|Year : 2020 | Volume
| Issue : 3 | Page : 144-152
|Inhibition of ALAS1 activity exerts anti-tumour effects on colorectal cancer in vitro
Yalei Zhao1, Xiaoyun Zhang1, Yabin Liu1, Yiping Ma2, Pong Kong3, Tianliang Bai1, Mei Han3, Binghui Li1
1 Department of General Surgery, The Fourth Hospital of Hebei Medical University, Shijiazhuang, Hebei, P. R. China
2 Department of Respiratory Medicine, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, P. R. China
3 Department of Biochemistry and Molecular Biology, Hebei Medical University, Shijiazhuang, Hebei, P. R. China
Click here for correspondence address and email
|Date of Submission||20-Sep-2019|
|Date of Decision||13-Jan-2020|
|Date of Acceptance||28-Jan-2020|
|Date of Web Publication||06-Apr-2020|
| Abstract|| |
Background/Aims: Colorectal cancer (CRC) is the third most common malignant tumour worldwide and the second leading cause of cancer-related deaths. Commonly, 5'-aminolevulinic acid synthase1 (ALAS1) is the rate-limiting enzyme for haem biosynthesis. Recent studies have shown that ALAS1 is involved in a number of cellular functions and has significant effects on non-small cell lung cancer (NSCLC). However, current concepts of disease pathogenesis fail to fully explain the role of ALAS1 expression and biological functions in CRC.
Materials and Methods: A total of 67 paired tumour tissues and adjacent colorectal tissues were used to detect ALAS1 levels and further analyse the correlation between ALAS1 expression levels and clinical features. Using HCT116 cell lines, we studied the impact of ALAS1 on biological function by knocking down or inhibiting ALAS1.
Results: We found an increase in the levels of ALAS1 in cancer tissues compared to adjacent colorectal tissues. The increase in ALAS1 expression was closely related to the invasion depth, N staging and tumour size of CRC patients. The proliferation and metastasis of CRC cells could be inhibited by suppressing ALAS1.
Conclusions: The abnormal expression of ALAS1 is closely related to the proliferation and metastasis of CRC cells, suggesting that ALAS1 may be a novel therapeutic target for the treatment of CRC.
Keywords: Cell proliferation, colorectal neoplasms, neoplasm metastasis
|How to cite this article:|
Zhao Y, Zhang X, Liu Y, Ma Y, Kong P, Bai T, Han M, Li B. Inhibition of ALAS1 activity exerts anti-tumour effects on colorectal cancer in vitro. Saudi J Gastroenterol 2020;26:144-52
|How to cite this URL:|
Zhao Y, Zhang X, Liu Y, Ma Y, Kong P, Bai T, Han M, Li B. Inhibition of ALAS1 activity exerts anti-tumour effects on colorectal cancer in vitro. Saudi J Gastroenterol [serial online] 2020 [cited 2022 Oct 4];26:144-52. Available from: https://www.saudijgastro.com/text.asp?2020/26/3/144/282009
| Introduction|| |
Colorectal cancer (CRC) is the third most common malignancy, as well as the second leading cause of death worldwide. The main treatment options for CRC include surgery, chemotherapy and radiotherapy.,, Due to the late detection of tumours and the development of drug resistance, the curative effect of traditional therapy is greatly restricted. Therefore, further understanding of the mechanisms underlying the progression and metastasis of CRC will be crucial to the development of new therapies.
ALAS1 is the rate-limiting enzyme for haem biosynthesis, which is involved in numerous cellular functions and has a significant effect on non-small cell lung cancer (NSCLC). Haem degradation products are highly expressed in tumour tissues and play an important role in tumour development.,, Studies have indicated that small interfering RNAs specific for ALAS1 are highly effective in preventing and treating biochemically induced attacks in a mouse model of acute intermittent porphyria. The ALAS1 protein level was significantly enhanced in NSCLC cells. Upon inhibition of the activity of ALAS1, the proliferation, colony formation and migration ability of NSCLC cells were significantly reduced., However, the role of ALAS1 has not been studied in the occurrence and development of CRC.
In this study, we found that the expression of ALAS1 was increased in CRC tissues. Therefore, we hypothesized that ALAS1 plays a pivotal role in the development and metastasis of CRC. To assess the impact of ALAS1 on the clinical progress and prognosis of CRC patients, we detected the expression of ALAS1 in 67 CRC tissues and analysed the relationship between ALAS1 expression and clinicopathological parameters. In addition, we conducted a cell function assay to assess the impact of ALAS1 on the proliferation and migration of CRC cells and its potential mechanisms.
| Materials and Methods|| |
Succinylacetone was purchased from MedChemExpress (Cat# HY-W010184). Antibodies were used to determine protein expression including anti-ALAS1 (Proteintech, Rosemont, IL, USA Cat# NBP1-91656), anti-MMP2 (Wanleibio, Shenyang, China Cat# WL03224), anti-MMP9 (Wanleibio, Shenyang, China, Cat# WL03206), anti-PCNA (Cell Signaling Technology, USA, Cat# 13110), anti-c-Myc (Abcam, Cambridge, MA, USA, Cat# ab32072), and anti-β-actin (Cell Signaling Technology, USA, Cat# 4967).
The small interfering RNA (siRNA) oligonucleotides [siRNA-NC: 5'-UUCUCCGAACGUGUCACGUTT-3' (sense) and 5'-ACGUGACACGUUCGGAGAATT-3' (anti-sense); siRNA-ALAS1#1: 5'-GGUGCAGUAAU GACUACCUTT-3' (sense) and 5'-AGG UAG UCAUUACUGCACCTT-3' (anti-sense); siRNA-ALAS1#2: 5'-GCAGACAUAAC AUCUACGUTT-3' (sense) and 5'-ACGUAGAUG UUAUGUCUGCTT-3' (anti-sense)] were constructed and provided by GenePharma (Shanghai, China).
The human normal colorectal mucosa cell line foetal human cells (FHC) and human CRC cell line HCT116 were purchased from the Cell Bank Type Culture Collection of the Chinese Academy of Sciences (Shanghai, China). The human normal colorectal mucosa cell line FHC and human CRC cell line HCT116 were cultured in DMEM/F12 medium (Gibco, USA) and McCoy's 5A medium (Gibco, USA), respectively. In addition, 1% foetal bovine serum (FBS; Gibco, USA), 100 U/mL penicillin and 100 μg/mL streptomycin (Huayao, China) were added to the medium. Cells were cultured in an incubator containing 5% CO2 at 37°C. Cells were inoculated in 6-well plates and transfected with Lipofectamine RNAiMAX (Invitrogen, CA, USA). The succinylacetone (SA) treatment concentration was 0.5 mM. A total of 67 patients with primary CRC enrolled in this study were treated at The Second Surgical Department, The Fourth Hospital of Hebei Medical University from December 2013 to May 2014. Prior to the study, written informed consent was obtained from all participants. This study was approved by the Ethics Committee of the Fourth Hospital of Hebei Medical University. All experiments conformed to current national laws.
Cell cycle analysis
Cell cycle distribution was assessed by propidium iodide staining and flow cytometry. The cell cycle detection kit instructions were followed closely. Each experiment was repeated three times, and similar results were obtained.
Cell proliferation assay
A total of 3 × 103 cells were inoculated in a 96-well plate. After inoculation for 24 h/48 h/72 h/96 h, 10 μL of Cell Counting Kit-8 reagent (CCK-8; Abmole, Shanghai, China) was added to each well and incubated for 2 h at 37°C. The absorbance of each well was determined at 450 nm.
For the colony formation assay, HCT116 cells were counted and seeded at a density of 1 × 103 cells per well on 6-well plates and cultured with medium containing 10% FBS. Cells were treated with or without 0.5 mM SA, and the cells were transfected as described previously. The medium was replaced every four days. After 10–12 days, cells were fixed in 4% paraformaldehyde and stained with 0.5% crystal violet.
Transwell migration assay and Matrigel invasion assay
Transwell chambers (BD Bioscience) were used to detect cell migration. Transwell chambers covered with Matrigel were used to detect cell invasion. A total of 2 × 105 cells were added to a chamber. After incubation for 24 h, cells were fixed with 4% paraformaldehyde for 20 min, washed twice and stained with crystal violet for 15 min at 25°C. Transwell chambers were washed twice with 1× phosphate buffer saline (PBS). Cells that had not migrated or invaded were scraped from the top of the chamber. The number of migrated and invaded cells were calculated at least in five random fields of view by optical microscopy (Olympus Corp, Tokyo, Japan).
Wound healing assay
The cells were seeded on a 6-well plate. After cell confluence reached 80–90%, a wound was scratched with a 200 μL sterile pipette tip. Cells were washed with serum-free PBS and then cultured in FBS-free medium for 36 h.
Tissue or cells were placed on glass slides, fixed with 4% paraformaldehyde for 30 min and rinsed twice with PBS. Subsequently, the cells were incubated with anti-ALAS1 (Proteintech, Rosemont, IL, USA, Cat# NBP1-91656) at 4°C for 12 h and then with the secondary antibody at 25°C for 2 h. After washing three times in PBS, the nuclei were labelled with 4',6-diamidino-2-phenylindole, dihydrochloride (DAPI) (1 μg/mL, Sigma) for 5 min. ALAS1 and DAPI fluorescence images were captured using a multichannel fluorescence microscope.
Cells were collected and lysate was added that contained 50 mM Tris (pH 7.5), 150 mM NaCl, 1 mM phenylmethanesulfonyl fluoride, 1% NP-40, and 0.5% sodium deoxycholate. Total protein concentration was detected by the Lowry method. 15–25 3 μg protein was taken for experiment. Proteins were separated by 10% sodium dodecyl sulphate–polyacrylamide gel electrophoresis (SDS-PAGE) and then electrophoresed and transferred to a transmembrane. After blocking in skim milk, the membranes were incubated with primary antibodies at 4°C overnight. The secondary antibodies were incubated at 37°C for 1 h. A chemiluminescence imaging analyser was used for image analysis.
Total RNA extraction and reverse transcription
CRC tissue RNA was extracted using TRIzol Reagent (Invitrogen, Karlsruhe Germany). The RNA concentration and purity were measured by a NanoDrop 1000. cDNA was synthesized by Invitrogen M-MLV following the manufacturer's protocol.
Quantitative real-time PCR
Divergent primers were designed with Primer 5. The sequences of ALAS1 were 5'-CACACACCCCAGATG ATGAA-3' (forward primer) and 5'-CCTGCAGAAGTT GCACTCAG-3' (reverse primer). The primer sequences for GAPDH as control were 5'-ATCTTCCAGGAGCG AGATCCC-3' (forward primer) and 5'-TGAGT CCTTCCAAGATACCAA-3' (reverse primer). The expression levels of ALAS1 in tissue specimens were calculated by ΔCt. A larger ΔCt number indicates a lower expression level of ALAS1. All experiments were repeated three times.
Experimental data are presented as the mean ± standard deviation (SD). The two groups were compared using a t-test. One-way analysis of variance (ANOVA) was applied for comparisons among multiple groups. P < 0.05 was considered statistically significant. Data were analysed by SPSS 21.0.
| Results|| |
ALAS1 is upregulated in CRC tissues
The expression of ALAS1 was detected by qRT-PCR and western blot (WB). The tumour tissues and normal colon tissues of 67 patients with CRC were collected. Compared with normal intestinal tissue, the expression of ALAS1 was significantly upregulated in tumour tissues. [Figure 1]a and [Figure 1]b; P < 0.001]. In addition, the expression of ALAS1 in CRC tissues was verified by immunofluorescence, and the result was consistent with western blot data [Figure 1]c; P < 0.01]. The analysis demonstrated that the expression of ALAS1 in tumour tissues was significantly higher than that in the matched adjacent normal colonic tissue (ANT).
|Figure 1: ALAS1 is upregulated in colorectal cancer (CRC) tissues. (a) The mRNA expression of ALAS1 in CRC (n = 67). (b) Western blot of eight paired CRC patients. (c) The expression of ALAS1 in the tissue detected by immunofluorescence. (Scale bar, 50 μm). (d) Patients with high expression of ALAS1 showed reduced survival times compared with patients with low expression of ALAS1. ** P < 0.01; **** P < 0.0001|
Click here to view
Relationship between ALAS1 expression and clinicopathological features of CRC patients
The correlation between ALAS1 expression and the clinicopathological features of CRC patients was analysed [Table 1]. ALAS1 expression was closely related to the invasion depth, N staging and tumour size of CRC patients. Using the Gehan-Breslow-Wilcoxon test, we found that the overall survival in patients with high expression of ALAS1 was significantly lower than that in patients with low ALAS1 expression [Figure 1]d; P = 0.04].
|Table 1: The correlation between protein expression of ALAS1 and clinicopathological features in colorectal cancer (CRC)|
Click here to view
ALAS1 is downregulated in ALAS1-siRNA cell lines
We verified that ALAS1 was highly expressed in colorectal tumour tissues and then studied the biological behaviour of tumour cells after reducing its expression. First, western blot and immunofluorescence were used to verify the expression of ALAS1 in the cell lines FHC representing human normal colorectal mucosal epithelium and HCT116 representing CRC. The results showed that the expression of ALAS1 in HCT116 cells was significantly higher than that in FHC cells [Figure 2]a and [Figure 2]b; P < 0.01]. Next, siRNA was transfected into HCT116 cells with the aim of knocking out ALAS1. After transfection for 48 h, western blot analysis showed that the expression of ALAS1 in HCT116 cells was significantly reduced [Figure 2]c; P < 0.01]. The results indicated that ALAS1 was effectively knocked down in HCT116 cells. ALAS1 knockdown was more efficient in cells transfected with siRNA-ALAS1#2.
|Figure 2: ALAS1 is downregulated in ALAS1-siRNA cell lines. (a) The protein expression of ALAS1 in human normal colorectal mucosa cell line foetal human cells (FHC) and human CRC cell lines HCT116 verified by western blot. (b) The protein expression of ALAS1 in human normal colorectal mucosa cell line FHC and human CRC cell lines HCT116 cells verified by immunofluorescence. (Scale bar, 25 μm) (c) The efficiency of si-RNA knockdown on ALAS1 in HCT116 cells. ** P < 0.01|
Click here to view
Inhibition of ALAS1 activity significantly affected cell proliferation and colony formation in CRC
First, the effect of ALAS1 on the proliferation of HCT116 cells was tested by CCK-8. The proliferative activity of HCT116 cells was significantly inhibited by knocking down ALAS1 [Figure 3]a; P < 0.01]. Compared with the control group, the number of colonies formed in the ALAS1 group was significantly reduced [Figure 3]c; P < 0.01], as indicated by the colony-forming experiment. To further investigate the effect of ALAS1 on the proliferation of HCT116 cells, the cell cycle was measured by flow cytometry. The results showed that the cell cycle was blocked at the G0/G1 phase and the distribution of the S phase was relatively reduced after knocking down ALAS1 [Figure 3]e; P < 0.01].
|Figure 3: The effect of inhibition of ALAS1 activity on cell proliferation. (a and b) Cell count kit-8 (cck-8) assay showed that the proliferation activity of HCT116 cells was significantly inhibited after inhibition of ALAS1 activity. (c and d) The plate cloning experiments showed that the number of cell colony formations was significantly reduced after inhibition of ALAS1 activity. (e and f) Flow cytometry showed that inhibition of ALAS1 activity significantly inhibited mitosis in HCT116 cells. ** P < 0.01;## P < 0.01|
Click here to view
SA,, an effective inhibitor of haem synthesis, inhibits ALAS1 activity. To further verify the above results, cells were treated with SA. Compared with the control group, the proliferative activity of HCT116 cells treated with SA was significantly inhibited [Figure 3]b, d and f; P < 0.01], which was in accordance with the ALAS1 knockdown results. These findings indicate that ALAS1 plays an important role in cell proliferation in CRC.
Inhibition of ALAS1 activity significantly affected the invasion and migration in CRC
Transwell migration and Matrigel invasion assays were performed to investigate the effect of ALAS1 on the invasion and migration of HCT116 cells. Compared with those in the control group, the migration and invasion abilities of the experimental group were decreased [Figure 4]a; P < 0.01]. The wound healing experiment showed that the cells in the experimental group were slow and the cell migration area was significantly reduced [Figure 4]c; P < 0.01].
|Figure 4: The effect of inhibition of ALAS1 activity on cell migration and invasion. (a and b) Compared with the control group, the ability of cell migration and invasion was significantly decreased after inhibition of ALAS1 activity. (c and d) The wound healing experiment showed that after inhibiting ALAS1 activity, the wound healing was slow and the cell migration area was significantly reduced. ** P < 0.01|
Click here to view
After treatment with SA, the migration and invasion abilities of HCT116 cells in the experimental group were also remarkably inhibited [Figure 4]b and d; P < 0.01]. The results show that suppression of ALAS1 activity can inhibit the migration and invasion of HCT116 cells in CRC.
| Discussion|| |
In this study, we found that the levels of ALAS1 were significantly elevated in most CRC tissues tested. Overall, the ALAS1 levels were related to cell proliferation and migration, suggesting that ALAS1 plays an important role in CRC.
ALAS1 is the rate-limiting enzyme for haem biosynthesis. The increase in ALAS1 expression can promote the synthesis of haem. Experimental studies in the past have demonstrated that haem can directly bind to and control the activities of a wide array of cellular regulators, such as the transcriptional factor Bach1, the haem-regulated eIF2a kinase,, the ras-ERK signaling pathway, and the essential miRNA processing factor DGCR8. Haem is a core element of mitochondrial function and a signalling molecule that regulates diverse molecular and cellular processes and plays a key role in the whole process of oxygen metabolism.,, Haem serves as an important prosthetic group for many enzymes involved in haemoglobin, myoglobin and mitochondrial respiratory chain processes., Moreover, haem degradation products are highly expressed in tumour tissues and play an important role in tumour development.,,
Therefore, abnormal expression of ALAS1 may be involved in tumourigenesis by affecting the level of haem. Zhang Li et al. found that the expression of ALAS1 was elevated in non-small cell lung cancer cells. In this study, qRT-PCR, WB and immunofluorescence were used to detect the expression of ALAS1 in CRC tissues and the adjacent mucosa. We also studied the effects of ALAS1 on cell proliferation, migration and invasion by a CRC cell line in vitro. We found that the mRNA and protein levels of ALAS1 were significantly elevated in most CRC tissues. Moreover, the expression level of ALAS1 was related to the depth of tumour invasion, N staging and tumour size, suggesting that ALAS1 plays an important role in the development of CRC.
To further elucidate the oncogenic role of ALAS1 in CRC, we investigated the effect of ALAS1 on the viability of CRC cell lines in vitro. Recent evidence has shown that reducing ALAS1 activity in NSCLC cell lines by SA inhibited cell proliferation, colony formation, migration and tumourigenic function. Our findings suggest that knockdown of ALAS1 in HCT116 cell lines inhibited cell growth rate, colony formation, migration and cell cycle induction in G0/G1, which were in line with those reported previously. Consistent with previous reports, our data show that ALAS1 plays an important role in the proliferation and migration of CRC cell lines. The above experimental results indicate that ALAS1 may be involved in the occurrence and development of CRC, and is expected to become a new biomarker for the diagnosis or treatment of CRC.
This study had some limitations, such as small sample size, and limited research on related molecular mechanisms. Therefore, we will further expand the sample size of patients to gain new insight into the diagnosis and treatment of CRC. In conclusion, we found that the transcription level and translation level of ALAS1 were significantly elevated in CRC. The upregulation of ALAS1 was closely related to the depth of tumour invasion, N stage, and tumour size. Further analysis showed that inhibition of ALAS1 activity could inhibit the proliferation and metastasis of CRC cells, suggesting that ALAS1 might be a novel target for the treatment of CRC.
Declaration of patient consent
The authors certify that they have obtained all appropriate patient consent forms. In the form, the patient(s) has/have given his/her/their consent for his/her/their images and other clinical information to be reported in the journal. The patients understand that their names and initials will not be published and due efforts will be made to conceal their identity, but anonymity cannot be guaranteed.
Financial support and sponsorship
This work was supported by the National Natural Science Foundation of China 91739301, 91849102 (to M.H.) and 81372150 (to B.H.L.) and the Key Natural Science Foundation Projects of Hebei Province H2019206028 (to M.H.).
Conflicts of interest
There are no conflicts of interest.
| References|| |
Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin 2018;68:394-424.
Woo IS, Jung YH. Metronomic chemotherapy in metastatic colorectal cancer. Cancer Lett 2017;400:319-24.
Pabla B, Bissonnette M, Konda VJ. Colon cancer and the epidermal growth factor receptor: Current treatment paradigms, the importance of diet, and the role of chemoprevention. World J Clin Oncol 2015;6:133-41.
Millan M, Merino S, Caro A, Feliu F, Escuder J, Francesch T. Treatment of colorectal cancer in the elderly. World J Gastrointest Oncol 2015;7:204-20.
Roberts AG, Elder GH. Alternative splicing and tissue-specific transcription of human and rodent ubiquitous 5-aminolevulinate synthase (ALAS1) genes. Biochim Biophys Acta 2001;1518:95-105.
Gleixner KV, Mayerhofer M, Vales A, Gruze A, Hormann G, Cerny-Reiterer S, et al
. Targeting of Hsp32 in solid tumors and leukemias: A novel approach to optimize anticancer therapy. Curr Cancer Drug Targets 2009;9:675-89.
Tsai JR, Wang HM, Liu PL, Chen YH, Yang MC, Chou SH, et al
. High expression of heme oxygenase-1 is associated with tumor invasiveness and poor clinical outcome in non-small cell lung cancer patients. Cell Oncol (Dordr) 2012;35:461-71.
Noh SJ, Bae JS, Jamiyandorj U, Park HS, Kwon KS, Jung SH, et al
. Expression of nerve growth factor and heme oxygenase-1 predict poor survival of breast carcinoma patients. BMC Cancer 2013;13:516.
Yasuda M, Gan L, Chen B, Kadirvel S, Yu C, Phillips JD, et al
. RNAi-mediated silencing of hepatic Alas1 effectively prevents and treats the induced acute attacks in acute intermittent porphyria mice. Proc Natl Acad Sci U S A 2014;111:7777-82.
Sohoni S, Ghosh P, Wang T, Kalainayakan SP. Elevated heme synthesis and uptake underpin intensified oxidative metabolism and tumorigenic functions in non-small cell lung cancer cells. Cancer 2019;79:2511-25.
Hooda J, Cadinu D, Alam MM, Shah A, Cao TM, Sullivan LA, et al
. Enhanced heme function and mitochondrial respiration promote the progression of lung cancer cells. PloS One 2013;8:e63402.
De Matteis F, Marks GS. The effect of N-methylprotoporphyrin and succinyl-acetone on the regulation of heme biosynthesis in chicken hepatocytes in culture. FEBS Lett 1983;159:127-31.
Zhu Y, Hon T, Ye W, Zhang L. Heme deficiency interferes with the Ras-mitogen-activated protein kinase signaling pathway and expression of a subset of neuronal genes. Cell Growth Differ 2002;13:431-9.
Liang CC, Park AY, Guan JL. In vitro
scratch assay: A convenient and inexpensive method for analysis of cell migration in vitro
. Nat Protoc 2007;2:329-33.
Ogawa K, Sun J, Taketani S, Nakajima O, Nishitani C, Sassa S, et al
. Heme mediates derepression of Maf recognition element through direct binding to transcription repressor Bach1. EMBO J 2001;20:2835-43.
Chen JJ. Regulation of protein synthesis by the heme-regulated eIF2alpha kinase: Relevance to anemias. Blood 2007;109:2693-9.
de Haro C, Méndez R, Santoyo J. The eIF-2alpha kinases and the control of protein synthesis. FASEB J 1996;10:1378-87.
Faller M, Matsunaga M, Yin S, Loo JA, Guo F. Heme is involved in microRNA processing. Nat Struct Mol Biol 2007;14:23-9.
Padmanaban G, Venkateswar V, Rangarajan PN. Haem as a multifunctional regulator. Trends Biochem Sci 1989;14:492-6.
Mense SM, Zhang L. Heme: A versatile signaling molecule controlling the activities of diverse regulators ranging from transcription factors to MAP. Cell Res 2006;16:681-92.
Ponka P, Sheftel AD, English AM, Scott Bohle D, Garcia-Santos D. Do mammalian cells really need to export and import heme? Trends Biochem Sci 2017;42:395-406.
Maines MD, Abrahamsson PA. Expression of heme oxygenase-1 (HSP32) in human prostate: Normal, hyperplastic, and tumor tissue distribution. Urology 1996;47:727-33.
Prof. Binghui Li
The Fourth Hospital of Hebei Medical University, 12 Jiankang Road, Shijiazhuang, Hebei, P. R
P. R. China
Source of Support: None, Conflict of Interest: None
[Figure 1], [Figure 2], [Figure 3], [Figure 4]
|This article has been cited by|
||Comprehensive analysis of metabolic pathway activity subtypes derived prognostic signature in hepatocellular carcinoma
| ||Junyu Huo, Jinzhen Cai, Liqun Wu |
| ||Cancer Medicine. 2022; |
|[Pubmed] | [DOI]|
||Development and validation of a CTNNB1-associated metabolic prognostic model for hepatocellular carcinoma
| ||Junyu Huo, Liqun Wu, Yunjin Zang |
| ||Journal of Cellular and Molecular Medicine. 2021; 25(2): 1151 |
|[Pubmed] | [DOI]|
||A Reliable Prognostic Model for HCC Using Histological Grades and the Expression Levels of Related Genes
| ||Hao Zhang, Renzheng Liu, Lin Sun, Xiao Hu, Irena Ilic |
| ||Journal of Oncology. 2021; 2021: 1 |
|[Pubmed] | [DOI]|
| Article Access Statistics|
| Viewed||3015 |
| Printed||66 |
| Emailed||0 |
| PDF Downloaded||362 |
| Comments ||[Add] |
| Cited by others ||3 |