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: CAPN1

Gene summary for CAPN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPN1

Gene ID

823

Gene namecalpain 1
Gene AliasCANP
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

B2RDI5


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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
823CAPN1P127T-EHumanEsophagusESCC9.28e-511.11e+000.0826
823CAPN1P128T-EHumanEsophagusESCC4.76e-612.53e+000.1241
823CAPN1P130T-EHumanEsophagusESCC2.11e-982.36e+000.1676
823CAPN1S43HumanLiverCirrhotic2.93e-05-1.93e-01-0.0187
823CAPN1HCC1_MengHumanLiverHCC1.11e-29-1.56e-010.0246
823CAPN1HCC2_MengHumanLiverHCC3.31e-482.69e-010.0107
823CAPN1cirrhotic1HumanLiverCirrhotic5.41e-061.00e-010.0202
823CAPN1cirrhotic2HumanLiverCirrhotic8.48e-142.95e-010.0201
823CAPN1cirrhotic3HumanLiverCirrhotic2.66e-031.39e-010.0215
823CAPN1HCC1HumanLiverHCC2.53e-064.11e+000.5336
823CAPN1HCC2HumanLiverHCC1.41e-043.07e+000.5341
823CAPN1Pt13.bHumanLiverHCC4.14e-04-4.77e-020.0251
823CAPN1S014HumanLiverHCC1.26e-241.15e+000.2254
823CAPN1S015HumanLiverHCC8.29e-181.18e+000.2375
823CAPN1S016HumanLiverHCC3.51e-251.07e+000.2243
823CAPN1S027HumanLiverHCC4.60e-121.41e+000.2446
823CAPN1S028HumanLiverHCC1.07e-271.41e+000.2503
823CAPN1S029HumanLiverHCC8.17e-271.42e+000.2581
823CAPN1C04HumanOral cavityOSCC1.89e-321.97e+000.2633
823CAPN1C21HumanOral cavityOSCC2.48e-843.92e+000.2678
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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
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
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0030879ColorectumADmammary gland development53/3918137/187231.46e-064.58e-0553
GO:0016241ColorectumADregulation of macroautophagy50/3918141/187234.55e-057.92e-0450
GO:0022612ColorectumADgland morphogenesis42/3918118/187231.62e-042.23e-0342
GO:0060443ColorectumADmammary gland morphogenesis18/391843/187231.51e-031.27e-0218
GO:0032801ColorectumADreceptor catabolic process12/391828/187237.21e-034.39e-0212
GO:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00105061ColorectumSERregulation of autophagy74/2897317/187231.39e-042.77e-0374
GO:00308791ColorectumSERmammary gland development37/2897137/187233.61e-045.61e-0337
GO:00162411ColorectumSERregulation of macroautophagy34/2897141/187234.74e-033.72e-0234
GO:0032409ColorectumSERregulation of transporter activity65/2897310/187235.71e-034.19e-0265
GO:00226121ColorectumSERgland morphogenesis29/2897118/187236.54e-034.68e-0229
GO:00487322ColorectumMSSgland development143/3467436/187233.85e-138.01e-11143
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00308792ColorectumMSSmammary gland development51/3467137/187231.88e-078.26e-0651
GO:00105062ColorectumMSSregulation of autophagy95/3467317/187234.36e-071.71e-0595
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa042181ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa051312ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa050103ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa051313ColorectumSERShigellosis87/1580247/84653.07e-107.27e-095.28e-0987
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
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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
CAPN1SNVMissense_Mutationc.491N>Cp.Val164Alap.V164AP07384protein_codingdeleterious(0)benign(0.435)TCGA-AN-A0XP-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CAPN1SNVMissense_Mutationnovelc.1444G>Ap.Glu482Lysp.E482KP07384protein_codingdeleterious(0)possibly_damaging(0.901)TCGA-BH-A5J0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CAPN1SNVMissense_Mutationrs762252249c.1417N>Tp.Arg473Cysp.R473CP07384protein_codingdeleterious(0.05)probably_damaging(0.985)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CAPN1SNVMissense_Mutationc.2079N>Ap.Asp693Glup.D693EP07384protein_codingdeleterious(0.03)benign(0.062)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CAPN1SNVMissense_Mutationc.1304N>Ap.Gly435Aspp.G435DP07384protein_codingdeleterious(0.01)probably_damaging(0.971)TCGA-E2-A14W-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
CAPN1SNVMissense_Mutationc.595N>Cp.Asn199Hisp.N199HP07384protein_codingtolerated(0.17)possibly_damaging(0.522)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
CAPN1SNVMissense_Mutationc.824N>Gp.Ser275Cysp.S275CP07384protein_codingdeleterious(0)probably_damaging(0.987)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPN1SNVMissense_Mutationc.1461N>Ap.Phe487Leup.F487LP07384protein_codingtolerated(0.32)benign(0.003)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPN1SNVMissense_Mutationnovelc.1576N>Ap.Asp526Asnp.D526NP07384protein_codingtolerated(0.23)benign(0.219)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPN1SNVMissense_Mutationc.127N>Cp.Glu43Glnp.E43QP07384protein_codingtolerated(0.06)benign(0.013)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
823CAPN1PROTEASE, DRUGGABLE GENOME, ENZYMEUndecylenic acid derivative 1
823CAPN1PROTEASE, DRUGGABLE GENOME, ENZYMEBORTEZOMIBBORTEZOMIB20875739
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