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: CASP7

Gene summary for CASP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CASP7

Gene ID

840

Gene namecaspase 7
Gene AliasCASP-7
Cytomap10q25.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P55210


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
840CASP7HTA11_347_2000001011HumanColorectumAD2.88e-156.22e-01-0.1954
840CASP7HTA11_696_2000001011HumanColorectumAD1.46e-052.86e-01-0.1464
840CASP7HTA11_99999970781_79442HumanColorectumMSS4.99e-022.33e-010.294
840CASP7A015-C-203HumanColorectumFAP2.71e-04-1.13e-01-0.1294
840CASP7A002-C-201HumanColorectumFAP2.82e-03-1.31e-010.0324
840CASP7A001-C-108HumanColorectumFAP1.36e-03-7.64e-02-0.0272
840CASP7A002-C-205HumanColorectumFAP1.22e-03-5.63e-02-0.1236
840CASP7A015-C-104HumanColorectumFAP1.05e-04-1.17e-01-0.1899
840CASP7A002-C-016HumanColorectumFAP1.41e-03-1.13e-010.0521
840CASP7A015-C-002HumanColorectumFAP2.44e-03-2.31e-01-0.0763
840CASP7A002-C-116HumanColorectumFAP6.28e-04-8.11e-02-0.0452
840CASP7A014-C-008HumanColorectumFAP2.98e-03-2.22e-01-0.191
840CASP7A018-E-020HumanColorectumFAP1.70e-021.18e-02-0.2034
840CASP7LZE4THumanEsophagusESCC1.14e-122.41e-010.0811
840CASP7LZE8THumanEsophagusESCC3.67e-133.58e-010.067
840CASP7LZE20THumanEsophagusESCC1.55e-021.79e-010.0662
840CASP7LZE24THumanEsophagusESCC6.67e-309.34e-010.0596
840CASP7LZE6THumanEsophagusESCC2.02e-051.22e-010.0845
840CASP7P1T-EHumanEsophagusESCC4.68e-043.82e-010.0875
840CASP7P2T-EHumanEsophagusESCC6.22e-284.30e-010.1177
Page: 1 2 3 4 5 

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
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.

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:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0051402ColorectumADneuron apoptotic process77/3918246/187238.07e-051.28e-0377
GO:0007568ColorectumADaging98/3918339/187232.77e-043.39e-0398
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00709972ColorectumMSSneuron death97/3467361/187235.21e-059.31e-0497
GO:00075681ColorectumMSSaging90/3467339/187231.51e-042.19e-0390
GO:00514022ColorectumMSSneuron apoptotic process66/3467246/187237.94e-048.36e-0366
GO:00516042ColorectumMSSprotein maturation75/3467294/187231.70e-031.53e-0275
GO:00164852ColorectumMSSprotein processing57/3467225/187236.60e-034.38e-0257
GO:00709974ColorectumFAPneuron death81/2622361/187238.35e-062.46e-0481
GO:00514024ColorectumFAPneuron apoptotic process55/2622246/187232.42e-043.37e-0355
GO:00075682ColorectumFAPaging69/2622339/187237.66e-048.12e-0369
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
Page: 1 2 3 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa04932ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05130ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa05417ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa049321ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051301ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa054171ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa050104ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa049324ColorectumMSSNon-alcoholic fatty liver disease85/1875155/84654.19e-191.17e-177.17e-1885
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051304ColorectumMSSPathogenic Escherichia coli infection73/1875197/84651.10e-061.48e-059.06e-0673
hsa054174ColorectumMSSLipid and atherosclerosis70/1875215/84652.38e-041.81e-031.11e-0370
hsa04210ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
hsa050105ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
Page: 1 2 3 4 5 6 

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
CASP7SNVMissense_Mutationrs146796754c.560N>Ap.Arg187Glnp.R187Qprotein_codingtolerated(0.14)benign(0.01)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CASP7SNVMissense_Mutationc.491N>Tp.Asp164Valp.D164Vprotein_codingdeleterious(0.02)possibly_damaging(0.818)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CASP7SNVMissense_Mutationc.1107N>Cp.Glu369Aspp.E369Dprotein_codingtolerated(0.18)benign(0.118)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CASP7SNVMissense_Mutationnovelc.926N>Tp.Ser309Phep.S309Fprotein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1P8-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyfluorouracilPD
CASP7insertionFrame_Shift_Insnovelc.1114_1115insCATTCATTCATTTATCTTTTCATCAAATTATCATTGAGCTCCTAp.Gln372ProfsTer40p.Q372Pfs*40protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
CASP7SNVMissense_Mutationrs376348175c.815N>Ap.Arg272Glnp.R272Qprotein_codingtolerated(0.19)possibly_damaging(0.541)TCGA-VS-A9UM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CASP7SNVMissense_Mutationnovelc.490N>Cp.Asp164Hisp.D164Hprotein_codingtolerated(0.23)benign(0.224)TCGA-VS-A9UY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CASP7SNVMissense_Mutationc.956G>Ap.Ser319Asnp.S319Nprotein_codingtolerated(1)benign(0.001)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CASP7SNVMissense_Mutationrs375409071c.851N>Tp.Ser284Leup.S284Lprotein_codingdeleterious(0.02)benign(0.351)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CASP7SNVMissense_Mutationnovelc.515N>Ap.Arg172Glnp.R172Qprotein_codingdeleterious(0.01)probably_damaging(1)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
Page: 1 2 3 4 

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
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMEpaclitaxelPACLITAXEL22441531
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMEPlatinum compounds22441531
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMEGOSSYPOLGOSSYPOL
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMEMYRICETINMYRICETIN
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMEinhibitor252166828
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYME20(S)-PROTOPANAXADIOLCHEMBL37556317261067
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMEBITHIONOLBITHIONOL
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMEgemcitabineGEMCITABINE22441531
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMEIRL-2500CHEMBL72410
840CASP7PROTEASE, DRUGGABLE GENOME, ENZYMESTICTIC ACIDSTICTIC ACID
Page: 1 2 3