling and Molecular Docking

Further insights into the potential substrates of ABCC6 were gained through computational models, such as homology modeling and molecular docking. Homology modeling is the prediction of the structure of a protein based on the structure of a homologous protein (e.g., from the same (super)family). The more the amino acids are conserved between both proteins, the better the prediction of the structure is. Subsequently, molecular docking is an in silico technique, used to predict the best orientation of a putative substrate in the binding pocket of a protein in order to form a stable complex [52], in this way helping to find the substrate(s) of a certain protein.

The first ABCC6 homology model was designed by Fülop et al. in 2009, which enabled defining clustering of disease-causing mutations to complex domain-domain interfaces in the ABCC6 transporter. These interfaces include the transmission interface, involving 4 intracellular loops and the 2 ABC domains, and the ABC-ABC interacting surfaces. The mutation prevalence in these regions was 2,75- and 3,53-fold more frequent than the average mutational rates along the ABCC6 transporter. Furthermore, interactions of the mutations within these interfaces were identified [53]. This 3D model was further refined by Hosen et al. and led to better insights into the binding of reported in vitro substrates to the ABCC6 protein, by identifying two substrate binding pockets. Blind docking experiments in the open and closed conformation of the protein have enabled generating a list of possible substrates from the Human Metabolome database [54]. These in silico modeling techniques can contribute to the discovery of the putative ABCC6 substrate(s), which can then be further tested in vitro and in vivo [54].

3.7. Towards an Integration of Experimental Data

Following the wide variety of approaches used to gain insights into the ABCC6 transporter and the large number of observations related to this transporter, to date, one of the main challenges remains to integrate all these observations into a (patho)physiological model of ABCC6. An interesting initiative in this respect is the Clinical and Functional Translation of CFTR (CFTR2) project, which deals with a different ABC transporter, CFTR or ABCC7, causing cystic fibrosis (Castellani and CFTR2 team, 2013). The CFTR2 project aims to integrate clinical, molecular, and functional data on the CFTR gene and its encoded protein in a single database, curated by a data manager. Such an initiative stands as an example for a novel cloud-based data management system which is being implemented in Ghent, Belgium, as a prerequisite for a European and international initiative to have a complete overview of research observations on ABCC6 and thus move forward efficiently in understanding this protein.

4. Relevance of ABCC6 for Complex and Rare Disorders and Disease Risk Factors

4.1. Kidney Disease

4.1.1. Chronic Kidney Disease

Though PXE patients themselves only rarely present nephrological problems, except for the occasional observation of ectopic calcification foci in the kidney parenchyma, the vascular tunica media calcifications in PXE show a striking resemblance with vascular disease seen in chronic kidney disease (CKD) patients: fragmentation of EFs is present in the aortic wall of CKD mice and fragmentation of medial EFs has been described in CKD patients [98–100]. This arterial disease contributes more to the high prevalence of cardiovascular morbidity and mortality than does the development of end-stage kidney failure [101]. In the dialysis population, mortality risk is most marked in the younger age group (25–34 years old), where the cardiovascular death rate is up to 500-fold greater than in the age-matched control group [30]. Several mediators have been discovered which are involved in CKD-related vascular disease, promoting soft tissue mineralization and accelerating arterial calcification. These include systemic inflammation, altered calcium and phosphate homeostasis, hypertension, and a deficiency of endogenous calcification inhibitors such as Klotho, MGP, PPi, and fetuin-A [30, 102]. However, common mechanisms underlying these pathophysiological aberrations have not been determined.

Because of the histological resemblance, Lau et al. studied the potential involvement of the Abcc6 transporter in CKD rats and mice and found a significantly decreased level of Abcc6 protein in their liver and kidney tissues [30]. As the Abcc6 mRNA levels were normal, this was likely due to an as yet unidentified posttranscriptional or posttranslational mechanism. However, if extrapolated to the human situation, it suggests that an acquired ABCC6 deficiency contributes to accelerated arterial calcification in CKD patients which may explain the highly prevalent medial calcification in CKD, even in the absence of traditional atherosclerotic risk factors, for example, in pediatric dialysis patients. Indeed, it has been demonstrated in mice with an ApoE −/− background that an Abcc6 deletion results in medial calcification within the vessel wall without calcification or enlargement of existing atherosclerotic lesions [31]. These findings are of interest because in PXE a disturbance of MGP, PPi, and fetuin-A has also been shown and related to the deficient ABCC6 transporter [24, 27]. The involvement of ABCC6 thus gives an explanation for at least some of the pathophysiological observations previously done in CKD. Furthermore, it confirms that the function of the ABCC6 transporter is not restricted to a multisystem calcification disease such as PXE but also contributes to vascular disease without causing any of the other phenotypic features for which it is renowned. Finally, these findings may also have therapeutic consequences. Indeed, overexpression of fetuin-A in Abcc6 −/− mice has been shown to attenuate soft tissue mineralization [63]. Moreover, recently, the use of bisphosphonates, that is, nonhydrolyzable PPi analogs, has been suggested as a potential treatment for ABCC6-related mineralization, to counteract PPi deficiency [47].

4.1.2. Nephrocalcinosis

A second renal phenotype in which ABCC6 was shown to play a role is nephrocalcinosis. It is characterized by aberrant deposition of calcium in the kidney parenchyma and tubules and can be associated with a number of systemic and renal metabolic diseases, including acute phosphate nephropathy, primary hyperparathyroidism, and distal renal tubular acidosis [103]. The aberrant calcium deposition may be asymptomatic but can eventually lead to progressive renal failure and end-stage renal disease. It has been suggested that nephrocalcinosis could be considered a passive phenomenon resulting from deposition of a supersaturated phosphate product associated with tissue remodeling and ultimately leading to the loss of functional renal parenchyma [104]. However, the mechanisms underlying many of the pathological conditions resulting in ectopic calcium deposition in the kidney remain to be explored.

An association of PXE with nephrocalcinosis was described in a few cases [32]. Though these may have been fortuitous, Li et al. further examined the presence of nephrocalcinosis in two animal models of ectopic mineralization, respectively, the Abcc −/− (via targeted ablation) and Enpp1 asj mutant mouse, an animal model for generalized arterial calcification of infancy, both characterized by multisystem deposition of mineral crystals [57, 105, 106]. These mice develop nephrocalcinosis only at a later age when fed with a normal diet. Treated with a calcification-accelerating diet (containing decreased amounts of magnesium and increased phosphate), these animals develop extensive mineralization in the kidney interstitium, primarily affecting the medullary tubules as well as the arcuate and renal arteries. Interestingly, the heterozygous mutant mice did not develop nephrocalcinosis, while in the compound heterozygous mice mineral deposits in the kidneys were shown to consist of calcium and phosphate, suggesting the presence of hydroxyapatite crystals, which is similar to human nephrocalcinosis [106]. This is the first evidence of a synergistic effect of two defects in mineralization homeostasis modulating soft tissue calcification in a common disease such as nephrocalcinosis.

4.2. Cardiovascular Disease

4.2.1. Coronary Heart Disease

Coronary heart disease (CHD) is a major cause of death and disability in our society, causing approximately 450,000 deaths/year in the United States only. Besides environmental factors, there is evidence for a strong genetic predisposition with currently over 50 genetic risk factors identified [107]. Most of these are related to dyslipidemia or have an as yet to be elucidated mechanism. Though in PXE patients CHD is less frequent compared to peripheral artery disease, studies have been conducted to evaluate whether ABCC6 variants may be susceptibility alleles for CHD beyond PXE [9]. Some studies have shown that the frequent R1141X mutation is risk factor for CHD among Caucasians, even in heterozygous state [9, 33, 108]. However, others were not able to show this association, which is in analogy with the absence of a genotype-phenotype correlation between ABCC6 mutations and the PXE phenotype [109]. Thus far no other studies have been done looking at a possible association between the whole ABCC6 mutation spectrum and CHD instead of focusing merely on a single mutation. A need for such a more global evaluation seems highly relevant as several observations in Abcc6-deficient mice also point towards a causal relationship with CHD.

Mungrue et al. found an increased infarct size and apoptosis in a mouse cardiac ischemia-reperfusion model based on a naturally occurring Abcc6 deficiency, suggesting a role for Abcc6 in cardioprotection as a novel modulator of cardiac myocyte survival after ischemia-reperfusion [110]. It was shown that the BMP-responsive transcription factors pSmad1/5/8 were upregulated in the cardiac tissue of these Abcc6 −/− mice together with an increased propensity to apoptosis. Both are very similar to what is found in PXE patients and suggest that BMP signaling and apoptosis are end results of ABCC6 deficiency [15].

Moreover, the level of hepatic Abcc6 expression also determined the severity of postinjury calcification, thus making this an important factor in determining myocardial dystrophic calcification [111]. Although less frequent than vascular calcification, myocardial dystrophic calcification occurs in long-term survivors of myocardial infarction with an occasionally extremely severe presentation [112]. These observations should not come as a surprise, given that a splice site Abcc6 allele was previously found to be the cause of a cardiac phenotype in mice coined dystrophic cardiac calcification or DCC in which myocardial calcification is a hallmark [29]. The results of the experiments support the notion that the substrate(s) of ABCC6 may have a wider therapeutic value, stretching to myocardial infarction. These results also define a novel mechanism of adverse outcome after cardiac injury and again support the usefulness of a broader examination of ABCC6 variants (both mutations and SNPs) in cardiovascular disease. Similarly, Rau et al. applied genome-wide association studies (GWAS) in mice after -adrenergic stimulation and detected 7 significant loci affecting cardiac hypertrophy, fibrosis, and heart failure, one of which harbored the Abcc6 gene. Functional evaluation demonstrated that a splice site mutation in ABCC6 strongly promoted stress-induced cardiac fibrosis, thus corroborating ABCC6 as an unrecognized and novel player in the development of cardiac fibrosis and acquired cardiomyopathy [34].

4.2.2. Dyslipidemia

One of the most important cardiovascular risk factors is dyslipidemia. Population studies have shown that a strong inverse relationship exists between plasma high-density lipoprotein cholesterol (HDL-C) concentrations and CHD risk [113–116]. Indeed, a low level of HDL-C is the most common plasma lipid abnormality observed in men with established CHD [117]. In addition to environmental factors, strong evidence exists for the role of genetics in the determination of HDL-C levels with heritability estimates in the range of 40–60% [118].

Since several ABC transporters are involved in lipid homeostasis, a role for ABCC6 in the lipoprotein metabolism was not surprising and this was corroborated by several studies. Allelic variants in the ABCC6 gene (rs150468 and rs212077) were found to be associated with susceptibility to low HDL-C and CHD [119]. A haplotype analysis of these two SNPs demonstrated that the haplotype with the AC alleles (frequency of 81% in studied population) had a 56% increased risk to develop CHD/low HDL-C compared to the CG haplotype (frequency of 16%) [119].

Cross-sectional studies involving relatively large numbers of PXE patients indicated a higher than expected prevalence of hypertriglyceridemia and depressed plasma HDL cholesterol [120]. PXE patients with moderately severe type IV hyperlipoproteinemia were screened and it was shown that ABCC6 p.(R1164X) nonsense mutation and the ABCC6 p.(R1268Q) SNP are associated with dyslipidemia, characterized by high plasma triglyceride and low HDL cholesterol [35, 36].

Very similar findings were seen in experiments in Abcc6 −/− mice showing a 25% reduction in plasma HDL-C, confirming the potential role of ABCC6 in lipid homeostasis [28]. The possible relevance of these lipid abnormalities for soft tissue mineralization was demonstrated by Guo et al., who found that atorvastatin counteracts soft tissue mineralization in Abcc6-deficient mice [37]. Very recently, Kuzaj et al. documented increased ABCC6 transcription levels as well as an increased cholesterol biosynthesis in lipoprotein-deficient serum. Furthermore, the serum also contained elevated PCSK9 (proprotein convertase, subtilisin/kexin-type 9, 607786) levels, which cause a decrease of (extra)hepatic levels of LDL-C (low-density lipoprotein cholesterol) receptors and an increase in LDL plasma concentration. In PXE fibroblasts a reduction of ApoE mRNA expression was identified [81]. These findings further stress the importance of ABCC6 variants, both gain- and loss-of-function, in the cardiovascular disease risk of the general population.

4.2.3. Vascular Aneurysms

An abdominal aortic aneurysm (AAA) is a complex multifactorial disease with a prevalence of 1–6% in industrialized countries, the etiology of which is incompletely understood. This disease is characterized by arterial wall dilatation accompanied by the degradation of elastin and collagen fibers. The most severe complication of this disorder is a rupture of the weakened vessel wall leading to significant mortality and morbidity. While in some individuals there is a clear genetic predisposition, other cases of AAA seem to arise spontaneously [121].

Contrary to other connective tissue diseases such as Marfan syndrome or the vascular type of the Ehlers-Danlos syndrome, in PXE patients aneurysms are sparse if not anecdotic [122]. Aortocoronary aneurysms have also been reported but seem not to be specific to PXE since they have also been reported in other PXE-like phenotypes such as in the PXE phenocopy associated with beta-thalassemia [38, 123].

To date, only 1 study has been conducted, which investigates the potential association of ABCC6 mutations and AAA. Mutations were found in only a small minority of non-PXE patients (5/133) with AAAs [124]; however, this was not statistically different from healthy controls. Further research would be appropriate before drawing a definite conclusion not to consider ABCC6 as a genetic risk factor for AAA.

4.3. Ophthalmological Disease

4.3.1. Age-Related Macular Degeneration

In the European and North American population age-related macular degeneration (AMD) is a main cause of irreversible, central blindness in patients over 50 years of age. It is a common multifactorial disorder, causing a progressive deterioration of macular function, which is responsible for central vision [125–127]. In an advanced stage, the disease is classified into 2 forms: a dry, nonexudative form and a wet or exudative form. The wet form, being responsible for 90% of the AMD-related vision loss, is characterized by subretinal neovascularization and hemorrhage, which are also hallmarks of PXE [11, 12, 126]. As a prototype multifactorial disease, the pathophysiologic factors in AMD include not only changes in Bruch’s membrane but also oxidative stress [128]. In multifactorial diseases, it is difficult to separate primary effects from secondary effects that eventually lead to functional loss. For instance, choroidal alterations could occur, secondary to changes in Bruch’s membrane. To investigate such specific components in AMD pathology a detailed investigation of human monogenic disease with clearly defined changes mimicking specific components is very useful.

PXE is a good candidate for studying the impact of altered Bruch’s membrane as the primary pathologic alteration in eyes of patients with PXE appears to be a thickening and calcification of this membrane [12, 129]. In later disease stages, the disease shares various phenotypic similarities with AMD, including a high risk for developing choroidal neovascularization or chorioretinal atrophy of the macular region [12]. A significant reduction of mean subfoveal choroidal thickness was found in the eyes of PXE patients. PXE eyes without CNV or chorioretinal atrophy showed the least reduction of choroidal thickness, while it was most pronounced in PXE eyes with chorioretinal atrophy. The results indicate that changes of Bruch’s membrane can be associated with choroidal alterations, which are most pronounced in the presence of advanced disease. A role for Bruch’s membrane in choroidal homeostasis may reflect a possible contribution of Bruch’s membrane alterations to CNV and geographic atrophy development in age-related macular degeneration [12, 130].

4.4. Cerebrovascular Disease

4.4.1. Ischemic Stroke

Stroke is a multifactorial and polygenic disease, which has a monogenic basis in only a small percentage of cases. In the general population, the incidence of ischemic stroke under 65 years is 229/100,000/year [131–133]. There is increasing evidence of an important genetic component in the etiology of stroke [134]. Especially in cryptogenic stroke, where no clear cerebrovascular risk factors or triggers can be found to explain the acute event, the identification of one or more genetic variants (either as a monogenic cause or as a susceptibility factor) can have important implications for therapeutic management and genetic counseling.

A large number of single-gene disorders, including PXE, have been described to be associated with stroke. In PXE, ischemic stroke is caused by large artery disease or less frequently by small-vessel occlusive disease [9]. Moreover, hypertension, which is very common in patients with PXE, favors cerebrovascular episodes [135, 136].

The role of heterozygous ABCC6 variants in cryptogenic ischemic stroke has been investigated in a pilot study in our group. The frequency of ABCC6 mutations—not limited to the frequent p.(R1141X) mutation—was found to be much more frequent in the stroke cohort compared to controls, with an odds ratio of 5. This would imply that heterozygous ABCC6 mutations are an important risk factor for the development of ischemic stroke, which would have important implications for the counseling and management of PXE and cryptogenic stroke families. However, Köblös et al. found no association between carriers of the p.(R1141X) mutation and stroke, indicating that further research is needed before a conclusion can be made [33]. Similar to CHD, it is worthwhile to evaluate the complete ABCC6 mutation spectrum to clarify these conflicting results.

A possible role of ABCC6 in the central nervous system was recently enforced by Wakabayashi et al. who, using flow cytometry, showed the presence of a side population (SP) of endothelial cells in brain vessels, capable of exteriorizing the Hoechst 33342 dye in C57BL/6 and C57BL/6-Tg, a variant of the former strain containing enhanced GFP cDNA that makes all the tissues (except hair and erythrocytes) appear green under excitation light, mouse models. Similar SP cells have already been shown to cause resistance in cancer cells by enhancing the efflux of chemotherapeutics. This feature is linked to a high ABC transporter activity, among which the ABCC6 transporter seems to be of importance, as was shown by its high mRNA levels in the murine brain tissues. Due to their efflux capacity, these SP cells seem to play an important role in brain homeostasis, by contributing to the brain’s barrier functions (i.e., the blood-brain barrier) and prevention of cytotoxicity to the brain parenchyma [137]. This suggests that an impairment of the ABCC6 transporter may cause dysfunction of the blood-brain barrier and puts the focus on the role of ABCC6 in the cerebral vasculature.

4.4.2. Spontaneous Carotid Artery Dissections (sCAD)

In a similar way, the frequency of ABCC6 variants has been studied in patients with spontaneous carotid artery dissections (sCAD). sCAD represents an important cause of stroke among young and middle aged patients and can occur without relevant trauma in otherwise healthy individuals without known risk factors [138]. Although the clinical and diagnostic criteria for sCAD are well established, the pathogenesis is still a matter of speculation. In some patients with sCAD the reticular dermis has a similar, although less severe, morphology to heterozygous relatives of PXE patients with fragmented, cribriform, and mineralized collagen bundles and EFs [139]. However, Morcher et al. were not able to find an association between ABCC6 variants and sCAD patients with pronounced electron microscopic alterations in the dermal connective tissues [140]. Though it was concluded that ABCC6 is not a candidate gene for sCAD, we should be careful to draw definite conclusions based on a single study.

4.5. Familial Mediterranean Fever

Familial Mediterranean fever (FMF) is an autosomal recessive disorder caused by mutations in the MEFV (familial Mediterranean fever gene, 608107) gene and is characterized by recurrent inflammatory attacks, mainly affecting ethnic groups originating from countries around the Mediterranean Sea. FMF shows a marked variability in clinical expression between and within families [141, 142]. Amyloidosis, one of the severe complications of FMF, was relatively frequent before the advent of colchicine as a therapy. The risk of amyloidosis depends on contributing factors, such as ethnicity, nature of the MEFV mutation, the SAA1 (serum amyloid A1, 104750) gene haplotype, and environmental factors [143, 144]. However, these factors do not account for the total contribution to amyloidosis susceptibility. A patient suffering from both FMF and PXE was found to be homozygous for both the p.(Met694Ile) mutation in MEFV and p.(Gly1042Ser) in ABCC6 [145, 146]. As this patient developed severe amyloidosis despite appropriate colchicine treatment, the possibility that ABCC6 deficiency contributed to the severity of FMF was raised. Two nonexclusive pathogenic explanations have been proposed: increased amyloid deposition in target tissues and/or decrease in colchicine activity [145]. Though thus far no validation studies have been performed, the identification of ABCC6 variants would be important in improving the accuracy of amyloidosis risk prediction in patients and in extending our understanding of the pathophysiology of FMF.

4.6. Beta-Thalassemia

Beta-thalassemia is a mostly autosomal recessive disorder caused by mutations in the beta-globin gene, which leads to diminution of the protein concentration. The disease has a highly variable phenotype and is relatively frequent in the Mediterranean population, the Middle East, India, and Southeast Asia. Although beta-thalassemia is not caused by ABCC6 mutations [39–41], patients may develop an ectopic mineralization phenotype, identical to PXE, which is thus considered a PXE phenocopy [38, 42–44]. Although in humans no apparent link with ABCC6 (dys)function has been demonstrated, there is some evidence in murine models that Abcc6 is involved in the occurrence of this phenocopy. Indeed, perturbation of Abcc6 function was found in a -thalassemia mouse model (), showing a progressive liver-specific downregulation of Abcc6 gene expression. This downregulation is due to the absence of NF-E2, a transcription factor from the Abcc6 promotor, which is also an important transcription factor involved in the regulation of expression of several hemoglobin-related genes [41, 45]. It should however be noted that these mice did not develop spontaneous calcification, possibly due to the genetic background of these mice (DCC-resistant C57BL/6J) or due to the fact that the Abcc6 decrease only occurred late in life [40, 41].

5. Conclusions

The example of ABCC6 shows that genes that are initially discovered as the cause of orphan diseases can have widespread effects with implications for a wide range of common, often complex, diseases. This expands the knowledge on the genetic etiology of these diseases and can have beneficial effects on the diagnosis, follow-up, and management as well as treatment of patients suffering from these diseases. At the same time, ABCC6 exemplifies the complexity of the biological systems that underlie these diseases and the pleiotropy of approaches, which is necessary to unravel the associated (patho)physiology. ABCC6-related research demonstrates the feasibility of translating findings in animal studies to humans; at the same time, it emphasizes the continuous need for thorough and comprehensive studies, for example, studies which investigate not only a single ABCC6 mutation but the whole mutation spectrum to identify risk alleles for CHD and stroke, certainly as many indications exist for the relevance of ABCC6 in these disorders, as well as replication studies. The main challenge for the future is the so-called multilayered data integration. Specifically for ABCC6, we have started with the development of a cloud-based system which is able to document and integrate the clinical, molecular, histological, and biochemical data of individual patients together with their data obtained from proteomics, metabolomics, and expression arrays. As this integrative system (under the control of a data manager) will be open to other research groups, it will be a valuable asset to move forward in understanding the role of ABCC6 in human disease.

Conflict of Interests

The authors declare that there is no conflict of interests regarding the publication of this paper.

Acknowledgments

Eva Y. G. De Vilder is a Ph.D. Fellow of the Research Foundation-Flanders, Grant no. FWO14/ASP/084. Olivier M. Vanakker is a Senior Clinical Investigator at the Fund for Scientific Research-Flanders (contract grant sponsor: FWO Grant no. G.0241.11N and Methusalem Grant no. 08/01M01108).

References

H. Lango and M. N. Weedon, “What will whole genome searches for susceptibility genes for common complex disease offer to clinical practice?” Journal of Internal Medicine, vol. 263, no. 1, pp. 16–27, 2008.

M. H. Hofker, J. Fu, and C. Wijmenga, “The genome revolution and its role in understanding complex diseases,” Biochimica et Biophysica Acta, vol. 1842, no. 10, pp. 1889–1895, 2014.

L. Peltonen, M. Perola, J. Naukkarinen, and A. Palotie, “Lessons from studying monogenic disease for common disease,” Human Molecular Genetics, vol. 15, no. 1, pp. R67–R74, 2006.

O. L. Saux, K. Beck, C. Sachsinger et al., “A spectrum of ABCC6 mutations is responsible for pseudoxanthoma elasticum,” American Journal of Human Genetics, vol. 69, no. 4, pp. 749–764, 2001.

E. J. Tarling, T. Q. D. A. Vallim, and P. A. Edwards, “Role of ABC transporters in lipid transport and human disease,” Trends in Endocrinology & Metabolism, vol. 24, no. 7, pp. 342–350, 2013.

V. Pomozi, O. Le Saux, C. Brampton et al., “ABCC6 is a basolateral plasma membrane protein,” Circulation Research, vol. 112, no. 11, pp. e148–e151, 2013.

F. Ringpfeil, M. G. Lebwohl, A. M. Christiano, and J. Uitto, “Pseudoxanthoma elasticum: mutations in the MRP6 gene encoding a transmembrane ATP-binding cassette (ABC) transporter,” Proceedings of the National Academy of Sciences of the United States of America, vol. 97, no. 11, pp. 6001–6006, 2000.

A. A. B. Bergen, A. S. Plomp, E. J. Schuurman et al., “Mutations in ABCC6 cause pseudoxanthoma elasticum,” Nature Genetics, vol. 25, no. 2, pp. 228–231, 2000.

O. M. Vanakker, B. P. Leroy, P. Coucke et al., “Novel clinico-molecular insights in pseudoxanthoma elasticum provide an efficient molecular screening method and a comprehensive diagnostic flowchart,” Human mutation, vol. 29, no. 1, article 205, 2008.

A. S. Plomp, J. Toonstra, A. A. B. Bergen, M. R. van Dijk, and P. T. V. M. de Jong, “Proposal for updating the pseudoxanthoma elasticum classification system and a review of the clinical findings,” American Journal of Medical Genetics Part A, vol. 152, no. 4, pp. 1049–1058, 2010.

J. C. Booij, D. C. Baas, J. Beisekeeva, T. G. M. F. Gorgels, and A. A. B. Bergen, “The dynamic nature of Bruch's membrane,” Progress in Retinal and Eye Research, vol. 29, no. 1, pp. 1–18, 2010.

M. Gliem, J. De Zaeytijd, R. P. Finger, F. G. Holz, B. P. Leroy, and P. C. Issa, “An update on the ocular phenotype in patients with pseudoxanthoma elasticum,” Frontiers in Genetics, vol. 4, article 14, 2013.

G. Lefthériotis, P. Abraham, Y. Le Corre et al., “Relationship between ankle brachial index and arterial remodeling in pseudoxanthoma elasticum,” Journal of Vascular Surgery, vol. 54, no. 5, pp. 1390–1394, 2011.

Q. Li, J. L. Brodsky, L. K. Conlin et al., “Mutations in the ABCC6 gene as a cause of generalized arterial calcification of infancy: genotypic overlap with pseudoxanthoma elasticum,” Journal of Investigative Dermatology, vol. 134, no. 3, pp. 658–665, 2014.

M. J. Hosen, P. J. Coucke, O. Le Saux, A. De Paepe, and O. M. Vanakker, “Perturbation of specific pro-mineralizing signalling pathways in human and murine pseudoxanthoma elasticum,” Orphanet Journal of Rare Diseases, vol. 9, no. 1, article 66, 2014.

E. G. Pfendner, O. M. Vanakker, S. F. Terry et al., “Mutation detection in the ABCC6 gene and genotype-phenotype analysis in a large international case series affected by pseudoxanthoma elasticum,” Journal of Medical Genetics, vol. 44, no. 10, pp. 621–628, 2007.

L. M. F. Costrop, O. O. M. Vanakker, L. Van Laer et al., “Novel deletions causing pseudoxanthoma elasticum underscore the genomic instability of the ABCC6 region,” Journal of Human Genetics, vol. 55, no. 2, pp. 112–117, 2010.

M. J. Hosen, F. Van Nieuwerburgh, W. Steyaert et al., “Efficiency of exome sequencing for the molecular diagnosis of pseudoxanthoma elasticum,” Journal of Investigative Dermatology, vol. 135, no. 4, pp. 992–998, 2014.

A. Iliás, Z. Urbán, T. L. Seidl et al., “Loss of ATP-dependent transport activity in pseudoxanthoma elasticum-associated mutants of human ABCC6 (MRP6),” The Journal of Biological Chemistry, vol. 277, no. 19, pp. 16860–16867, 2002.

O. Le Saux, K. Fülöp, Y. Yamaguchi et al., “Expression and in vivo rescue of human ABCC6 disease-causing mutants in mouse liver,” PLoS ONE, vol. 6, no. 9, Article ID e24738, 2011.

V. Pomozi, C. Brampton, K. Fülöp et al., “Analysis of pseudoxanthoma elasticum-causing missense mutants of ABCC6 in vivo; Pharmacological correction of the mislocalized proteins,” Journal of Investigative Dermatology, vol. 134, no. 4, pp. 946–953, 2014.

L. Jin, Q. Jiang, Z. Wu et al., “Genetic heterogeneity of pseudoxanthoma elasticum: the Chinese signature profile of ABCC6 and ENPP1 mutations,” Journal of Investigative Dermatology, vol. 135, no. 5, pp. 1294–1302, 2015.

M. Wade, “High-throughput silencing using the CRISPR-Cas9 system: a review of the benefits and challenges,” Journal of Biomolecular Screening, 2015.

R. S. Jansen, S. Duijst, S. Mahakena et al., “ABCC6-mediated ATP secretion by the liver is the main source of the mineralization inhibitor inorganic pyrophosphate in the systemic circulation—brief report,” Arteriosclerosis, Thrombosis, and Vascular Biology, vol. 34, no. 9, pp. 1985–1989, 2014.

D. Gheduzzi, F. Boraldi, G. Annovi et al., “Matrix Gla protein is involved in elastic fiber calcification in the dermis of pseudoxanthoma elasticum patients,” Laboratory Investigation, vol. 87, no. 10, pp. 998–1008, 2007.

R. Miglionico, M. F. Armentano, M. Carmosino et al., “Dysregulation of gene expression in ABCC6 knockdown HepG2 cells,” Cellular & Molecular Biology Letters, vol. 19, no. 4, pp. 517–526, 2014.

O. M. Vanakker, L. Martin, L. J. Schurgers et al., “Low serum vitamin K in PXE results in defective carboxylation of mineralization inhibitors similar to the GGCX mutations in the PXE-like syndrome,” Laboratory Investigation, vol. 90, no. 6, pp. 895–905, 2010.

T. G. M. F. Gorgels, X. Hu, G. L. Scheffer et al., “Disruption of Abcc6 in the mouse: novel insight in the pathogenesis of pseudoxanthoma elasticum,” Human Molecular Genetics, vol. 14, no. 13, pp. 1763–1773, 2005.

H. Meng, I. Vera, N. Che et al., “Identification of Abcc6 as the major causal gene for dystrophic cardiac calcification in mice through integrative genomics,” Proceedings of the National Academy of Sciences of the United States of America, vol. 104, no. 11, pp. 4530–4535, 2007.

W. L. Lau, S. Liu, and N. D. Vaziri, “Chronic kidney disease results in deficiency of ABCC6, the novel inhibitor of vascular calcification,” The American Journal of Nephrology, vol. 40, no. 1, pp. 51–55, 2014.

S. S. Wang, L. J. Martin, E. E. Schadt et al., “Disruption of the aortic elastic lamina and medial calcification share genetic determinants in Mice,” Circulation: Cardiovascular Genetics, vol. 2, no. 6, pp. 573–582, 2009.

A. Das, T. Gayen, S. Roy, K. Shome, S. Biswas, and S. N. Chowdhury, “Pseudoxanthoma elasticum and nephrocalcinosis: incidental finding or an infrequent manifestation?” Indian Dermatology Online Journal, vol. 5, no. 2, pp. 176–178, 2014.

G. Köblös, H. Andrikovics, Z. Prohászka, A. Tordai, A. Váradi, and T. Arányi, “The R1141X loss-of-function mutation of the ABCC6 gene is a strong genetic risk factor for coronary artery disease,” Genetic Testing and Molecular Biomarkers, vol. 14, no. 1, pp. 75–78, 2010.

C. D. Rau, J. Wang, R. Avetisyan et al., “Mapping genetic contributions to cardiac pathology induced by Beta-adrenergic stimulation in mice,” Circulation: Cardiovascular Genetics, vol. 8, no. 1, pp. 40–49, 2015.

J. Wang, S. Near, K. Young, P. W. Connelly, and R. A. Hegele, “ABCC6 gene polymorphism associated with variation in plasma lipoproteins,” Journal of Human Genetics, vol. 46, no. 12, pp. 699–705, 2001.

J. Wang, J. R. Burnett, S. Near et al., “Common and rare ABCA1 variants affecting plasma HDL cholesterol,” Arteriosclerosis, Thrombosis, and Vascular Biology, vol. 20, no. 8, pp. 1983–1989, 2000.

H. Guo, Q. Li, D. W. Chou, and J. Uitto, “Atorvastatin counteracts aberrant soft tissue mineralization in a mouse model of pseudoxanthoma elasticum (Abcc6−/−),” Journal of Molecular Medicine, vol. 91, no. 10, pp. 1177–1184, 2013.

D. Farmakis, V. Vesleme, A. Papadogianni, P. Tsaftaridis, P. Kapralos, and A. Aessopos, “Aneurysmatic dilatation of ascending aorta in a patient with β-thalassemia and a pseudoxanthoma elasticum-like syndrome,” Annals of Hematology, vol. 83, no. 9, pp. 596–599, 2004.

N. Hamlin, K. Beck, B. Bacchelli, P. Cianciulli, I. Pasquali-Ronchetti, and O. Le Saux, “Acquired Pseudoxanthoma elasticum-like syndrome in beta-thalassaemia patients,” British Journal of Haematology, vol. 122, no. 5, pp. 852–854, 2003.

O. le Saux, L. Martin, Z. Aherrahrou, G. Leftheriotis, A. Váradi, and C. N. Brampton, “The molecular and physiological roles of ABCC6: more than meets the eye,” Frontiers in Genetics, vol. 3, article 289, 2012.

L. Martin, V. Douet, C. M. VanWart, M. B. Heller, and O. Le Saux, “A mouse model of β-thalassemia shows a liver-specific down-regulation of Abcc6 expression,” American Journal of Pathology, vol. 178, no. 2, pp. 774–783, 2011.

M. Baccarani-Contri, B. Bacchelli, F. Boraldi et al., “Characterization of pseudoxanthoma elasticum-like lesions in the skin of patients with beta-thalassemia,” Journal of the American Academy of Dermatology, vol. 44, no. 1, pp. 33–39, 2001.

P. Cianciulli, F. Sorrentino, L. Maffei et al., “Cardiovascular involvement in thalassaemic patients with pseudoxanthoma elasticum-like skin lesions: a long-term follow-up study,” European Journal of Clinical Investigation, vol. 32, no. 9, pp. 700–706, 2002.

D. Farmakis, I. Moyssakis, A. Perakis et al., “Unstable angina associated with coronary arterial calcification in a thalassemia intermedia patient with a pseudoxanthoma elasticum-like syndrome,” European Journal of Haematology, vol. 70, no. 1, pp. 64–66, 2003.

N. C. Andrews, “The NF-E2 transcription factor,” The International Journal of Biochemistry & Cell Biology, vol. 30, pp. 429–432, 1998.

F. Boraldi, G. Annovi, D. Guerra et al., “Fibroblast protein profile analysis highlights the role of oxidative stress and vitamin K recycling in the pathogenesis of pseudoxanthoma elasticum,” Proteomics: Clinical Applications, vol. 3, no. 9, pp. 1084–1098, 2009.

R. S. Jansen, A. Küçükosmanoglu, M. de Haas et al., “ABCC6 prevents ectopic mineralization seen in pseudoxanthoma elasticum by inducing cellular nucleotide release,” Proceedings of the National Academy of Sciences of the United States of America, vol. 110, no. 50, pp. 20206–20211, 2013.

P. Kuzaj, J. Kuhn, R. D. Michalek et al., “Large-scaled metabolic profiling of human dermal fibroblasts derived from pseudoxanthoma elasticum patients and healthy controls,” PLoS ONE, vol. 9, no. 9, Article ID e108336, 2014.

G. J. Dover, S. Brusilow, and D. Samid, “Increased fetal hemoglobin in patients receiving sodium 4-phenylbutyrate,” The New England Journal of Medicine, vol. 327, no. 8, pp. 569–570, 1992.

S. P. Perrine, G. D. Ginder, D. V. Faller et al., “A short-term trial of butyrate to stimulate fetal-globin-gene expression in the beta-globin disorders,” The New England Journal of Medicine, vol. 328, no. 2, pp. 81–86, 1993.

N. E. Maestri, S. W. Brusilow, D. B. Clissold, and S. S. Bassett, “Long-term treatment of girls with ornithine transcarbamylase deficiency,” The New England Journal of Medicine, vol. 335, no. 12, pp. 855–859, 1996.

T. Lengauer and M. Rarey, “Computational methods for biomolecular docking,” Current Opinion in Structural Biology, vol. 6, no. 3, pp. 402–406, 1996.

K. Fülöp, L. Barna, O. Symmons, P. Závodszky, and A. Váradi, “Clustering of disease-causing mutations on the domain-domain interfaces of ABCC6,” Biochemical and Biophysical Research Communications, vol. 379, no. 3, pp. 706–709, 2009.

M. J. Hosen, A. Zubaer, S. Thapa, B. Khadka, A. De Paepe, and O. M. Vanakker, “Molecular docking simulations provide insights in the substrate binding sites and possible substrates of the ABCC6 transporter,” PLoS ONE, vol. 9, no. 7, Article ID e102779, 2014.

K. Beck, K. Hayashi, B. Nishiguchi, O. Le Saux, M. Hayashi, and C. D. Boyd, “The distribution of Abcc6 in normal mouse tissues suggests multiple functions for this ABC transporter,” Journal of Histochemistry & Cytochemistry, vol. 51, no. 7, pp. 887–902, 2003.

Y. Matsuzaki, A. Nakano, Q.-J. Jiang, L. Pulkkinen, and J. Uitto, “Tissue-specific expression of the ABCC6 gene,” Journal of Investigative Dermatology, vol. 125, no. 5, pp. 900–905, 2005.

J. F. Klement, Y. Matsuzaki, Q.-J. Jiang et al., “Targeted ablation of the Abcc6 gene results in ectopic mineralization of connective tissues,” Molecular and Cellular Biology, vol. 25, no. 18, pp. 8299–8310, 2005.

Q. Jiang, Q. Li, and J. Uitto, “Aberrant mineralization of connective tissues in a mouse model of pseudoxanthoma elasticum: systemic and local regulatory factors,” Journal of Investigative Dermatology, vol. 127, no. 6, pp. 1392–1402, 2007.

Z. Aherrahrou, L. C. Doehring, E.-M. Ehlers et al., “An alternative splice variant in Abcc6, the gene causing dystrophic calcification, leads to protein deficiency in C3H/He mice,” The Journal of Biological Chemistry, vol. 283, no. 12, pp. 7608–7615, 2008.

A. Berndt, Q. Li, C. S. Potter et al., “A single-nucleotide polymorphism in the Abcc6 gene associates with connective tissue mineralization in mice similar to targeted models for pseudoxanthoma elasticum,” Journal of Investigative Dermatology, vol. 133, no. 3, pp. 833–836, 2013.

A.-K. Sowa, F. J. Kaiser, J. Eckhold et al., “Functional interaction of osteogenic transcription factors Runx2 and Vdr in transcriptional regulation of Opn during soft tissue calcification,” American Journal of Pathology, vol. 183, no. 1, pp. 60–68, 2013.

J. P. Sundberg, A. Berndt, B. A. Sundberg et al., “The mouse as a model for understanding chronic diseases of aging: the histopathologic basis of aging in inbred mice,” Pathobiology of Aging & Age-Related Diseases, vol. 1, article 7179, 2011.

Q. Li, Q. Jiang, E. Pfendner, A. Váradi, and J. Uitto, “Pseudoxanthoma elasticum: clinical phenotypes, molecular genetics and putative pathomechanisms,” Experimental Dermatology, vol. 18, no. 1, pp. 1–11, 2009.

A. Berndt, B. A. Sundberg, K. A. Silva et al., “Phenotypic characterization of the KK/HlJ inbred mouse strain,” Veterinary Pathology, vol. 51, no. 4, pp. 846–857, 2014.

C. H. Williams and C. C. Hong, “Multi-step usage of in vivo models during rational drug design and discovery,” International Journal of Molecular Sciences, vol. 12, no. 4, pp. 2262–2274, 2011.

G. Kari, U. Rodeck, and A. P. Dicker, “Zebrafish: an emerging model system for human disease and drug discovery,” Clinical Pharmacology and Therapeutics, vol. 82, no. 1, pp. 70–80, 2007.

Q. Li, S. Sadowski, M. Frank et al., “The abcc6a gene expression is required for normal zebrafish development,” Journal of Investigative Dermatology, vol. 130, no. 11, pp. 2561–2568, 2010.

J. Lu, E. Peatman, H. Tang, J. Lewis, and Z. Liu, “Profiling of gene duplication patterns of sequenced teleost genomes: evidence for rapid lineage-specific genome expansion mediated by recent tandem duplications,” BMC Genomics, vol. 13, article 246, 2012.

I. G. Woods, P. D. Kelly, F. Chu et al., “A comparative map of the zebrafish genome,” Genome Research, vol. 10, no. 12, pp. 1903–1914, 2000.

J. Postlethwait, A. Amores, W. Cresko, A. Singer, and Y.-L. Yan, “Subfunction partitioning, the teleost radiation and the annotation of the human genome,” Trends in Genetics, vol. 20, no. 10, pp. 481–490, 2004.

E. W. Mackay, A. Apschner, and S. Schulte-Merker, “Vitamin K reduces hypermineralisation in zebrafish models of PXE and GACI,” Development, vol. 142, no. 6, pp. 1095–1101, 2015.

C. A. Lessman, “The developing zebrafish (Danio rerio): a vertebrate model for high-throughput screening of chemical libraries,” Birth Defects Research Part C: Embryo Today: Reviews, vol. 93, no. 3, pp. 268–280, 2011.

J. R. Mathias, M. T. Saxena, and J. S. Mumm, “Advances in zebrafish chemical screening technologies,” Future Medicinal Chemistry, vol. 4, no. 14, pp. 1811–1822, 2012.

T. G. M. F. Gorgels, J. H. Waarsing, M. Herfs et al., “Vitamin K supplementation increases vitamin K tissue levels but fails to counteract ectopic calcification in a mouse model for pseudoxanthoma elasticum,” Journal of Molecular Medicine, vol. 89, no. 11, pp. 1125–1135, 2011.

C. Brampton, Y. Yamaguchi, O. Vanakker et al., “Vitamin K does not prevent soft tissue mineralization in a mouse model of pseudoxanthoma elasticum,” Cell Cycle, vol. 10, no. 11, pp. 1810–1820, 2011.

Q. Jiang, Q. Li, A. E. Grand-Pierre, L. J. Schurgers, and J. Uitto, “Administration of vitamin K does not counteract the ectopic mineralization of connective tissues in Abcc6-/- mice, a model for pseudoxanthoma elasticum,” Cell Cycle, vol. 10, no. 4, pp. 701–707, 2011.

S. G. Gordon, M. Overland, and J. Foley, “Evidence for increased protease activity secreted from cultured fibroblasts from patients with pseudoxanthoma elasticum,” Connective Tissue Research, vol. 6, no. 1, pp. 61–68, 1978.

S. G. Gordon, L. L. Hinkle, and E. Shaw, “Cysteine protease characteristics of the proteoglycanase activity from normal and pseudoxanthoma elasticum (PXE) fibroblasts,” The Journal of Laboratory and Clinical Medicine, vol. 102, no. 3, pp. 400–410, 1983.

O. Le Saux, S. Bunda, C. M. VanWart et al., “Serum factors from pseudoxanthoma elasticum patients alter elastic fiber formation in vitro,” Journal of Investigative Dermatology, vol. 126, no. 7, pp. 1497–1505, 2006.

D. Hendig, T. Langmann, S. Kocken et al., “Gene expression profiling of ABC transporters in dermal fibroblasts of pseudoxanthoma elasticum patients identifies new candidates involved in PXE pathogenesis,” Laboratory Investigation, vol. 88, no. 12, pp. 1303–1315, 2008.

P. Kuzaj, J. Kuhn, M. Dabisch-Ruthe et al., “ABCC6- a new player in cellular cholesterol and lipoprotein metabolism?” Lipids in Health and Disease, vol. 13, article 118, 2014.

D. Quaglino, L. Sartor, S. Garbisa et al., “Dermal fibroblasts from pseudoxanthoma elasticum patients have raised MMP-2 degradative potential,” Biochimica et Biophysica Acta, vol. 1741, no. 1-2, pp. 42–47, 2005.

M. Dabisch-Ruthe, P. Kuzaj, C. Götting, C. Knabbe, and D. Hendig, “Pyrophosphates as a major inhibitor of matrix calcification in Pseudoxanthoma elasticum,” Journal of Dermatological Science, vol. 75, no. 2, pp. 109–120, 2014.

F. Boraldi, D. Quaglino, M. A. Croce et al., “Multidrug resistance protein-6 (MRP6) in human dermal fibroblasts. Comparison between cells from normal subjects and from Pseudoxanthoma elasticum patients,” Matrix Biology, vol. 22, no. 6, pp. 491–500, 2003.

T. C. Markello, L. K. Pak, C. St. Hilaire et al., “Vascular pathology of medial arterial calcifications in NT5E deficiency: implications for the role of adenosine in pseudoxanthoma elasticum,” Molecular Genetics and Metabolism, vol. 103, no. 1, pp. 44–50, 2011.

F. Boraldi, G. Annovi, A. Bartolomeo, and D. Quaglino, “Fibroblasts from patients affected by pseudoxanthoma elasticum exhibit an altered PPi metabolism and are more responsive to pro-calcifying stimuli,” Journal of Dermatological Science, vol. 74, no. 1, pp. 72–80, 2014.

I. Pasquali-Ronchetti, M. I. Garcia-Fernandez, F. Boraldi et al., “Oxidative stress in fibroblasts from patients with pseudoxanthoma elasticum: possible role in the pathogenesis of clinical manifestations,” Journal of Pathology, vol. 208, no. 1, pp. 54–61, 2006.

R. Tiozzo Costa, M. Baccarani Contri, M. R. Cingi et al., “Pseudoxanthoma elasticum (PXE): ultrastructural and biochemical study on proteoglycan and proteoglycan-associated material produced by skin fibroblasts in vitro,” Collagen and Related Research, vol. 8, no. 1, pp. 49–64, 1988.

A. Passi, R. Albertini, M. Baccarani Contri et al., “Proteoglycan alterations in skin fibroblast cultures from patients affected with pseudoxanthoma elasticum,” Cell Biochemistry and Function, vol. 14, no. 2, pp. 111–120, 1996.

M. Baccarani-Contri, R. Tiozzo, M. A. Croce, T. Andreoli, and A. de Paepe, “Cell-matrix interactions in cultured dermal fibroblasts from patients with an inherited connective-tissue disorder,” Cytotechnology, vol. 11, supplement 1, pp. S112–S114, 1993.

D. Quaglino Jr., F. Boraldi, D. Barbieri, A. Croce, R. Tiozzo, and I. P. Ronchetti, “Abnormal phenotype of in vitro dermal fibroblasts from patients with pseudoxanthoma elasticum (PXE),” Biochimica et Biophysica Acta, vol. 1501, no. 1, pp. 51–62, 2000.

J. L. Vaughn, R. H. Goodwin, G. J. Tompkins, and P. McCawley, “The establishment of two cell lines from the insect Spodoptera frugiperda (Lepidoptera; Noctuidae),” In Vitro, vol. 13, no. 4, pp. 213–217, 1977.

B. Sarkadi, E. M. Price, R. C. Boucher, U. A. Germann, and G. A. Scarborough, “Expression of the human multidrug resistance cDNA in insect cells generates a high activity drug-stimulated membrane ATPase,” The Journal of Biological Chemistry, vol. 267, no. 7, pp. 4854–4858, 1992.

K. Fülöp, Q. Jiang, K. V. D. Wetering et al., “ABCC6 does not transport vitamin K3-glutathione conjugate from the liver: relevance to pathomechanisms of pseudoxanthoma elasticum,” Biochemical and Biophysical Research Communications, vol. 415, no. 3, pp. 468–471, 2011.

E. Sinkó, A. Iliás, O. Ujhelly et al., “Subcellular localization and N-glycosylation of human ABCC6, expressed in MDCKII cells,” Biochemical and Biophysical Research Communications, vol. 308, no. 2, pp. 263–269, 2003.

É. Bakos, R. Evers, G. Szakács et al., “Functional multidrug resistance protein (MRP1) lacking the N-terminal transmembrane domain,” The Journal of Biological Chemistry, vol. 273, no. 48, pp. 32167–32175, 1999.

G. Szakács, C. Özvegy, É. Bakos, B. Sarkadi, and A. Váradi, “Role of glycine-534 and glycine-1179 of human multidrug resistance protein (MDR1) in drug-mediated control of ATP hydrolysis,” Biochemical Journal, vol. 356, no. 1, pp. 71–75, 2001.

A. W. Y. Chung, H. H. C. Yang, J. M. Kim et al., “Upregulation of matrix metalloproteinase-2 in the arterial vasculature contributes to stiffening and vasomotor dysfunction in patients with chronic kidney disease,” Circulation, vol. 120, no. 9, pp. 792–801, 2009.

L. S. Ibels, A. C. Alfrey, W. E. Huffer, P. W. Craswell, J. T. Anderson, and R. Weil III, “Arterial calcification and pathology in uremic patients undergoing dialysis,” The American Journal of Medicine, vol. 66, no. 5, pp. 790–796, 1979.

A. Pai, E. M. Leaf, M. El-Abbadi, and C. M. Giachelli, “Elastin degradation and vascular smooth muscle cell phenotype change precede cell loss and arterial medial calcification in a uremic mouse model of chronic kidney disease,” The American Journal of Pathology, vol. 178, no. 2, pp. 764–773, 2011.

M. J. Sarnak, A. S. Levey, A. C. Schoolwerth et al., “Kidney disease as a risk factor for development of cardiovascular disease: a statement from the American Heart Association Councils on Kidney in Cardiovascular Disease, High Blood Pressure Research, Clinical Cardiology, and Epidemiology and Prevention,” Hypertension, vol. 42, no. 5, pp. 1050–1065, 2003.

H. Olauson and T. E. Larsson, “FGF23 and Klotho in chronic kidney disease,” Current Opinion in Nephrology & Hypertension, vol. 22, no. 4, pp. 397–404, 2013.

S. R. Khan, “Nephrocalcinosis in animal models with and without stones,” Urological Research, vol. 38, no. 6, pp. 429–438, 2010.

A. H. Kirsch, N. Smaczny, V. Riegelbauer et al., “Regulatory T cells improve nephrocalcinosis but not dystrophic cardiac calcinosis in DBA/2 mice,” American Journal of Pathology, vol. 183, no. 2, pp. 382–390, 2013.

Q. Li, H. Guo, D. W. Chou, A. Berndt, J. P. Sundberg, and J. Uitto, “Mutant Enpp1asj mice as a model for generalized arterial calcification of infancy,” Disease Models and Mechanisms, vol. 6, no. 5, pp. 1227–1235, 2013.

Q. Li, D. W. Chou, T. P. Price, J. P. Sundberg, and J. Uitto, “Genetic modulation of nephrocalcinosis in mouse models of ectopic mineralization: the Abcc6 tm1Jfk and Enpp1 asj mutant mice,” Laboratory Investigation, vol. 94, no. 6, pp. 623–632, 2014.

R. Roberts, “A genetic basis for coronary artery disease,” Trends in Cardiovascular Medicine, vol. 25, no. 3, pp. 171–178, 2015.

M. D. Trip, Y. M. Smulders, J. J. Wegman et al., “Frequent mutation in the ABCC6 gene (R1141X) is associated with a strong increase in the prevalence of coronary artery disease,” Circulation, vol. 106, no. 7, pp. 773–775, 2002.

L. S. Hornstrup, A. Tybjærg-Hansen, C. L. Haase et al., “Heterozygosity for R1141X in ABCC6 and risk of ischemic vascular disease,” Circulation: Cardiovascular Genetics, vol. 4, no. 5, pp. 534–541, 2011.

I. N. Mungrue, P. Zhao, Y. Yao et al., “Abcc6 deficiency causes increased infarct size and apoptosis in a mouse cardiac ischemia-reperfusion model,” Arteriosclerosis, Thrombosis, and Vascular Biology, vol. 31, no. 12, pp. 2806–2812, 2011.

C. Brampton, Z. Aherrahrou, L.-H. Chen et al., “The level of hepatic ABCC6 expression determines the severity of calcification after cardiac injury,” American Journal of Pathology, vol. 184, no. 1, pp. 159–170, 2014.

A. K. Pande, K. K. Sethi, and R. Jain, “Pictorial CME. Dystrophic myocardial calcification,” The Journal of the Association of Physicians of India, vol. 49, article 256, 2001.

U. Goldbourt, S. Yaari, and J. H. Medalie, “Isolated low HDL cholesterol as a risk factor for coronary heart disease mortality. A 21-year follow-up of 8000 men,” Arteriosclerosis, Thrombosis, and Vascular Biology, vol. 17, no. 1, pp. 107–113, 1997.

G. J. Miller and N. E. Miller, “Plasma-high-density-lipoprotein concentration and development of ischaemic heart-disease,” The Lancet, vol. 305, no. 7897, pp. 16–19, 1975.

D. J. Gordon, J. L. Probstfield, R. J. Garrison et al., “High-density lipoprotein cholesterol and cardiovascular disease. Four prospective American studies,” Circulation, vol. 79, no. 1, pp. 8–15, 1989.

M. J. Stampfer, F. M. Sacks, S. Salvini, W. C. Willett, and C. H. Hennekens, “A prospective study of cholesterol, apolipoproteins, and the risk of myocardial infarction,” The New England Journal of Medicine, vol. 325, no. 6, pp. 373–381, 1991.

B. Lamarche, J.-P. Després, S. Moorjani, B. Cantin, G. R. Dagenais, and P.-J. Lupien, “Triglycerides and HDL-cholesterol as risk factors for ischemic heart disease. Results from the Québec cardiovascular study,” Atherosclerosis, vol. 119, no. 2, pp. 235–245, 1996.

D. A. Heller, U. de Faire, N. L. Pedersen, G. Dahlen, and G. E. McClearn, “Genetic and environmental influences on serum lipid levels in twins,” The New England Journal of Medicine, vol. 328, no. 16, pp. 1150–1156, 1993.

G. M. Peloso, S. Demissie, D. Collins et al., “Common genetic variation in multiple metabolic pathways influences susceptibility to low HDL-cholesterol and coronary heart disease,” Journal of Lipid Research, vol. 51, no. 12, pp. 3524–3532, 2010.

V. Schulz, D. Hendig, C. Szliska, C. Götting, and K. Kleesiek, “Novel mutations in the ABCC6 gene of German patients with pseudoxanthoma elasticum,” Human Biology, vol. 77, no. 3, pp. 367–384, 2005.

A. Verloes, N. Sakalihasan, R. Limet, and L. Koulischer, “Genetic aspects of abdominal aortic aneurysm,” Annals of the New York Academy of Sciences, vol. 800, pp. 44–55, 1996.

G. Lefthériotis, L. Omarjee, O. Le Saux et al., “The vascular phenotype in pseudoxanthoma elasticum and related disorders: contribution of a genetic disease to the understanding of vascular calcification,” Frontiers in Genetics, vol. 4, article 4, 2013.

P. Heno, L. Fourcade, H.-N. Guyen Duc et al., “Aorto-coronary dysplasia and pseudowanthoma elastica,” Archives des Maladies du Coeur et des Vaisseaux, vol. 91, no. 4, pp. 415–418, 1998.

V. Schulz, D. Hendig, M. Schillinger et al., “Analysis of sequence variations in the ABCC6 gene among patients with abdominal aortic aneurysm and pseudoxanthoma elasticum,” Journal of Vascular Research, vol. 42, no. 5, pp. 424–432, 2005.

L. Nivison-Smith, R. Milston, M. Madigan, and M. Kalloniatis, “Age-related macular degeneration: linking clinical presentation to pathology,” Optometry and Vision Science, vol. 91, no. 8, pp. 832–848, 2014.

T. Wong, U. Chakravarthy, R. Klein et al., “The natural history and prognosis of neovascular age-related macular degeneration: a systematic review of the literature and meta-analysis,” Ophthalmology, vol. 115, no. 1, pp. 116.e1–126.e1, 2008.

M. Nita, B. Strzałka-Mrozik, A. Grzybowski, U. Mazurek, and W. Romaniuk, “Age-related macular degeneration and changes in the extracellular matrix,” Medical Science Monitor, vol. 20, pp. 1003–1016, 2014.

S. G. Jarrett and M. E. Boulton, “Consequences of oxidative stress in age-related macular degeneration,” Molecular Aspects of Medicine, vol. 33, no. 4, pp. 399–417, 2012.

J. D. Gass, R. J. Sever, D. Sparks, and J. Goren, “A combined technique of fluorescein funduscopy and angiography of the eye,” Archives of Ophthalmology, vol. 78, no. 4, pp. 455–461, 1967.

M. Gliem, R. Fimmers, P. L. Müller et al., “Choroidal changes associated with bruch membrane pathology in pseudoxanthoma elasticum,” American Journal of Ophthalmology, vol. 158, no. 1, pp. 198–207.e3, 2014.

A. Hassan and H. S. Markus, “Genetics and ischaemic stroke,” Brain, vol. 123, no. 9, pp. 1784–1812, 2000.

S. Rubattu, R. Giliberti, and M. Volpe, “Etiology and pathophysiology of stroke as a complex trait,” The American Journal of Hypertension, vol. 13, no. 10, pp. 1139–1148, 2000.

B. Herman, A. C. M. Leyten, J. H. van Luijk, C. W. Frenken, A. A. Op de Coul, and B. P. Schulte, “Epidemiology of stroke in Tilburg, The Netherlands. The population-based stroke incidence register: II. Incidence, initial clinical picture and medical care, and three-week case fatality,” Stroke, vol. 13, no. 5, pp. 629–634, 1982.

H. S. Markus, “Stroke genetics,” Human Molecular Genetics, vol. 20, pp. R124–R131, 2011.

A. M. Pavlovic, J. Zidverc-Trajkovic, M. M. Milovic et al., “Cerebral small vessel disease in pseudoxanthoma elasticum: three cases,” Canadian Journal of Neurological Sciences, vol. 32, no. 1, pp. 115–118, 2005.

N. Chassaing, L. Martin, P. Calvas, M. Le Bert, and A. Hovnanian, “Pseudoxanthoma elasticum: a clinical, pathophysiological and genetic update including 11 novel ABCC6 mutations,” Journal of Medical Genetics, vol. 42, no. 12, pp. 881–892, 2005.

T. Wakabayashi, H. Naito, K. Takara et al., “Identification of vascular endothelial side population cells in the choroidal vessels and their potential role in age-related macular degeneration,” Investigative Ophthalmology and Visual Science, vol. 54, no. 10, pp. 6686–6693, 2013.

W. I. Schievink, “Spontaneous dissection of the carotid and vertebral arteries,” The New England Journal of Medicine, vol. 344, no. 12, pp. 898–906, 2001.

J. J. Martin, I. Hausser, P. Lyrer et al., “Familial cervical artery dissections: clinical, morphologic, and genetic studies,” Stroke, vol. 37, no. 12, pp. 2924–2929, 2006.

M. Morcher, I. Hausser, T. Brandt, and C. Grond-Ginsbach, “Heterozygous carriers of pseudoxanthoma elasticum were not found among patients with cervical artery dissections,” Journal of Neurology, vol. 250, no. 8, pp. 983–986, 2003.

G. Giancane, N. M. Ter Haar, N. Wulffraat et al., “Evidence-based recommendations for genetic diagnosis of familial Mediterranean fever,” Annals of the Rheumatic Diseases, vol. 74, no. 4, pp. 635–641, 2015.

E. Sohar, J. Gafni, M. Pras, and H. Heller, “Familial Mediterranean fever. A survey of 470 cases and review of the literature,” The American Journal of Medicine, vol. 43, no. 2, pp. 227–253, 1967.

A. Mimouni, N. Magal, N. Stoffman et al., “Familial Mediterranean fever: effects of genotype and ethnicity on inflammatory attacks and amyloidosis,” Pediatrics, vol. 105, no. 5, article E70, 2000.

I. Mansour, V. Delague, C. Cazeneuve et al., “Familial Mediterranean fever in Lebanon: mutation spectrum, evidence for cases in Maronites, Greek orthodoxes, Greek catholics, Syriacs and Chiites and for an association between amyloidosis and M694V and M694I mutations,” European Journal of Human Genetics, vol. 9, no. 1, pp. 51–55, 2001.

D. Cattan, B. Bouali, N. Chassaing et al., “Early and severe amyloidosis in a patient with concurrent familial Mediterranean fever and pseudoxanthoma elasticum,” British Journal of Dermatology, vol. 154, no. 6, pp. 1190–1193, 2006.

N. Chassaing, I. Touitou, D. Cattan, and P. Calvas, “ABCC6 is unlikely to be a modifier gene for familial Mediterranean fever severity,” Journal of Genetics, vol. 86, no. 3, pp. 293–295, 2007.