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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CAPN7

Gene summary for CAPN7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPN7

Gene ID

23473

Gene namecalpain 7
Gene AliasCALPAIN7
Cytomap3p25.1
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

Q7Z479


Top

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
23473CAPN7LZE4THumanEsophagusESCC6.15e-072.47e-010.0811
23473CAPN7LZE7THumanEsophagusESCC9.78e-032.47e-010.0667
23473CAPN7LZE20THumanEsophagusESCC1.93e-031.37e-010.0662
23473CAPN7LZE24THumanEsophagusESCC1.45e-113.02e-010.0596
23473CAPN7P2T-EHumanEsophagusESCC3.51e-163.33e-010.1177
23473CAPN7P4T-EHumanEsophagusESCC5.70e-204.42e-010.1323
23473CAPN7P5T-EHumanEsophagusESCC8.24e-325.72e-010.1327
23473CAPN7P8T-EHumanEsophagusESCC8.43e-162.66e-010.0889
23473CAPN7P9T-EHumanEsophagusESCC4.54e-132.26e-010.1131
23473CAPN7P10T-EHumanEsophagusESCC3.45e-204.06e-010.116
23473CAPN7P11T-EHumanEsophagusESCC2.09e-154.68e-010.1426
23473CAPN7P12T-EHumanEsophagusESCC1.32e-213.51e-010.1122
23473CAPN7P15T-EHumanEsophagusESCC7.44e-092.08e-010.1149
23473CAPN7P16T-EHumanEsophagusESCC6.88e-212.89e-010.1153
23473CAPN7P17T-EHumanEsophagusESCC9.46e-092.59e-010.1278
23473CAPN7P20T-EHumanEsophagusESCC2.69e-195.05e-010.1124
23473CAPN7P21T-EHumanEsophagusESCC3.73e-213.32e-010.1617
23473CAPN7P22T-EHumanEsophagusESCC1.03e-202.90e-010.1236
23473CAPN7P23T-EHumanEsophagusESCC8.77e-245.50e-010.108
23473CAPN7P24T-EHumanEsophagusESCC4.84e-132.44e-010.1287
Page: 1 2 3 4 5 

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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
GO:00016676LiverNAFLDameboidal-type cell migration65/1882475/187236.32e-034.69e-0265
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:0001667112ThyroidPTCameboidal-type cell migration198/5968475/187233.36e-064.34e-05198
GO:0010634111ThyroidPTCpositive regulation of epithelial cell migration85/5968176/187233.83e-064.80e-0585
GO:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:0010632111ThyroidPTCregulation of epithelial cell migration123/5968292/187231.33e-041.05e-03123
GO:000166731ThyroidATCameboidal-type cell migration228/6293475/187233.72e-111.22e-09228
GO:001063131ThyroidATCepithelial cell migration169/6293357/187234.21e-087.69e-07169
GO:009013031ThyroidATCtissue migration171/6293365/187238.55e-081.47e-06171
GO:009013231ThyroidATCepithelium migration169/6293360/187238.57e-081.47e-06169
GO:001063432ThyroidATCpositive regulation of epithelial cell migration92/6293176/187232.38e-073.70e-0692
GO:001063231ThyroidATCregulation of epithelial cell migration137/6293292/187231.44e-061.77e-05137
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CAPN7SNVMissense_Mutationc.853N>Gp.Thr285Alap.T285AQ9Y6W3protein_codingdeleterious(0)probably_damaging(0.968)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CAPN7SNVMissense_Mutationc.326C>Tp.Ala109Valp.A109VQ9Y6W3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CAPN7SNVMissense_Mutationc.1010N>Tp.His337Leup.H337LQ9Y6W3protein_codingdeleterious(0)possibly_damaging(0.579)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CAPN7SNVMissense_Mutationnovelc.2224N>Cp.Glu742Glnp.E742QQ9Y6W3protein_codingdeleterious(0.04)possibly_damaging(0.693)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPN7SNVMissense_Mutationc.1799N>Tp.Ala600Valp.A600VQ9Y6W3protein_codingdeleterious(0.03)probably_damaging(0.957)TCGA-A6-4107-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5SD
CAPN7SNVMissense_Mutationrs758288294c.863N>Tp.Ser288Leup.S288LQ9Y6W3protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
CAPN7SNVMissense_Mutationc.1453N>Cp.Trp485Argp.W485RQ9Y6W3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CAPN7SNVMissense_Mutationrs776786847c.2072N>Ap.Arg691Glnp.R691QQ9Y6W3protein_codingtolerated(0.32)benign(0.378)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CAPN7SNVMissense_Mutationrs755588973c.2024N>Ap.Cys675Tyrp.C675YQ9Y6W3protein_codingdeleterious(0.01)possibly_damaging(0.619)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CAPN7SNVMissense_Mutationc.390N>Cp.Lys130Asnp.K130NQ9Y6W3protein_codingtolerated(0.34)benign(0.011)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 6 

Top

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
Page: 1