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: CA4

Gene summary for CA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CA4

Gene ID

762

Gene namecarbonic anhydrase 4
Gene AliasCAIV
Cytomap17q23.1
Gene Typeprotein-coding
GO ID

GO:0006730

UniProtAcc

P22748


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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
762CA4HTA11_3410_2000001011HumanColorectumAD1.65e-04-1.99e-010.0155
762CA4HTA11_347_2000001011HumanColorectumAD1.27e-031.09e+00-0.1954
762CA4HTA11_411_2000001011HumanColorectumSER1.94e-061.89e+00-0.2602
762CA4HTA11_2112_2000001011HumanColorectumSER1.87e-042.20e+00-0.2196
762CA4HTA11_3361_2000001011HumanColorectumAD9.73e-051.12e+00-0.1207
762CA4HTA11_696_2000001011HumanColorectumAD3.06e-036.08e-01-0.1464
762CA4HTA11_5212_2000001011HumanColorectumAD8.11e-051.72e+00-0.2061
762CA4HTA11_866_3004761011HumanColorectumAD1.16e-03-1.99e-010.096
762CA4HTA11_7696_3000711011HumanColorectumAD1.71e-02-1.90e-010.0674
762CA4HTA11_99999971662_82457HumanColorectumMSS3.85e-03-1.95e-010.3859
762CA4HTA11_99999974143_84620HumanColorectumMSS4.07e-04-1.99e-010.3005
762CA4A002-C-010HumanColorectumFAP3.11e-03-1.95e-010.242
762CA4A002-C-201HumanColorectumFAP3.18e-03-1.86e-010.0324
762CA4A001-C-119HumanColorectumFAP3.29e-02-1.99e-01-0.1557
762CA4A002-C-205HumanColorectumFAP3.25e-05-1.99e-01-0.1236
762CA4A015-C-006HumanColorectumFAP1.01e-02-1.99e-01-0.0994
762CA4A015-C-202HumanColorectumFAP3.32e-02-1.86e-01-0.0849
762CA4A002-C-016HumanColorectumFAP9.04e-05-1.95e-010.0521
762CA4A002-C-116HumanColorectumFAP4.07e-04-1.99e-01-0.0452
762CA4F072BHumanColorectumFAP4.07e-04-1.99e-010.257
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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
∗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:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:004440326EsophagusHGINbiological process involved in symbiotic interaction71/2587290/187237.09e-073.00e-0571
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:003052220EsophagusHGINintracellular receptor signaling pathway62/2587265/187231.63e-054.50e-0462
GO:001908016EsophagusHGINviral gene expression28/258794/187234.52e-051.09e-0328
GO:004854527EsophagusHGINresponse to steroid hormone73/2587339/187236.06e-051.40e-0373
GO:00329869EsophagusHGINprotein-DNA complex disassembly10/258720/187231.22e-042.53e-0310
GO:00518518EsophagusHGINmodulation by host of symbiont process19/258760/187233.07e-045.15e-0319
GO:003298415EsophagusHGINprotein-containing complex disassembly50/2587224/187233.43e-045.56e-0350
GO:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:00518177EsophagusHGINmodulation of process of other organism involved in symbiotic interaction23/258781/187234.52e-046.62e-0323
GO:003051818EsophagusHGINintracellular steroid hormone receptor signaling pathway29/2587116/187239.06e-041.15e-0229
GO:00358219EsophagusHGINmodulation of process of other organism27/2587106/187239.89e-041.24e-0227
GO:003011116EsophagusHGINregulation of Wnt signaling pathway65/2587328/187231.53e-031.77e-0265
GO:007138320EsophagusHGINcellular response to steroid hormone stimulus44/2587204/187231.56e-031.79e-0244
GO:00063376EsophagusHGINnucleosome disassembly8/258718/187231.58e-031.79e-028
GO:005170210EsophagusHGINbiological process involved in interaction with symbiont24/258794/187231.78e-031.92e-0224
GO:001605516EsophagusHGINWnt signaling pathway83/2587444/187232.27e-032.33e-0283
GO:00190834EsophagusHGINviral transcription15/258750/187232.35e-032.39e-0215
GO:019873816EsophagusHGINcell-cell signaling by wnt83/2587446/187232.58e-032.55e-0283
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04964ColorectumADProximal tubule bicarbonate reclamation11/209223/84651.35e-024.86e-023.10e-0211
hsa049641ColorectumADProximal tubule bicarbonate reclamation11/209223/84651.35e-024.86e-023.10e-0211
hsa049642ColorectumSERProximal tubule bicarbonate reclamation10/158023/84655.33e-033.28e-022.38e-0210
hsa049643ColorectumSERProximal tubule bicarbonate reclamation10/158023/84655.33e-033.28e-022.38e-0210
hsa049644ColorectumCRCProximal tubule bicarbonate reclamation8/109123/84656.09e-033.04e-022.06e-028
hsa049645ColorectumCRCProximal tubule bicarbonate reclamation8/109123/84656.09e-033.04e-022.06e-028
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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
CA4SNVMissense_Mutationrs121434552c.206N>Ap.Arg69Hisp.R69HP22748protein_codingdeleterious(0.05)benign(0)TCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CA4SNVMissense_Mutationc.238A>Tp.Thr80Serp.T80SP22748protein_codingtolerated(0.85)benign(0.001)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CA4SNVMissense_Mutationrs766918079c.680N>Tp.Pro227Leup.P227LP22748protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A576-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
CA4SNVMissense_Mutationc.197N>Cp.Lys66Thrp.K66TP22748protein_codingtolerated(0.06)benign(0.081)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CA4SNVMissense_Mutationnovelc.139C>Gp.Gln47Glup.Q47EP22748protein_codingtolerated(0.06)possibly_damaging(0.483)TCGA-VS-A8QM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CA4SNVMissense_Mutationrs769858478c.656N>Ap.Arg219Hisp.R219HP22748protein_codingdeleterious(0)probably_damaging(0.997)TCGA-ZJ-AB0H-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CA4SNVMissense_Mutationc.346C>Ap.Leu116Metp.L116MP22748protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CA4SNVMissense_Mutationrs373844529c.358G>Ap.Asp120Asnp.D120NP22748protein_codingtolerated(0.61)benign(0)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CA4SNVMissense_Mutationrs200180434c.205N>Tp.Arg69Cysp.R69CP22748protein_codingdeleterious(0)possibly_damaging(0.724)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CA4SNVMissense_Mutationnovelc.88N>Ap.Glu30Lysp.E30KP22748protein_codingtolerated(1)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACESalicyclic acid
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACEinhibitor385612193
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACEinhibitorCHEMBL19METHAZOLAMIDE
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACEinhibitor385612194
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACEinhibitorCHEMBL18ETHOXZOLAMIDE
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACECHLOROTHIAZIDECHLOROTHIAZIDE
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACEBrinzolamideBRINZOLAMIDE
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACEinhibitorCHEMBL220492TOPIRAMATE
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACETRICHLORMETHIAZIDETRICHLORMETHIAZIDE
762CA4DRUGGABLE GENOME, ENZYME, TRANSPORTER, CELL SURFACEFERULIC ACID
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