Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ADH4

Gene summary for ADH4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADH4

Gene ID

127

Gene namealcohol dehydrogenase 4 (class II), pi polypeptide
Gene AliasADH-2
Cytomap4q23
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

P08319


Top

Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
127ADH4NAFLD1HumanLiverNAFLD1.06e-041.01e-01-0.04
127ADH4HCC1_MengHumanLiverHCC6.63e-21-5.33e-010.0246
127ADH4HCC2_MengHumanLiverHCC4.78e-18-5.28e-010.0107
127ADH4cirrhotic1HumanLiverCirrhotic1.13e-15-5.20e-010.0202
127ADH4cirrhotic2HumanLiverCirrhotic3.38e-14-4.93e-010.0201
127ADH4cirrhotic3HumanLiverCirrhotic1.86e-09-5.36e-010.0215
127ADH4HCC1HumanLiverHCC4.25e-235.03e+000.5336
127ADH4Pt13.aHumanLiverHCC1.76e-24-1.74e-010.021
127ADH4Pt13.bHumanLiverHCC9.59e-21-2.81e-010.0251
127ADH4Pt14.bHumanLiverHCC2.21e-04-2.50e-010.018
127ADH4Pt14.dHumanLiverHCC6.44e-16-1.97e-010.0143
127ADH4S028HumanLiverHCC2.43e-04-5.36e-010.2503
127ADH4S029HumanLiverHCC3.60e-02-5.25e-010.2581
127ADH4Pat01-BHumanStomachGC6.89e-203.87e-010.5754
127ADH4Pat03-BHumanStomachGC5.81e-133.30e-010.3693
127ADH4Pat13-BHumanStomachGC1.74e-021.41e-010.0555
127ADH4Pat17-BHumanStomachGC8.40e-041.60e-010.3109
127ADH4SIM_2HumanStomachSIM4.35e-072.61e-010.3139
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

Top

Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00066316LiverNAFLDfatty acid metabolic process92/1882390/187233.38e-153.29e-1292
GO:00193956LiverNAFLDfatty acid oxidation33/1882103/187237.58e-101.53e-0733
GO:00344405LiverNAFLDlipid oxidation33/1882108/187232.96e-094.56e-0733
GO:00302585LiverNAFLDlipid modification49/1882212/187231.97e-082.17e-0649
GO:00060917LiverNAFLDgeneration of precursor metabolites and energy84/1882490/187237.03e-073.95e-0584
GO:00060666LiverNAFLDalcohol metabolic process62/1882353/187239.01e-062.96e-0462
GO:01202545LiverNAFLDolefinic compound metabolic process28/1882153/187231.28e-031.45e-0228
GO:00424452LiverNAFLDhormone metabolic process36/1882218/187231.98e-031.98e-0236
GO:00421803LiverNAFLDcellular ketone metabolic process35/1882211/187232.09e-032.06e-0235
GO:00096367LiverNAFLDresponse to toxic substance41/1882262/187232.83e-032.57e-0241
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:001939512LiverCirrhoticfatty acid oxidation53/4634103/187234.73e-091.88e-0753
GO:003444011LiverCirrhoticlipid oxidation53/4634108/187233.85e-081.27e-0653
GO:000963612LiverCirrhoticresponse to toxic substance104/4634262/187235.63e-081.74e-06104
GO:004218011LiverCirrhoticcellular ketone metabolic process80/4634211/187231.40e-051.95e-0480
GO:00987547LiverCirrhoticdetoxification60/4634152/187234.09e-054.86e-0460
Page: 1 2 3 4 5 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa000718LiverNAFLDFatty acid degradation13/104343/84651.46e-031.71e-021.38e-0213
hsa0007111LiverNAFLDFatty acid degradation13/104343/84651.46e-031.71e-021.38e-0213
hsa0007121LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa006208LiverCirrhoticPyruvate metabolism29/253047/84655.90e-065.95e-053.67e-0529
hsa04936LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa000109LiverCirrhoticGlycolysis / Gluconeogenesis32/253067/84651.50e-037.80e-034.81e-0332
hsa0007131LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa0062011LiverCirrhoticPyruvate metabolism29/253047/84655.90e-065.95e-053.67e-0529
hsa049361LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa0001012LiverCirrhoticGlycolysis / Gluconeogenesis32/253067/84651.50e-037.80e-034.81e-0332
hsa0062021LiverHCCPyruvate metabolism37/402047/84651.10e-058.03e-054.46e-0537
hsa0007141LiverHCCFatty acid degradation33/402043/84658.41e-054.27e-042.37e-0433
hsa049362LiverHCCAlcoholic liver disease89/4020142/84651.73e-048.53e-044.75e-0489
hsa0001022LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa0062031LiverHCCPyruvate metabolism37/402047/84651.10e-058.03e-054.46e-0537
hsa0007151LiverHCCFatty acid degradation33/402043/84658.41e-054.27e-042.37e-0433
hsa049363LiverHCCAlcoholic liver disease89/4020142/84651.73e-048.53e-044.75e-0489
hsa0001032LiverHCCGlycolysis / Gluconeogenesis43/402067/84654.26e-031.29e-027.15e-0343
hsa000108StomachGCGlycolysis / Gluconeogenesis14/70867/84651.08e-037.69e-035.41e-0314
hsa00980StomachGCMetabolism of xenobiotics by cytochrome P45015/70878/84651.77e-031.16e-028.15e-0315
Page: 1 2 

Top

Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
Page: 1 

Top

Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
Page: 1 

Top

Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
ADH4SNVMissense_Mutationnovelc.677G>Ap.Gly226Glup.G226EP08319protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ADH4SNVMissense_Mutationnovelc.566N>Ap.Ala189Glup.A189EP08319protein_codingdeleterious(0)probably_damaging(0.993)TCGA-OL-A5RU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ADH4SNVMissense_Mutationnovelc.559N>Ap.Asp187Asnp.D187NP08319protein_codingtolerated(0.14)benign(0.25)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ADH4SNVMissense_Mutationc.1153G>Cp.Asp385Hisp.D385HP08319protein_codingtolerated(0.06)benign(0.142)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ADH4SNVMissense_Mutationnovelc.495N>Ap.Phe165Leup.F165LP08319protein_codingtolerated(0.06)benign(0.224)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ADH4SNVMissense_Mutationnovelc.1029N>Ap.Phe343Leup.F343LP08319protein_codingtolerated(0.59)benign(0.057)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ADH4SNVMissense_Mutationnovelc.1089G>Tp.Lys363Asnp.K363NP08319protein_codingtolerated(0.09)benign(0.024)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ADH4SNVMissense_Mutationc.220N>Ap.Asp74Asnp.D74NP08319protein_codingtolerated(0.36)benign(0.003)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ADH4SNVMissense_Mutationnovelc.643N>Gp.Thr215Alap.T215AP08319protein_codingtolerated(0.07)benign(0.005)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ADH4SNVMissense_Mutationnovelc.1046N>Tp.Ser349Ilep.S349IP08319protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

Top

Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
127ADH4DRUGGABLE GENOME, ENZYMEETHANOLALCOHOL3610585
Page: 1