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: CA12

Gene summary for CA12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CA12

Gene ID

771

Gene namecarbonic anhydrase 12
Gene AliasCA-XII
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0006730

UniProtAcc

O43570


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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
771CA12GSM4909281HumanBreastIDC2.28e-14-3.20e-010.21
771CA12GSM4909282HumanBreastIDC4.89e-14-3.20e-01-0.0288
771CA12GSM4909285HumanBreastIDC4.74e-15-3.25e-010.21
771CA12GSM4909286HumanBreastIDC7.93e-18-3.29e-010.1081
771CA12GSM4909287HumanBreastIDC2.58e-09-3.02e-010.2057
771CA12GSM4909288HumanBreastIDC7.22e-03-3.29e-010.0988
771CA12GSM4909290HumanBreastIDC6.09e-06-3.06e-010.2096
771CA12GSM4909291HumanBreastIDC4.86e-023.08e-010.1753
771CA12GSM4909294HumanBreastIDC1.09e-06-2.90e-010.2022
771CA12GSM4909295HumanBreastIDC4.02e-04-3.18e-010.0898
771CA12GSM4909296HumanBreastIDC1.50e-06-1.31e-010.1524
771CA12GSM4909297HumanBreastIDC2.10e-092.14e-020.1517
771CA12GSM4909301HumanBreastIDC2.03e-165.09e-010.1577
771CA12GSM4909302HumanBreastIDC1.40e-378.57e-010.1545
771CA12GSM4909304HumanBreastIDC5.33e-155.03e-010.1636
771CA12GSM4909306HumanBreastIDC2.43e-032.47e-010.1564
771CA12GSM4909307HumanBreastIDC1.28e-185.37e-010.1569
771CA12GSM4909308HumanBreastIDC2.00e-377.46e-010.158
771CA12GSM4909311HumanBreastIDC5.42e-20-1.50e-010.1534
771CA12GSM4909312HumanBreastIDC7.52e-06-8.35e-020.1552
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:0006730ColorectumADone-carbon metabolic process18/391840/187235.36e-045.74e-0318
GO:00067301ColorectumSERone-carbon metabolic process15/289740/187235.71e-047.86e-0315
GO:00067302ColorectumMSSone-carbon metabolic process15/346740/187233.72e-032.73e-0215
GO:0048875LungIACchemical homeostasis within a tissue11/206114/187237.44e-091.05e-0611
GO:0043129LungIACsurfactant homeostasis10/206112/187231.37e-081.77e-0610
GO:00020648LungIACepithelial cell development52/2061220/187236.75e-086.91e-0652
GO:00726598LungIACprotein localization to plasma membrane60/2061284/187234.74e-073.10e-0560
GO:19907787LungIACprotein localization to cell periphery66/2061333/187231.44e-067.22e-0566
GO:00308562LungIACregulation of epithelial cell differentiation34/2061154/187235.40e-051.21e-0334
GO:00224078LungIACregulation of cell-cell adhesion76/2061448/187238.16e-051.68e-0376
GO:0045616LungIACregulation of keratinocyte differentiation13/206137/187239.33e-051.87e-0313
GO:00323867LungIACregulation of intracellular transport60/2061337/187231.16e-042.22e-0360
GO:00435882LungIACskin development49/2061263/187231.56e-042.82e-0349
GO:0045604LungIACregulation of epidermal cell differentiation16/206158/187233.85e-045.87e-0316
GO:00097438LungIACresponse to carbohydrate46/2061253/187234.28e-046.37e-0346
GO:0045682LungIACregulation of epidermis development17/206165/187235.07e-047.33e-0317
GO:00099135LungIACepidermal cell differentiation37/2061202/187231.29e-031.45e-0237
GO:00323887LungIACpositive regulation of intracellular transport37/2061202/187231.29e-031.45e-0237
GO:00018947LungIACtissue homeostasis46/2061268/187231.50e-031.60e-0246
GO:0030216LungIACkeratinocyte differentiation27/2061139/187232.34e-032.28e-0227
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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
CA12SNVMissense_Mutationc.65C>Tp.Ser22Phep.S22FO43570protein_codingtolerated(0.07)possibly_damaging(0.707)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CA12deletionFrame_Shift_Delnovelc.34_49delCTCCTGCTGGTGATCTp.Leu12Terp.L12*O43570protein_codingTCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CA12SNVMissense_Mutationc.358N>Ap.Leu120Metp.L120MO43570protein_codingtolerated(0.16)possibly_damaging(0.775)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CA12SNVMissense_Mutationnovelc.421N>Ap.Ala141Thrp.A141TO43570protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CA12SNVMissense_Mutationc.542N>Tp.Pro181Leup.P181LO43570protein_codingdeleterious(0)possibly_damaging(0.834)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CA12SNVMissense_Mutationnovelc.977N>Cp.Leu326Prop.L326PO43570protein_codingdeleterious(0)probably_damaging(0.936)TCGA-AZ-6603-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CA12SNVMissense_Mutationc.485A>Gp.Asn162Serp.N162SO43570protein_codingdeleterious(0.01)benign(0.007)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CA12SNVMissense_Mutationrs769313979c.658N>Tp.Arg220Cysp.R220CO43570protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CA12SNVMissense_Mutationnovelc.431N>Cp.Leu144Prop.L144PO43570protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CA12SNVMissense_Mutationnovelc.239A>Cp.Asn80Thrp.N80TO43570protein_codingdeleterious(0)benign(0.243)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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
771CA12DRUGGABLE GENOMESalicyclic acid
771CA12DRUGGABLE GENOMEcelecoxibCELECOXIB22336956
771CA12DRUGGABLE GENOMEinhibitorCHEMBL1200814ACETAZOLAMIDE SODIUM
771CA12DRUGGABLE GENOMECOUMATE
771CA12DRUGGABLE GENOMECurcuminCURCUMIN
771CA12DRUGGABLE GENOMEFERULIC ACID
771CA12DRUGGABLE GENOMEPARABENPARABEN
771CA12DRUGGABLE GENOMEACETAZOLAMIDEACETAZOLAMIDE
771CA12DRUGGABLE GENOMEzonisamideZONISAMIDE21278619
771CA12DRUGGABLE GENOMEACETAZOLAMIDEACETAZOLAMIDE
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