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: CA9

Gene summary for CA9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CA9

Gene ID

768

Gene namecarbonic anhydrase 9
Gene AliasCAIX
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

A0A0S2Z3D0


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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
768CA9HTA11_3410_2000001011HumanColorectumAD6.55e-041.25e-010.0155
768CA9HTA11_1938_2000001011HumanColorectumAD4.00e-125.32e-01-0.0811
768CA9HTA11_1391_2000001011HumanColorectumAD2.21e-083.11e-01-0.059
768CA9HTA11_866_3004761011HumanColorectumAD2.04e-082.08e-010.096
768CA9HTA11_4255_2000001011HumanColorectumSER3.40e-021.89e-010.0446
768CA9HTA11_8622_2000001021HumanColorectumSER3.15e-093.80e-010.0528
768CA9HTA11_10711_2000001011HumanColorectumAD1.37e-084.41e-010.0338
768CA9HTA11_6818_2000001021HumanColorectumAD6.03e-042.62e-010.0588
768CA9HTA11_99999970781_79442HumanColorectumMSS1.92e-356.84e-010.294
768CA9HTA11_99999965062_69753HumanColorectumMSI-H1.91e-081.43e+000.3487
768CA9LZE4THumanEsophagusESCC3.18e-053.17e-010.0811
768CA9LZE20THumanEsophagusESCC1.26e-021.53e-010.0662
768CA9LZE6THumanEsophagusESCC5.26e-075.04e-010.0845
768CA9P4T-EHumanEsophagusESCC1.26e-166.82e-010.1323
768CA9P8T-EHumanEsophagusESCC3.75e-031.26e-010.0889
768CA9P10T-EHumanEsophagusESCC1.92e-371.13e+000.116
768CA9P15T-EHumanEsophagusESCC5.37e-052.95e-010.1149
768CA9P17T-EHumanEsophagusESCC8.50e-052.54e-010.1278
768CA9P26T-EHumanEsophagusESCC1.39e-712.08e+000.1276
768CA9P32T-EHumanEsophagusESCC4.41e-073.75e-010.1666
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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
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
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:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0070482ColorectumADresponse to oxygen levels99/3918347/187234.29e-044.82e-0399
GO:0006730ColorectumADone-carbon metabolic process18/391840/187235.36e-045.74e-0318
GO:1901654ColorectumADresponse to ketone59/3918194/187231.14e-031.04e-0259
GO:0001666ColorectumADresponse to hypoxia86/3918307/187231.77e-031.46e-0286
GO:0036293ColorectumADresponse to decreased oxygen levels88/3918322/187233.42e-032.49e-0288
GO:00704821ColorectumSERresponse to oxygen levels79/2897347/187231.99e-043.64e-0379
GO:00067301ColorectumSERone-carbon metabolic process15/289740/187235.71e-047.86e-0315
GO:00016661ColorectumSERresponse to hypoxia69/2897307/187237.07e-049.39e-0369
GO:00362931ColorectumSERresponse to decreased oxygen levels71/2897322/187231.04e-031.22e-0271
GO:19016541ColorectumSERresponse to ketone44/2897194/187235.01e-033.88e-0244
GO:19016542ColorectumMSSresponse to ketone58/3467194/187237.70e-051.28e-0358
GO:00094101ColorectumMSSresponse to xenobiotic stimulus110/3467462/187232.36e-031.92e-02110
GO:00704822ColorectumMSSresponse to oxygen levels85/3467347/187233.08e-032.34e-0285
GO:00067302ColorectumMSSone-carbon metabolic process15/346740/187233.72e-032.73e-0215
GO:00016662ColorectumMSSresponse to hypoxia75/3467307/187235.56e-033.78e-0275
GO:19016543ColorectumMSI-Hresponse to ketone26/1319194/187231.17e-031.92e-0226
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:0001666111EsophagusESCCresponse to hypoxia192/8552307/187231.59e-093.69e-08192
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00910StomachSIMNitrogen metabolism5/46517/84651.75e-031.33e-021.07e-025
hsa009101StomachSIMNitrogen metabolism5/46517/84651.75e-031.33e-021.07e-025
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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
CA9SNVMissense_Mutationc.334N>Tp.Asp112Tyrp.D112YQ16790protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-A2-A04X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CA9SNVMissense_Mutationrs575743710c.1133N>Tp.Thr378Metp.T378MQ16790protein_codingtolerated(0.08)probably_damaging(0.922)TCGA-A2-A0CO-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
CA9SNVMissense_Mutationc.412N>Gp.Gln138Glup.Q138EQ16790protein_codingtolerated(0.11)benign(0.009)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CA9SNVMissense_Mutationrs570859735c.704N>Tp.Pro235Leup.P235LQ16790protein_codingdeleterious(0.03)benign(0.307)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CA9SNVMissense_Mutationc.829N>Tp.Ala277Serp.A277SQ16790protein_codingtolerated(0.13)possibly_damaging(0.809)TCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CA9SNVMissense_Mutationrs775245763c.1127N>Ap.Arg376Glnp.R376QQ16790protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CA9insertionFrame_Shift_Insnovelc.408_409insGGGCTGGTCTCp.Asp137GlyfsTer72p.D137Gfs*72Q16790protein_codingTCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
CA9insertionFrame_Shift_Insnovelc.410_411insACTCCTGATCTCAGGTGATp.Asp137GlufsTer133p.D137Efs*133Q16790protein_codingTCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
CA9deletionFrame_Shift_Delnovelc.364delNp.Pro122LeufsTer83p.P122Lfs*83Q16790protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CA9SNVMissense_Mutationrs746857543c.898N>Ap.Ala300Thrp.A300TQ16790protein_codingtolerated(0.69)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
768CA9DRUGGABLE GENOME, ENZYMEinhibitor385612194
768CA9DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL18ETHOXZOLAMIDE
768CA9DRUGGABLE GENOME, ENZYMESulfonamide-thiadiazole derivative 1
768CA9DRUGGABLE GENOME, ENZYME90Y-cG250
768CA9DRUGGABLE GENOME, ENZYMECHEMBL3707297CG250 177LU
768CA9DRUGGABLE GENOME, ENZYMESULFAMIDESULFAMIDE
768CA9DRUGGABLE GENOME, ENZYMEinhibitor385612193
768CA9DRUGGABLE GENOME, ENZYMEGirentuximabGIRENTUXIMAB
768CA9DRUGGABLE GENOME, ENZYMEcelecoxibCELECOXIB22336956
768CA9DRUGGABLE GENOME, ENZYMEPHENOLPHENOL
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