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: CLCA2

Gene summary for CLCA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLCA2

Gene ID

9635

Gene namechloride channel accessory 2
Gene AliasCACC
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9UQC9


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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
9635CLCA2CA_HPV_1HumanCervixCC4.77e-06-2.41e-010.0264
9635CLCA2HSIL_HPV_1HumanCervixHSIL_HPV1.84e-04-2.59e-010.0116
9635CLCA2HSIL_HPV_2HumanCervixHSIL_HPV2.84e-03-2.30e-010.0208
9635CLCA2TumorHumanCervixCC1.38e-438.95e-010.1241
9635CLCA2sample3HumanCervixCC1.61e-458.28e-010.1387
9635CLCA2H2HumanCervixHSIL_HPV2.46e-04-2.41e-010.0632
9635CLCA2T1HumanCervixCC3.99e-08-2.68e-010.0918
9635CLCA2T3HumanCervixCC2.79e-448.11e-010.1389
9635CLCA2LZE4THumanEsophagusESCC2.36e-085.50e-010.0811
9635CLCA2LZE7THumanEsophagusESCC7.18e-051.53e+000.0667
9635CLCA2P1T-EHumanEsophagusESCC1.87e-027.90e-010.0875
9635CLCA2P4T-EHumanEsophagusESCC1.26e-042.69e-010.1323
9635CLCA2P5T-EHumanEsophagusESCC3.67e-104.04e-010.1327
9635CLCA2P8T-EHumanEsophagusESCC1.60e-03-2.84e-010.0889
9635CLCA2P9T-EHumanEsophagusESCC4.27e-155.76e-010.1131
9635CLCA2P10T-EHumanEsophagusESCC9.32e-175.77e-010.116
9635CLCA2P11T-EHumanEsophagusESCC4.64e-101.54e+000.1426
9635CLCA2P12T-EHumanEsophagusESCC4.30e-371.82e+000.1122
9635CLCA2P15T-EHumanEsophagusESCC1.51e-147.79e-010.1149
9635CLCA2P16T-EHumanEsophagusESCC6.61e-09-4.83e-020.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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
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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
CLCA2SNVMissense_Mutationrs577301689c.398N>Ap.Gly133Glup.G133EQ9UQC9protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CLCA2SNVMissense_Mutationc.538G>Ap.Asp180Asnp.D180NQ9UQC9protein_codingtolerated(0.07)benign(0.042)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CLCA2SNVMissense_Mutationc.1869G>Ap.Met623Ilep.M623IQ9UQC9protein_codingtolerated(1)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CLCA2SNVMissense_Mutationc.364G>Ap.Asp122Asnp.D122NQ9UQC9protein_codingtolerated(0.05)benign(0.277)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLCA2SNVMissense_Mutationc.335T>Cp.Ile112Thrp.I112TQ9UQC9protein_codingdeleterious(0.01)possibly_damaging(0.636)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLCA2insertionFrame_Shift_Insnovelc.138_139insCTp.Ile47LeufsTer19p.I47Lfs*19Q9UQC9protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CLCA2insertionIn_Frame_Insnovelc.140_141insAGACTTCTGTGTTTCp.Ile47_Asn48insAspPheCysValSerp.I47_N48insDFCVSQ9UQC9protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
CLCA2SNVMissense_Mutationnovelc.125G>Ap.Gly42Glup.G42EQ9UQC9protein_codingdeleterious(0.03)benign(0.04)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLCA2SNVMissense_Mutationc.391G>Ap.Gly131Argp.G131RQ9UQC9protein_codingtolerated(0.18)probably_damaging(0.919)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLCA2SNVMissense_Mutationnovelc.1943C>Ap.Thr648Asnp.T648NQ9UQC9protein_codingtolerated(0.79)benign(0.007)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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