Mechanism, Clinical Significance, and Treatment Strategy of Warburg Effect in Hepatocellular Carcinoma

Department of Gastroenterology, The Affiliated Nanhua Hospital, Hengyang Medical College, University of South China, Hengyang, 421002 Hunan Province, China Department of General Practice, The Affiliated Nanhua Hospital, Hengyang Medical College, University of South China, Hengyang, 421002 Hunan Province, China Department of Oncology, The Affiliated Nanhua Hospital, Hengyang Medical College, University of South China, Hengyang, 421002 Hunan Province, China


Preface
For most normal cells, glucose metabolism with glucose as a substrate is the main energy metabolism method. One of the main characteristics that distinguish tumor cells from normal cells is that tumor cells mainly use glycolysis of glucose to produce lactic acid for metabolic energy production, while oxidative phosphorylation (OXPHOS) is in a relatively inhibited state, this is the Warburg effect of tumor cells (Figure 1) [1]. Tumor cells can evade the normal apoptosis program through the Warburg effect and enhance the proliferation and migration ability, which is a key factor in the pathogenesis of tumors. The Warburg effect can not only occur in the hypoxic tumor microenvironment but can also occur under aerobic conditions, so it is also called "aerobic glycolysis" [2]. It is that tumor cells use a series of molecular mechanisms to weaken aerobic respiration under aerobic conditions, carry out efficient glycolysis, and then obtain a large amount of adenosine triphosphate (ATP) and create a microenvironment suitable for tumor cells to survive proliferation advantage. In addition, the Warburg effect suppresses the monitoring and lethality of T lymphocytes through local hypoxia, creating tumor immune escape. By inhibiting the pathways related to the Warburg effect, some antitumor drugs such as glucose and dichloroacetic acid can more effectively inhibit the proliferation advantage and immune escape of tumor cells brought about by the Warburg effect, thereby inhibiting tumor cell growth and promoting tumor cell death. Further studies have found that the contribution of glycolysis to the total ATP of tumor cells generally does not exceed 50%~60% [3]; therefore, OXPHOS still makes a considerable contribution to the ATP of tumor cells. In some cases, there will be an anti-Warburg effect [4]. Hepatocellular carcinoma (HCC) is the main histological subtype of liver cancer, accounting for 90% of primary liver cancer, and is the third most common cause of cancer-related mortality worldwide [5]. Like most solid malignancies, Warburg effect plays an important role in the pathogenesis of HCC [1,6]. This article synthetically discusses the characteristics of glucose metabolism in HCC cells, the mechanism of Warburg effect, clinical significance, and corresponding treatment strategies and provides new perspectives for the prevention of HCC and the development of targeted drugs.

HCC Warburg Effect
2.1. Increased Glucose Uptake of HCC Cells. After glucose is absorbed into the blood from the digestive tract, it needs to enter the cells for metabolism in the body. This process relies on glucose transporter (GLUT). On March 30, 2020, Boyi Gan's research group at MD Anderson Cancer Center in the United States and his collaborators published a paper in Nature Cell Biology, stating that they found that cystine ingested by the cystine transporter SLC7A11 was reduced to cysteine in the cell. The acid needs to consume a large amount of reduced nicotinamide adenine dinucleotide phosphate (NADPH). Intracellular NADPH is mainly derived from the bypass of glucose metabolism-the pentose phosphate pathway, so it is highly dependent on the supply of glucose. In the absence of glucose, the high expression of SLC7A11 in cancer cells will lead to the significant accumulation of cystine and other disulfides in the cell, the breakdown of the redox system, and the rapid cell death. It suggests that for patients with cancer cells, the lack of glucose will have a more adverse effect on the body. 14 human GLUTs (GLUT1-14) have been found, and they play a role in different tissues and cells; most of which are expressed in liver tissues [7,8]. Compared with nontumor tissues, the expression of GLUT-1 in HCC was significantly increased [8,9], suggesting that HCC cells have increased glucose uptake. Amann et al. [9] found that the expression level of GLUT1mRNA in HCC tissues and cell lines was significantly increased. Inhibiting the expression of GLUT1 in HCC cell lines can reduce glucose uptake and lactate secretion.

Enhanced Glycolysis of HCC Cells.
Under normal circumstances, most cells in the human body mainly rely on the tricarboxylic acid (TCA) cycle and OXPHOS to be fully oxidize to supply cell energy under aerobic conditions; in the case of hypoxia, it mainly relies on glycolysis production capacity to supply cell energy. The productivity of glycolysis is higher than that of OXPHOS, allowing cancer cells to gain a competitive advantage. In addition to energy production, glycolysis also provides many precursor substances, which can maintain the tumor microenvironment and the stability of HIF. A few cells with extremely metabolically active, such as nerve cells and white blood cells, often use glycolysis to provide part of their energy even if they are not hypoxic. Individual cells, such as mature red blood cells, are completely dependent on glycolysis due to lack of mitochondria. Like most tumor cells, HCC cells mainly rely on glycolysis to supply cell energy, whether aerobic or anaerobic. This is the so-called Warburg Phenomenon, also known as "aerobic glycolysis," which is manifested in the increased expression and enhanced activity of the rate-limiting enzyme of glycolysis. For example, the of hexokinase (HK) increases, 6-phosphofructokinase-1 (G6P) increases, pyruvate kinase (PK) increases and activity enhance, and the metabolite lactic acid increases [1, 2, 10, 11].

Limited Mitochondrial Oxidative Phosphorylation.
The aerobic oxidation of glucose is roughly divided into three stages. The first stage: glucose is decomposed into pyruvate in the cytoplasm through glycolysis. The second stage: pyruvate enters the mitochondria, oxidative decarboxylation produces acetyl CoA. This process is catalyzed by the pyruvate dehydrogenase complex. The third stage: acetyl CoA TCA cycle and OXPHOS in the mitochondria. It is generally believed that TCA is mainly regulated by isocitrate dehydrogenase (IDH) and α-ketoglutarte dehydrogenase complex. The TCA is the final metabolic pathway of the three major nutrients of sugar, fat, and amino acids. The oxidation of glucose, fat, and amino acids in the body eventually produces acetyl CoA, which then enters TCA for decomposition. TCA itself does not produce ATP, only OXPHOS reaction to generate ATP to provide NADH + H + and FADH2. OXPHOS is coupled with ADP phosphorylation to generate ATP during the electron transport process of the respiratory   It is a pathway through which glucose-6-phosphate is metabolized to produce NADPH and ribose-5-phosphate. Glucose-6-phosphate dehydrogenase (glucose-6-phosphate dehydrogenase, G6PD) is the rate-limiting enzyme of the oxidative arm of the PPP, and its expression is significantly increased in HCC tissues. The data obtained by Kowalik MA and others from patients undergoing HCC resection or liver biopsy showed that compared with their adjacent tissues, G6PD was significantly upregulated in most HCC tissues [13]. PPP includes two stages: oxidation and nonoxidation.
In the oxidation stage, glucose-6-phosphate is converted to ribulose-5-phosphate and CO2, and two molecules of NADPH are generated; in the nonoxidation stage, ribulose-5-phosphoric acid is isomerized to ribose-5-phosphate or converted into two intermediate metabolites in glycolysis, fructose-6-phosphate and glyceraldehyde-3-phosphate. For tumor cells, the most important effect of PPP is produce NADPH, maintain redox homeostasis, prevent oxidative damage, and protect tumor cells.

Enhanced Decomposition of Glutamine.
Glycolysis is dominant in most tumor energy metabolism, but some tumor cells still use OXPHOS as the main energy production pathway, or a mixed energy production pathway of glycolysis and OXPHOS [14]. Due to the Warburg effect, tumor cells obtain biosynthetic precursors and NADPH through the TCA cycle. The demand for biosynthetic precursors and NADPH has increased dramatically. In order to meet the needs, tumor cells often rely on the decomposition of glutamine to maintain the TCA cycle and provide biosynthetic precursors and NADPH [15,16]. It was discovered a long time ago that in the human HCC cell line HepG2 cells, when glutamine is sufficient, the promoter of its transporter ASCT2 is activated, which increases the expression of ASCT2 [17].

HCC Glucose Metabolism Reverse Warburg Effect
Some tumors have two-compartment tumor metabolism or metabolic coupling. In the biphasic model of tumor metabolism, tumor cells induce the surrounding stromal fibroblasts to produce the Warburg effect, which makes the fibroblasts differentiate into myofibroblasts. Through aerobic glycolysis, the myofibroblasts produce a large amount of energy metabolism such as lactic acid and pyruvate. However, when glucose is metabolized to lactic acid, only 2 ATP is produced per glucose molecule, and after a glucose molecule is completely oxidized, oxidative phosphorylation can produce up to 36 ATP. However, tumor cells preferentially ferment glucose even when oxygen is sufficient. This is because no matter how much stimulation, the aerobic glycolysis cells have a high ratio of ATP/ADP and NADH/NAD+. In addition, even small changes in the ATP/ADP ratio can affect its growth. Cells with insufficient ATP usually undergo apoptosis. When the ability of normal proliferating cells to produce ATP from glucose metabolism is impaired, they will undergo cell cycle arrest and reactivate catabolism. At the same time, there are signaling pathways to sense energy status. The product is then transported to tumor cells, enters the tumor cell mitochondria, provides fuel for the TCA cycle, and generates a large amount of ATP through oxidative phosphorylation, which promotes tumor cell proliferation and resists apoptosis [18,19]. Whether HCC cells provide fuel for the TCA cycle through two-compartment tumor metabolism has not been reported in the literature. (1) HIF1 Upregulates the Expression of GLUT1 in HCC Cells.
Due to the rapid growth of tumor cells, the formation of new blood vessels is relatively lagging, and most of the new blood vessels are malformed and cannot adequately supply nutrients and oxygen. Therefore, there is hypoxia or hypoxia in most tumor tissues. Hypoxia-induced HIF1 can upregulate the expression of GLUT1 on the surface of HCC cells and increase glucose uptake [20]. Inhibiting the expression of hypoxia-inducible factor 1 alpha, the expression of GLUT1 in HCC cells was significantly reduced, and the uptake of glucose was reduced [21].
(2) HIF1 Stimulates the Expression of Glycolytic Rate-Limiting Enzymes. Zhuonan et al. found that while the expression of HIF-1 in liver tissue increased in low temperature environment, the levels of HK-2 and pyruvate dehydrogenase kinase (PDK-1) increased [22]. Golinska et al. investigated the consequences of HIF-1 deficiency in mice, using the well-established Hepa-1 wild-type (WT) and HIF-1β-deficient (c4) model, found that HIF-1β-deficient Hepa-1 c4 tumours grew significantly more slowly than WT tumours, and (as expected) showed significantly lower expression of many glycolytic enzymes [23]. Mathupala et al. found the hepatoma cells transfected type II hexokinase gene promoter to hypoxic conditions activate the type II hexokinase promoter almost 3-fold, a value that approaches 7-fold in the presence of glucose [10].
(3) HIF1 Stimulates the Expression of Pyruvate Dehydrogenase Kinase 1. Increased expression of HIF-1 can be found in almost all HCC tissues [24]. HIF-1 is particularly crucial for shifting the metabolic program of cancer cells from oxidative phosphorylation to glycolysis [25]. HIF-1 can stimulate the expression of PDK1; PDK1 can phosphorylate the pyruvate dehydrogenase complex, inactivate the latter and then prevent acetone acid enters the TCA cycle [26].
(4) HIF1 Stimulates the Expression of a Less Active Complex I Subunit. Hypoxia results in an inefficient transfer of electrons 3 Journal of Nanomaterials during oxidative phosphorylation leading to increased oxidative stress. NDUFA4L2 is a less active subunit of complex I in the oxidative phosphorylation electron transport chain, and it is also a direct transcriptional target of HIF [27]. Lai et al. found that HIF inhibitor, digoxin, profoundly inhibited growth of tumors that expressed high level of NDUFA4L2 in orthotopic model [27].
In summary, HIF-1 plays an important role in the metabolic reprogramming of HCC. The effect of HIF-1 on the glucose metabolism of HCC cells and its targets are shown in Table 1.

Activation of Oncogenes and Inactivation of Tumor Suppressor Genes
(1) Upregulation of GLUT1 Expression in HCC Cells. In HCC cells, the activated protooncogenes mainly include c-myc and K-Ras. The mutations of the protooncogenes c-myc and K-Ras can upregulate the expression of glucose transporters on the surface of HCC cells, thereby increasing glucose uptake. Glypican-3 enhances the glycolysis of HCC cells by upregulating the glycolysis genes of GLUT1, HK2, and LDH-A [28,29]. This may be one of the reasons for the enhanced glycolysis in HCC cells.
(2) Stimulating the Expression of Glycolytic Rate-Limiting Enzymes. C-myc and K-Ras gene mutations can not only upregulate the expression of GLUT1 in HCC cells but also stimulate the expression of glycolytic rate-limiting enzymes, such as HK, G6P, and PK, thereby increasing the level of glycolysis [28,29]. p53 is a major tumor suppressor gene; wildtype p53 can suppress tumour development by multiple pathways, mutation of TP53, and the resultant inactivation of p53 allow evasion of tumour cell death and rapid tumour progression [30]. p53 in half mutations occur in human cancers (in half of all human cancers) [31], but the wild-type p53 (WTp53) is often retained in HCC and suppressing pyruvate-driven oxidative phosphorylation by inducing PUMA [30]. The role of p53 in tumors is conflicting, and further research is needed.
(3) Mitochondrial Dysfunction in HCC Cells. K-Ras gene mutation can cause mitochondrial dysfunction in HCC cells, which in turn weakens the level of oxidative phosphorylation of glucose metabolism, forcing HCC cells to change their energy metabolism from oxidative phosphorylation to aerobic sugars. Fermentation is the main thing [28,29].

Continuous Activation of Related Signal Pathways
(1) Promote Glycolysis of Tumor Cells. Take the PI3K/AKT/mTOR signaling pathway as an example. Their continuous activation can promote glycolysis of tumor cells. In the pathway, AKT is a serine/threonine kinase whose expression is significantly enhanced in HCC tissues [32], which can induce the expression of HK II and the activation and phosphorylation of sphosphofructokinase-2 (PFK2) to enhance glycolysis of HCC cells [32]. Combretastatin A4 phosphate (CA4P) can also reduce HIF-1α through PI3K/AKT/mTOR signaling pathway and synergistically inhibit HCC [33]. Akt can also use mTOR-mediated expression of glycolytic enzymes through the activation of HIF-1α, NFκB, and c-Myc [34].
(3) Noncoding RNA Is Involved in TCA and OXPHOS. The mitochondria of HCC cells contain a large amount of lncRNA metastasis-associated lung adenocarcinoma transcript 1 (MLAT1). MALAT1 knockdown induced alterations in the CpG methylation of mtDNA, and in mitochondrial transcriptomes, at the same time, HCC cells have changes in mitochondrial structure, low oxidative phosphorylation (oxphos), and decreased ATP production [50].
In short, noncoding RNA can affect HCC metabolism through multiple pathways, and its effects on HCC cell carbohydrate metabolism and targets are shown in Table 2.  [51]. IDH is one of the rate-limiting enzymes of the TCA cycle, responsible for the oxidative decarboxylation of isocitrate into α-ketoglutarate and NADH + H + . IDH mutation changes the active site of the enzyme and endows the enzyme with new catalytic activity, using α-ketoglutar-ate (α-KG) to produce high levels of R-2-hydrox-yglutarate (R-2-HG); the molecular structure of 2-HG and α-KG is very similar [52], and it is speculated that 2-HG may participate in OXPHOS by inhibiting α-KG through competition.  [53]. If glycolysis is inhibited, such as silencing the expression of hexokinase-2 in HCC cells, the flow of glucose to pyruvate and lactic acid is inhibited, but the flow of tricarboxylic acid is maintained [54]. As we all know, the metabolic fate of pyruvate produced by glycolysis is determined by the route of NADPH+H+. When aerobic NADPH+H+ enters the mitochondria for oxidation, pyruvate undergoes aerobic oxidation without producing lactic acid. NADPH+H+ cannot be oxidized under hypoxia; pyruvic acid acts as a hydrogen acceptor to generate lactic acid. In most cases, HCC cells are in a hypoxic microenvironment, NADPH+H+ cannot be oxidized, pyruvate produced by glycolysis can only be used as a hydrogen acceptor to produce lactic acid, and oxidative phosphorylation is restricted.

Mutations in
3.1.7. Mitochondria Are Damaged. The "Warburg effect" illustrates that tumor cells tend to choose aerobic glycolysis over OXPHOS, as does HCC cells. In the past, as represented by Warburg, it was believed that tumor cells mainly used aerobic glycolysis for energy because mitochondria were damaged, and oxidative phosphorylation dysfunction occurred [1]. It is now believed that the reprogramming of tumor cell metabolic pathways is not caused by simple mitochondrial dysfunction [55]. The Warburg effect is a metabolic hallmark of cancer. Tumor cells rapidly adjust their energy source to glycolysis in order to efficiently proliferate in a hypoxic environment [56]. The main physiological significance of glycolysis. It is to provide energy quickly. The ATP production rate of glycolysis may be 100 times faster than that of OXPHOS [57]. The production rate of ATP produced by glycolysis increases, giving cancer cells a selective growth advantage. Inhibition of the expression of key enzymes of glycolysis and tumor cell proliferation is inhibited. For example, when HK2 expression is silenced, glucose flux to pyruvate and lactate of HCC cells is inhibited, and the proliferation and death of HCC cells increase at the same time [58].

Warburg Effect Inhibits Apoptosis of HCC Cells.
Pyruvate dehydrogenase E1α subunit (PDHA1) is one of the main factors for metabolic switch from OXPHOS to aerobic glycolysis and has been suggested to be closely associated with tumorigenesis [59]. Upregulated PDHA1 gene expression in HCC cell line SMMC-7721 and HepG2 can inhibit Warburg effect and enhanced mitochondria-mediated apoptosis pathway [59].

Warburg Effect Promotes Tumor Cell Metastasis.
Aerobic glycolysis can produce a large amount of lactic acid and creat an acidic microenvironment, which is conducive to tumor cell invasion and metastasis [43]. Todisco et al. [17] found that increased G6PD expression is related to HCC metastasis and poor prognosis, while decreased g6pd expression inhibits the proliferation, migration, and invasion of HCC cell lines.

Warburg Effect Ultimately Leads to Tumor Immune
Escape. The enhanced of tumor aerobic glycolysis is accompanied by the production and extracellular transport of a large amount of glycolysis end product in tumor cells, which leads to lactic acid in the tumor microenvironment accumulation and acidic microenvironment. The high lactate titer and acidic microenvironment outside the cell can directly hinder the extracellular transport of CTL and NK cells, thereby directly affecting the proliferation and cytokine secretion of CTL and NK cells, resulting in impaired killing function [60]. On the other hand, the acid degradation of IFN-γ weakens the differentiation of initial T cells into tumor suppressor type 1 helper T cells (Th1) and promotes them to differentiate into type 2 helper T cells (Th2) [61] and promote the proliferation of myeloid-derived suppressor cells (MDSC) in the tumor, and ultimately lead to the immune escape of the tumor through a variety of mechanisms.

Promote Tumor Cell Proliferation and Resist Apoptosis.
Martinez-Outschoorn et al. [62] found that some tumors have a two-compartment tumor metabolism, which is called the reverse Warburg effect or metabolic coupling. In the biphasic model of tumor metabolism, epithelial tumor cells induce the surrounding stromal fibroblasts to produce the Warburg effect, which makes the fibroblasts differentiate into myofibroblasts, and the myofibroblasts produce large amounts of energy such as lactic acid and pyruvate through aerobic glycolysis. The metabolites are then transported to epithelial tumor cells, enter the tumor cell mitochondria, provide fuel for the TCA cycle, and generate large amounts of ATP through OXPHOS to promote tumor cell proliferation and resist apoptosis [63,64].

It May
Be the Cause of Chemotherapy Resistance and Treatment Failure. The biphasic metabolism of tumor may be the cause of chemotherapy resistance and treatment failure, and it may also explain the contradictory phenomenon of high mitochondrial respiration and low glycolysis rate in some tumor cells [65]. This pattern indicates that there is a host-parasite relationship between tumor cells and surrounding fibroblasts or metabolic coupling [7]. The metabolic coupling includes two levels: (i) the metabolic coupling of fibroblasts and tumor cells and (ii) the coupling of aerobic glycolysis and OXPHOS in tumor cells. Journal of Nanomaterials differentiation of tumors, not all tumor cells exhibit glycolysis, and the contribution of glycolysis to the total ATP of tumor cells ranges from 1% to 64% [66]. HCC is a highly heterogeneous cancer, both at the molecular and histological level [67]. According to the WHO classification standards, it is divided into highly differentiated, moderately differentiated, and poorly differentiated HCC. Poorly differentiated, undifferentiated, and fast-growing tumors are generally glycolysis-based, and OXPHOS is inhibited. For example, the undifferentiated HCC cell line JHH-6XPHOS system is significantly damaged, and its metabolism is mainly glycolysis [68].

5.2.
According to the Patient's Metabolic Characteristics, Select the Appropriate Treatment Drug. HCC cells, like most tumors, have different cellular energy metabolism, but in general, they are still dominated by glycolytic phenotypes and rely on the consumption of glutamine. Studies have found that even if the tumor tissue is rich in oxygen, its glycolysis is still in the production capacity, but oxidative phosphorylation is relatively inhibited [6]. The specific strategy is as follows.

Reduce
Glucose Transport into Cells. The GLUT1 gene is a key rate-limiting factor encoding glucose transport to cancer cells. Shang et al. [69] found that using siRNA to inhibit the expression of GLUT1, HCC cells are reducing glucose. At the same time of uptake and secretion of lactic acid, the growth and migration potential of HCC cells is weakened [69].

Inhibition of Glycolysis.
Hexokinase is the first ratelimiting enzyme in the glycolysis pathway. Hexokinase catalyzes the phosphorylation of glucose into glucose 6phosphate. Glucose 6-phosphate can be used for glycolysis or pentose phosphate pathway. DeWaal et al. reported that silencing HK2 expression, HCC cell glucose flux to pyruvate and lactate is inhibited, while HCC cell proliferation decreased and death increased, knockout HK2 in mice can reduce proliferation and the incidence of tumors induced by diethylnitrosamine (DEN) [11].

Inhibition of Decomposition of Glutamine.
Glutamine is the amide of glutamic acid. L-glutamine is the amino acid encoded in protein synthesis. It is a nonessential amino acid in mammals and can be converted from glucose in the body. Lee et al. reported that mitochondrial dependence on glutamine can drive the chemotherapy resistance of HCC stem cells [70]. The high level of glutamine in the blood provides a ready source of carbon and nitrogen to support the biosynthesis, energy metabolism, and cell homeostasis of cancer cells and promote tumor growth. Glutamine is transported into the cell by the transporter SLC1A5 (the solute carrier family 1 neutral amino acid transporter member 5) in the cell. Under nutrient-deficient conditions, cancer cells can obtain glutamine by breaking down macromolecules. Excessive activation of the oncogene RAS can promote pinocytosis. Cancer cells remove extracellular proteins and degrade them into amino acids including glutamine to provide nutrients for cancer cells.

Inhibition of the Pentose Phosphate
Pathway. The pentose phosphate pathway is a branch of glycolysis and a bypass pathway of glucose metabolism, producing NADPH and pentose. NADPH is a hydrogen donor for various anabolism in the body, and pentose is a nucleoside and is necessary for rapid cell proliferation. The same study reported that G6PD silencing significantly inhibited HepG2 cell line invasion [71]. In vivo studies reinforced the relevance of G6PD in HCC progression, as G6PD suppression inhibited tumor growth in Huh7 orthotopic tumor and mouse xenograft models [72].

Promote Oxidative Phosphorylation.
Pyruvate dehydrogenase E1α subunit (PDHA1) is one of the main factors for the metabolic switch from OXPHOS to aerobic glycolysis and has been suggested to be closely associated with tumorigenesis. Sun etc. observed that the PDHA1 protein was reduced in HCC specimens by immunohistochemistry and Western blot, which was significantly associated with poor overall survival [73]. At the same time, mitochondrial OXPHOS was enhanced accompanied with higher ATP. Sun et al. also found that apoptosis was promoted, and intrinsic pathway proteins were increased in PDHA1overexpressing cells.

Combination Medication.
Due to the high metabolic adaptability of tumor cells, when any metabolic pathway encounters obstacles, tumor cells will automatically switch or activate other pathways to avoid stress damage. Therefore, tumor metabolic regulation therapy should jointly block or regulate multiple metabolisms. The biphasic metabolism of tumors may be the cause of chemotherapy resistance and treatment failure [74]. For HCC chemotherapy resistance and treatment failure, multisite and multipath combination medication should be considered.

Summary
HCC is a primary liver cancer with high mortality, and its pathogenesis is related to the Warburg effect. The Warburg effect of HCC is mainly manifested in the increased glucose uptake of HCC cells, increased glycolysis, restricted mitochondrial oxidative phosphorylation, increased pentose phosphate pathway in HCC cells, and increased glutamine decomposition. In some cases, there will be a reverse Warburg effect. HCC Warburg effect and reverse Warburg effect are closely related to HCC cell proliferation, apoptosis, immune escape, migration and invasion, chemotherapy resistance, and treatment failure. Therefore, subsequent indepth discussions on the Warburg effect mechanism of liver cancer cells and the corresponding clinical significance can provide a new way for the prevention of liver cancer and the development of targeted drugs.

Data Availability
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.