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: CA1

Gene summary for CA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CA1

Gene ID

759

Gene namecarbonic anhydrase 1
Gene AliasCA-I
Cytomap8q21.2
Gene Typeprotein-coding
GO ID

GO:0006730

UniProtAcc

P00915


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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
759CA1HTA11_3410_2000001011HumanColorectumAD4.47e-04-2.33e-010.0155
759CA1HTA11_347_2000001011HumanColorectumAD5.04e-272.26e+00-0.1954
759CA1HTA11_411_2000001011HumanColorectumSER1.31e-022.07e+00-0.2602
759CA1HTA11_696_2000001011HumanColorectumAD8.28e-141.10e+00-0.1464
759CA1HTA11_866_2000001011HumanColorectumAD3.61e-026.63e-01-0.1001
759CA1HTA11_2992_2000001011HumanColorectumSER1.28e-093.25e+00-0.1706
759CA1HTA11_5212_2000001011HumanColorectumAD2.56e-253.91e+00-0.2061
759CA1HTA11_5216_2000001011HumanColorectumSER1.01e-062.38e+00-0.1462
759CA1HTA11_866_3004761011HumanColorectumAD1.76e-04-2.43e-010.096
759CA1HTA11_7696_3000711011HumanColorectumAD9.06e-05-2.30e-010.0674
759CA1HTA11_99999970781_79442HumanColorectumMSS6.27e-03-2.40e-010.294
759CA1HTA11_99999971662_82457HumanColorectumMSS1.49e-05-2.46e-010.3859
759CA1HTA11_99999974143_84620HumanColorectumMSS5.76e-05-2.45e-010.3005
759CA1A001-C-207HumanColorectumFAP6.53e-06-2.50e-010.1278
759CA1A002-C-201HumanColorectumFAP4.40e-09-2.50e-010.0324
759CA1A002-C-203HumanColorectumFAP9.63e-08-2.47e-010.2786
759CA1A001-C-119HumanColorectumFAP1.41e-04-2.50e-01-0.1557
759CA1A001-C-108HumanColorectumFAP2.16e-03-2.07e-01-0.0272
759CA1A002-C-205HumanColorectumFAP1.28e-05-2.21e-01-0.1236
759CA1A014-C-108HumanColorectumFAP2.37e-02-2.31e-01-0.124
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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
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
∗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:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00022379CervixCCresponse to molecule of bacterial origin78/2311363/187235.55e-072.06e-0578
GO:00324969CervixCCresponse to lipopolysaccharide74/2311343/187239.15e-073.25e-0574
GO:003133410CervixCCpositive regulation of protein-containing complex assembly55/2311237/187232.25e-066.73e-0555
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00072666CervixCCRho protein signal transduction35/2311137/187231.77e-053.33e-0435
GO:00465785CervixCCregulation of Ras protein signal transduction44/2311189/187232.05e-053.73e-0444
GO:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:00458077CervixCCpositive regulation of endocytosis27/2311100/187235.55e-058.10e-0427
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:00350235CervixCCregulation of Rho protein signal transduction22/231186/187235.93e-045.60e-0322
GO:00714042CervixCCcellular response to low-density lipoprotein particle stimulus9/231122/187237.19e-046.49e-039
GO:00712228CervixCCcellular response to lipopolysaccharide41/2311209/187231.69e-031.29e-0241
GO:00094109CervixCCresponse to xenobiotic stimulus78/2311462/187232.39e-031.70e-0278
GO:00712168CervixCCcellular response to biotic stimulus46/2311246/187232.53e-031.76e-0246
GO:00160506CervixCCvesicle organization54/2311300/187232.71e-031.85e-0254
GO:00712198CervixCCcellular response to molecule of bacterial origin42/2311221/187232.79e-031.87e-0242
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
CA1SNVMissense_Mutationc.539T>Gp.Phe180Cysp.F180CP00915protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1FJ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CA1SNVMissense_Mutationnovelc.83N>Gp.Asn28Serp.N28SP00915protein_codingdeleterious(0.02)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CA1SNVMissense_Mutationnovelc.13G>Ap.Asp5Asnp.D5NP00915protein_codingtolerated(0.97)benign(0)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CA1SNVMissense_Mutationrs141945543c.715G>Ap.Ala239Thrp.A239TP00915protein_codingtolerated(0.3)benign(0.333)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
CA1SNVMissense_Mutationc.208N>Cp.Asn70Hisp.N70HP00915protein_codingdeleterious(0.02)possibly_damaging(0.733)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
CA1insertionFrame_Shift_Insnovelc.192_193insGp.His65AlafsTer8p.H65Afs*8P00915protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CA1SNVMissense_Mutationc.40C>Ap.Pro14Thrp.P14TP00915protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CA1SNVMissense_Mutationc.358N>Ap.His120Asnp.H120NP00915protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
CA1SNVMissense_Mutationrs121909578c.740N>Ap.Arg247Hisp.R247HP00915protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CA1SNVMissense_Mutationnovelc.344N>Gp.Tyr115Cysp.Y115CP00915protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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
759CA1DRUGGABLE GENOME, ENZYMEDICHLORPHENAMIDEDICHLORPHENAMIDE
759CA1DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL1200814ACETAZOLAMIDE SODIUM
759CA1DRUGGABLE GENOME, ENZYMEZONISAMIDEZONISAMIDE
759CA1DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL166863POLMACOXIB
759CA1DRUGGABLE GENOME, ENZYMEinhibitor178103435METHOCARBAMOL
759CA1DRUGGABLE GENOME, ENZYMEinhibitor178102191
759CA1DRUGGABLE GENOME, ENZYMEinhibitor381118859
759CA1DRUGGABLE GENOME, ENZYMEEthoxzolamideETHOXZOLAMIDE
759CA1DRUGGABLE GENOME, ENZYMEinhibitor178103398ACETAZOLAMIDE
759CA1DRUGGABLE GENOME, ENZYMEactivator178100344HISTIDINE
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