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: CAPNS1

Gene summary for CAPNS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPNS1

Gene ID

826

Gene namecalpain small subunit 1
Gene AliasCALPAIN4
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P04632


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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
826CAPNS1CA_HPV_1HumanCervixCC8.69e-04-1.61e-010.0264
826CAPNS1N_HPV_2HumanCervixN_HPV2.72e-026.46e-02-0.0131
826CAPNS1CCII_1HumanCervixCC2.11e-11-5.49e-010.3249
826CAPNS1TumorHumanCervixCC1.18e-235.52e-010.1241
826CAPNS1sample3HumanCervixCC3.47e-225.28e-010.1387
826CAPNS1T3HumanCervixCC8.21e-194.76e-010.1389
826CAPNS1HTA11_3410_2000001011HumanColorectumAD4.36e-461.02e+000.0155
826CAPNS1HTA11_2487_2000001011HumanColorectumSER1.65e-481.49e+00-0.1808
826CAPNS1HTA11_2951_2000001011HumanColorectumAD2.33e-171.17e+000.0216
826CAPNS1HTA11_1938_2000001011HumanColorectumAD5.28e-521.76e+00-0.0811
826CAPNS1HTA11_78_2000001011HumanColorectumAD7.76e-361.22e+00-0.1088
826CAPNS1HTA11_347_2000001011HumanColorectumAD6.31e-671.44e+00-0.1954
826CAPNS1HTA11_411_2000001011HumanColorectumSER3.13e-192.00e+00-0.2602
826CAPNS1HTA11_2112_2000001011HumanColorectumSER4.70e-151.47e+00-0.2196
826CAPNS1HTA11_3361_2000001011HumanColorectumAD3.94e-401.54e+00-0.1207
826CAPNS1HTA11_83_2000001011HumanColorectumSER2.19e-271.17e+00-0.1526
826CAPNS1HTA11_696_2000001011HumanColorectumAD1.47e-571.32e+00-0.1464
826CAPNS1HTA11_866_2000001011HumanColorectumAD1.83e-341.04e+00-0.1001
826CAPNS1HTA11_1391_2000001011HumanColorectumAD6.82e-481.64e+00-0.059
826CAPNS1HTA11_2992_2000001011HumanColorectumSER3.15e-161.18e+00-0.1706
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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.

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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:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00105067CervixCCregulation of autophagy61/2311317/187232.61e-042.87e-0361
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0016241ColorectumADregulation of macroautophagy50/3918141/187234.55e-057.92e-0450
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00105061ColorectumSERregulation of autophagy74/2897317/187231.39e-042.77e-0374
GO:00162411ColorectumSERregulation of macroautophagy34/2897141/187234.74e-033.72e-0234
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00105062ColorectumMSSregulation of autophagy95/3467317/187234.36e-071.71e-0595
GO:00162412ColorectumMSSregulation of macroautophagy44/3467141/187231.88e-042.64e-0344
GO:00162368EndometriumAEHmacroautophagy52/2100291/187234.56e-044.80e-0352
GO:00105068EndometriumAEHregulation of autophagy54/2100317/187231.15e-039.97e-0354
GO:001623613EndometriumEECmacroautophagy53/2168291/187235.40e-045.42e-0353
GO:001050613EndometriumEECregulation of autophagy55/2168317/187231.40e-031.14e-0255
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:00162418EsophagusHGINregulation of macroautophagy38/2587141/187232.80e-057.21e-0438
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0513145CervixN_HPVShigellosis23/349247/84652.10e-041.75e-031.37e-0323
hsa0513155CervixN_HPVShigellosis23/349247/84652.10e-041.75e-031.37e-0323
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa051314ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa051315ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa051316ColorectumMSI-HShigellosis40/797247/84654.28e-045.34e-034.47e-0340
hsa051317ColorectumMSI-HShigellosis40/797247/84654.28e-045.34e-034.47e-0340
hsa0513126EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa05131111EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa0513127EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513136EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05131114EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
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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
CAPNS1SNVMissense_Mutationrs768772206c.31N>Tp.Gly11Cysp.G11CP04632protein_codingdeleterious_low_confidence(0)probably_damaging(0.975)TCGA-C8-A1HL-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CAPNS1SNVMissense_Mutationnovelc.101N>Ap.Ser34Asnp.S34NP04632protein_codingtolerated_low_confidence(0.08)benign(0.014)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAPNS1SNVMissense_Mutationnovelc.445N>Ap.Ala149Thrp.A149TP04632protein_codingdeleterious(0.03)probably_damaging(0.982)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAPNS1SNVMissense_Mutationnovelc.289N>Cp.Glu97Glnp.E97QP04632protein_codingtolerated(0.07)probably_damaging(0.95)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPNS1SNVMissense_Mutationnovelc.803N>Tp.Ser268Phep.S268FP04632protein_codingdeleterious(0)probably_damaging(0.995)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CAPNS1SNVMissense_Mutationnovelc.759A>Cp.Gln253Hisp.Q253HP04632protein_codingtolerated(0.4)benign(0.012)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CAPNS1SNVMissense_Mutationc.292N>Ap.Val98Ilep.V98IP04632protein_codingtolerated(0.52)benign(0.005)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CAPNS1SNVMissense_Mutationc.614N>Cp.Leu205Prop.L205PP04632protein_codingdeleterious(0.01)probably_damaging(1)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
CAPNS1SNVMissense_Mutationnovelc.583C>Ap.Pro195Thrp.P195TP04632protein_codingdeleterious(0.05)possibly_damaging(0.791)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CAPNS1SNVMissense_Mutationnovelc.623A>Gp.His208Argp.H208RP04632protein_codingtolerated(0.06)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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