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

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: ATP6V1B2

Gene summary for ATP6V1B2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP6V1B2

Gene ID

526

Gene nameATPase H+ transporting V1 subunit B2
Gene AliasATP6B1B2
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A140VK65


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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
526ATP6V1B2HTA11_78_2000001011HumanColorectumAD1.97e-084.56e-01-0.1088
526ATP6V1B2HTA11_5212_2000001011HumanColorectumAD8.09e-033.52e-01-0.2061
526ATP6V1B2HTA11_99999970781_79442HumanColorectumMSS2.35e-104.39e-010.294
526ATP6V1B2HTA11_99999965062_69753HumanColorectumMSI-H4.49e-041.02e+000.3487
526ATP6V1B2LZE4THumanEsophagusESCC6.70e-186.32e-010.0811
526ATP6V1B2LZE7THumanEsophagusESCC3.47e-055.93e-020.0667
526ATP6V1B2LZE8THumanEsophagusESCC4.00e-092.24e-010.067
526ATP6V1B2LZE20THumanEsophagusESCC1.46e-02-3.00e-020.0662
526ATP6V1B2LZE24THumanEsophagusESCC8.88e-101.95e-010.0596
526ATP6V1B2LZE6THumanEsophagusESCC5.89e-041.61e-020.0845
526ATP6V1B2P1T-EHumanEsophagusESCC1.10e-031.59e-010.0875
526ATP6V1B2P2T-EHumanEsophagusESCC1.04e-254.87e-010.1177
526ATP6V1B2P4T-EHumanEsophagusESCC3.52e-235.78e-010.1323
526ATP6V1B2P5T-EHumanEsophagusESCC1.31e-048.33e-020.1327
526ATP6V1B2P8T-EHumanEsophagusESCC1.19e-201.31e-010.0889
526ATP6V1B2P9T-EHumanEsophagusESCC7.80e-071.42e-010.1131
526ATP6V1B2P10T-EHumanEsophagusESCC1.27e-222.73e-010.116
526ATP6V1B2P11T-EHumanEsophagusESCC1.85e-083.43e-010.1426
526ATP6V1B2P12T-EHumanEsophagusESCC1.79e-292.57e-010.1122
526ATP6V1B2P15T-EHumanEsophagusESCC2.15e-089.64e-020.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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.

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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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0016241ColorectumADregulation of macroautophagy50/3918141/187234.55e-057.92e-0450
GO:00460342ColorectumMSSATP metabolic process125/3467277/187231.38e-242.15e-21125
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:19026002ColorectumMSSproton transmembrane transport57/3467157/187231.00e-074.81e-0657
GO:00105062ColorectumMSSregulation of autophagy95/3467317/187234.36e-071.71e-0595
GO:00162412ColorectumMSSregulation of macroautophagy44/3467141/187231.88e-042.64e-0344
GO:00460343ColorectumMSI-HATP metabolic process71/1319277/187233.18e-228.32e-1971
GO:19026003ColorectumMSI-Hproton transmembrane transport29/1319157/187231.49e-069.75e-0529
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:001624114EsophagusESCCregulation of macroautophagy102/8552141/187231.09e-103.27e-09102
GO:190260018EsophagusESCCproton transmembrane transport88/8552157/187235.62e-032.10e-0288
GO:001623610Oral cavityOSCCmacroautophagy192/7305291/187237.01e-211.14e-18192
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:004603420Oral cavityOSCCATP metabolic process166/7305277/187231.16e-125.12e-11166
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00190ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa05110ColorectumADVibrio cholerae infection29/209250/84655.10e-077.12e-064.54e-0629
hsa001901ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa051101ColorectumADVibrio cholerae infection29/209250/84655.10e-077.12e-064.54e-0629
hsa001904ColorectumMSSOxidative phosphorylation79/1875134/84651.89e-207.90e-194.84e-1979
hsa051104ColorectumMSSVibrio cholerae infection27/187550/84658.58e-071.20e-057.34e-0627
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa001905ColorectumMSSOxidative phosphorylation79/1875134/84651.89e-207.90e-194.84e-1979
hsa051105ColorectumMSSVibrio cholerae infection27/187550/84658.58e-071.20e-057.34e-0627
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa001906ColorectumMSI-HOxidative phosphorylation47/797134/84652.13e-166.27e-155.26e-1547
hsa051106ColorectumMSI-HVibrio cholerae infection18/79750/84652.77e-075.61e-064.70e-0618
hsa04145ColorectumMSI-HPhagosome27/797152/84658.74e-041.01e-028.48e-0327
hsa001907ColorectumMSI-HOxidative phosphorylation47/797134/84652.13e-166.27e-155.26e-1547
hsa051107ColorectumMSI-HVibrio cholerae infection18/79750/84652.77e-075.61e-064.70e-0618
hsa041451ColorectumMSI-HPhagosome27/797152/84658.74e-041.01e-028.48e-0327
hsa00190210EsophagusESCCOxidative phosphorylation104/4205134/84652.04e-112.98e-101.53e-10104
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0512018EsophagusESCCEpithelial cell signaling in Helicobacter pylori infection52/420570/84652.17e-051.07e-045.47e-0552
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
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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
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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.
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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
ATP6V1B2SNVMissense_Mutationnovelc.445N>Tp.Asp149Tyrp.D149YP21281protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1B2SNVMissense_Mutationnovelc.1504N>Ap.Glu502Lysp.E502KP21281protein_codingtolerated(0.84)benign(0.021)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1B2SNVMissense_Mutationnovelc.194N>Gp.Phe65Cysp.F65CP21281protein_codingtolerated(0.17)benign(0.114)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATP6V1B2SNVMissense_Mutationrs776545761c.1012N>Ap.Ala338Thrp.A338TP21281protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
ATP6V1B2SNVMissense_Mutationc.243N>Cp.Lys81Asnp.K81NP21281protein_codingtolerated(0.17)benign(0.003)TCGA-AZ-4614-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ATP6V1B2SNVMissense_Mutationc.962N>Ap.Arg321Glnp.R321QP21281protein_codingdeleterious(0.04)possibly_damaging(0.663)TCGA-CM-4744-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATP6V1B2SNVMissense_Mutationc.970C>Tp.Pro324Serp.P324SP21281protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G5-6572-02ColorectumNANANANANANANA
ATP6V1B2SNVMissense_Mutationnovelc.545G>Tp.Ser182Ilep.S182IP21281protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ATP6V1B2SNVMissense_Mutationnovelc.160A>Gp.Asn54Aspp.N54DP21281protein_codingtolerated(0.07)benign(0.114)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATP6V1B2SNVMissense_Mutationrs577956380c.1412N>Ap.Arg471Hisp.R471HP21281protein_codingdeleterious(0.03)possibly_damaging(0.892)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
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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
526ATP6V1B2ENZYME, TRANSPORTERinhibitor252827539ENOXACIN
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