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:00485459BreastPrecancerresponse to steroid hormone53/1080339/187233.07e-113.66e-0953
GO:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00713838BreastPrecancercellular response to steroid hormone stimulus28/1080204/187231.78e-054.26e-0428
GO:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00425938BreastPrecancerglucose homeostasis31/1080258/187238.89e-051.69e-0331
GO:00335008BreastPrecancercarbohydrate homeostasis31/1080259/187239.56e-051.79e-0331
GO:00305217BreastPrecancerandrogen receptor signaling pathway10/108044/187231.61e-042.69e-0310
GO:00097469BreastPrecancerresponse to hexose27/1080219/187231.61e-042.69e-0327
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00097498BreastPrecancerresponse to glucose25/1080212/187235.46e-047.00e-0325
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00329865BreastPrecancerprotein-DNA complex disassembly6/108020/187236.99e-048.43e-036
GO:00016787BreastPrecancercellular glucose homeostasis21/1080172/187239.38e-041.06e-0221
GO:00305187BreastPrecancerintracellular steroid hormone receptor signaling pathway16/1080116/187231.01e-031.13e-0216
GO:00713337BreastPrecancercellular response to glucose stimulus19/1080151/187231.12e-031.23e-0219
GO:00713228BreastPrecancercellular response to carbohydrate stimulus20/1080163/187231.15e-031.26e-0220
GO:00713317BreastPrecancercellular response to hexose stimulus19/1080153/187231.31e-031.39e-0219
GO:00713267BreastPrecancercellular response to monosaccharide stimulus19/1080154/187231.42e-031.48e-0219
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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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