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: CAPN3

Gene summary for CAPN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPN3

Gene ID

825

Gene namecalpain 3
Gene AliasCANP3
Cytomap15q15.1
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P20807


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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
825CAPN3RNA-P10T2-P10T2-2HumanLungAAH3.17e-046.29e-01-0.1406
825CAPN3RNA-P10T2-P10T2-3HumanLungAAH1.22e-025.04e-01-0.1408
825CAPN3RNA-P25T1-P25T1-1HumanLungAIS1.17e-043.06e-01-0.2116
825CAPN3RNA-P25T1-P25T1-2HumanLungAIS2.37e-024.00e-01-0.1941
825CAPN3RNA-P25T1-P25T1-4HumanLungAIS2.81e-064.37e-01-0.2119
825CAPN3RNA-P6T2-P6T2-1HumanLungIAC3.36e-062.96e-01-0.0166
825CAPN3RNA-P6T2-P6T2-2HumanLungIAC1.06e-021.82e-01-0.0132
825CAPN3RNA-P6T2-P6T2-3HumanLungIAC4.72e-021.55e-01-0.013
825CAPN3RNA-P6T2-P6T2-4HumanLungIAC1.85e-042.32e-01-0.0121
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:19033208LungIACregulation of protein modification by small protein conjugation or removal64/2061242/187231.38e-114.83e-0964
GO:00458628LungIACpositive regulation of proteolysis80/2061372/187232.62e-094.21e-0780
GO:00310327LungIACactomyosin structure organization46/2061196/187234.70e-073.10e-0546
GO:00316478LungIACregulation of protein stability62/2061298/187235.37e-073.32e-0562
GO:19033218LungIACnegative regulation of protein modification by small protein conjugation or removal28/206195/187237.08e-074.08e-0528
GO:00072495LungIACI-kappaB kinase/NF-kappaB signaling56/2061281/187237.39e-062.62e-0456
GO:00431226LungIACregulation of I-kappaB kinase/NF-kappaB signaling51/2061249/187238.41e-062.87e-0451
GO:00621978LungIACcellular response to chemical stress64/2061337/187238.92e-063.01e-0464
GO:00510903LungIACregulation of DNA-binding transcription factor activity76/2061440/187234.44e-051.05e-0376
GO:00510914LungIACpositive regulation of DNA-binding transcription factor activity50/2061260/187235.87e-051.29e-0350
GO:00316483LungIACprotein destabilization15/206146/187237.40e-051.55e-0315
GO:00459276LungIACpositive regulation of growth49/2061259/187231.06e-042.05e-0349
GO:00486385LungIACregulation of developmental growth59/2061330/187231.17e-042.22e-0359
GO:00512357LungIACmaintenance of location58/2061327/187231.66e-042.96e-0358
GO:0051092LungIACpositive regulation of NF-kappaB transcription factor activity32/2061152/187232.25e-043.90e-0332
GO:00712146LungIACcellular response to abiotic stimulus58/2061331/187232.30e-043.96e-0358
GO:01040046LungIACcellular response to environmental stimulus58/2061331/187232.30e-043.96e-0358
GO:0042692LungIACmuscle cell differentiation65/2061384/187232.75e-044.54e-0365
GO:00486394LungIACpositive regulation of developmental growth35/2061174/187232.96e-044.79e-0335
GO:00515924LungIACresponse to calcium ion31/2061149/187233.47e-045.42e-0331
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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
CAPN3SNVMissense_Mutationc.311A>Gp.Glu104Glyp.E104GP20807protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CAPN3SNVMissense_Mutationrs772580081c.46G>Ap.Glu16Lysp.E16KP20807protein_codingtolerated(0.17)benign(0.001)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
CAPN3SNVMissense_Mutationc.1328N>Tp.Ser443Phep.S443FP20807protein_codingdeleterious(0)benign(0.33)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
CAPN3deletionFrame_Shift_Delnovelc.1004delNp.Tyr336ThrfsTer16p.Y336Tfs*16P20807protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CAPN3SNVMissense_Mutationc.610C>Gp.Leu204Valp.L204VP20807protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CAPN3SNVMissense_Mutationrs398123145c.2218N>Ap.Gly740Serp.G740SP20807protein_codingdeleterious(0.03)possibly_damaging(0.446)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPN3SNVMissense_Mutationrs142004418c.1621N>Tp.Arg541Trpp.R541WP20807protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A5ZF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CAPN3SNVMissense_Mutationc.1024N>Cp.Asp342Hisp.D342HP20807protein_codingdeleterious(0.01)benign(0.409)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPN3SNVMissense_Mutationc.433C>Tp.Leu145Phep.L145FP20807protein_codingdeleterious(0.01)probably_damaging(1)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPN3SNVMissense_Mutationrs587780290c.2243N>Ap.Arg748Glnp.R748QP20807protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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