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: CLCA4

Gene summary for CLCA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLCA4

Gene ID

22802

Gene namechloride channel accessory 4
Gene AliasCaCC
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q14CN2


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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
22802CLCA4HTA11_3410_2000001011HumanColorectumAD3.07e-30-7.56e-010.0155
22802CLCA4HTA11_2487_2000001011HumanColorectumSER5.27e-08-4.21e-01-0.1808
22802CLCA4HTA11_2951_2000001011HumanColorectumAD1.01e-04-7.61e-010.0216
22802CLCA4HTA11_1938_2000001011HumanColorectumAD3.16e-11-7.22e-01-0.0811
22802CLCA4HTA11_78_2000001011HumanColorectumAD2.39e-16-7.03e-01-0.1088
22802CLCA4HTA11_347_2000001011HumanColorectumAD1.16e-24-4.50e-01-0.1954
22802CLCA4HTA11_2112_2000001011HumanColorectumSER4.85e-198.61e-01-0.2196
22802CLCA4HTA11_3361_2000001011HumanColorectumAD3.67e-05-5.70e-01-0.1207
22802CLCA4HTA11_83_2000001011HumanColorectumSER1.88e-10-7.46e-01-0.1526
22802CLCA4HTA11_696_2000001011HumanColorectumAD7.00e-24-6.63e-01-0.1464
22802CLCA4HTA11_866_2000001011HumanColorectumAD4.18e-24-2.66e-01-0.1001
22802CLCA4HTA11_1391_2000001011HumanColorectumAD1.66e-15-6.71e-01-0.059
22802CLCA4HTA11_2992_2000001011HumanColorectumSER1.66e-03-5.98e-01-0.1706
22802CLCA4HTA11_5212_2000001011HumanColorectumAD1.03e-02-6.62e-01-0.2061
22802CLCA4HTA11_5216_2000001011HumanColorectumSER1.01e-04-7.61e-01-0.1462
22802CLCA4HTA11_546_2000001011HumanColorectumAD8.01e-09-7.44e-01-0.0842
22802CLCA4HTA11_9341_2000001011HumanColorectumSER1.06e-02-7.61e-01-0.00410000000000005
22802CLCA4HTA11_7862_2000001011HumanColorectumAD7.96e-07-7.40e-01-0.0179
22802CLCA4HTA11_866_3004761011HumanColorectumAD2.28e-29-7.61e-010.096
22802CLCA4HTA11_4255_2000001011HumanColorectumSER1.01e-04-7.61e-010.0446
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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
∗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:0015698ColorectumADinorganic anion transport52/3918180/187236.83e-034.22e-0252
GO:00156981ColorectumFAPinorganic anion transport38/2622180/187235.73e-033.67e-0238
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04972ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa049721ColorectumADPancreatic secretion36/2092102/84651.06e-023.98e-022.54e-0236
hsa049722ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa049723ColorectumSERPancreatic secretion30/1580102/84655.41e-033.28e-022.38e-0230
hsa049724ColorectumMSSPancreatic secretion33/1875102/84651.09e-023.75e-022.30e-0233
hsa049725ColorectumMSSPancreatic secretion33/1875102/84651.09e-023.75e-022.30e-0233
hsa049726ColorectumFAPPancreatic secretion34/1404102/84652.43e-052.78e-041.69e-0434
hsa049727ColorectumFAPPancreatic secretion34/1404102/84652.43e-052.78e-041.69e-0434
hsa049728ColorectumCRCPancreatic secretion32/1091102/84657.86e-074.37e-052.96e-0532
hsa049729ColorectumCRCPancreatic secretion32/1091102/84657.86e-074.37e-052.96e-0532
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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
CLCA4SNVMissense_Mutationc.1724N>Gp.Pro575Argp.P575RQ14CN2protein_codingtolerated(0.12)benign(0.374)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CLCA4SNVMissense_Mutationnovelc.2317N>Gp.Thr773Alap.T773AQ14CN2protein_codingdeleterious(0.02)probably_damaging(0.927)TCGA-A2-A4RX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLCA4SNVMissense_Mutationnovelc.16N>Tp.Gly6Cysp.G6CQ14CN2protein_codingdeleterious(0.04)possibly_damaging(0.552)TCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CLCA4SNVMissense_Mutationc.2218G>Tp.Val740Leup.V740LQ14CN2protein_codingtolerated(0.05)benign(0.175)TCGA-E2-A1L7-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
CLCA4insertionFrame_Shift_Insnovelc.534_535insACGACACACACACACAp.Ser179ThrfsTer21p.S179Tfs*21Q14CN2protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CLCA4insertionFrame_Shift_Insnovelc.535_536insGGTGp.Ser179TrpfsTer17p.S179Wfs*17Q14CN2protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CLCA4SNVMissense_Mutationc.1957N>Cp.Asp653Hisp.D653HQ14CN2protein_codingdeleterious(0)probably_damaging(1)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CLCA4SNVMissense_Mutationc.1262C>Ap.Ser421Tyrp.S421YQ14CN2protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLCA4SNVMissense_Mutationnovelc.2614N>Tp.Pro872Serp.P872SQ14CN2protein_codingdeleterious(0.02)benign(0.03)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
CLCA4SNVMissense_Mutationc.931C>Ap.Leu311Ilep.L311IQ14CN2protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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
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