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: CAPN13

Gene summary for CAPN13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPN13

Gene ID

92291

Gene namecalpain 13
Gene AliasCAPN13
Cytomap2p23.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q6MZZ7


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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
92291CAPN13LZE5THumanEsophagusESCC1.54e-044.90e-010.0514
92291CAPN13LZE24THumanEsophagusESCC1.89e-102.66e-010.0596
92291CAPN13P1T-EHumanEsophagusESCC1.09e-042.22e-010.0875
92291CAPN13P8T-EHumanEsophagusESCC3.02e-266.95e-010.0889
92291CAPN13P15T-EHumanEsophagusESCC3.38e-042.52e-010.1149
92291CAPN13P23T-EHumanEsophagusESCC6.53e-092.49e-010.108
92291CAPN13P36T-EHumanEsophagusESCC2.82e-021.59e-010.1187
92291CAPN13P57T-EHumanEsophagusESCC9.35e-103.11e-010.0926
92291CAPN13P61T-EHumanEsophagusESCC2.11e-113.17e-010.099
92291CAPN13P62T-EHumanEsophagusESCC8.96e-661.81e+000.1302
92291CAPN13P65T-EHumanEsophagusESCC2.64e-102.41e-010.0978
92291CAPN13P76T-EHumanEsophagusESCC3.75e-031.67e-010.1207
92291CAPN13P79T-EHumanEsophagusESCC2.06e-082.84e-010.1154
92291CAPN13P80T-EHumanEsophagusESCC1.97e-042.82e-010.155
92291CAPN13P82T-EHumanEsophagusESCC1.40e-053.53e-010.1072
92291CAPN13P84T-EHumanEsophagusESCC2.04e-064.93e-010.0933
92291CAPN13P104T-EHumanEsophagusESCC2.06e-063.35e-010.0931
92291CAPN13P126T-EHumanEsophagusESCC8.75e-035.07e-010.1125
92291CAPN13P127T-EHumanEsophagusESCC7.67e-112.40e-010.0826
92291CAPN13RNA-P17T-P17T-2HumanLungIAC2.46e-035.95e-010.3371
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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
CAPN13SNVMissense_Mutationc.631N>Ap.Asp211Asnp.D211NQ6MZZ7protein_codingtolerated(0.32)benign(0.174)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CAPN13SNVMissense_Mutationnovelc.1244N>Tp.Ser415Leup.S415LQ6MZZ7protein_codingtolerated(0.65)benign(0.062)TCGA-MS-A51U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CAPN13insertionIn_Frame_Insnovelc.1682_1683insAAATGTAAAATCACATTTCCCCGGp.Glu561_Glu562insAsnValLysSerHisPheProGlyp.E561_E562insNVKSHFPGQ6MZZ7protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CAPN13insertionNonsense_Mutationnovelc.1526_1527insAp.Tyr509Terp.Y509*Q6MZZ7protein_codingTCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
CAPN13insertionNonsense_Mutationnovelc.453_454insGTCCGATGAGAGTGCGGAGGAGp.Cys152ValfsTer3p.C152Vfs*3Q6MZZ7protein_codingTCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CAPN13insertionNonsense_Mutationnovelc.451_452insTTTAATAATATCACGGTCAp.Lys151IlefsTer2p.K151Ifs*2Q6MZZ7protein_codingTCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CAPN13SNVMissense_Mutationnovelc.1383G>Tp.Gln461Hisp.Q461HQ6MZZ7protein_codingtolerated(0.09)possibly_damaging(0.652)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAPN13SNVMissense_Mutationrs201284844c.5N>Tp.Ala2Valp.A2VQ6MZZ7protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPN13SNVMissense_Mutationc.955N>Cp.Asp319Hisp.D319HQ6MZZ7protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CAPN13SNVMissense_Mutationc.788N>Ap.Arg263Lysp.R263KQ6MZZ7protein_codingtolerated(0.59)benign(0.035)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<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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