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: CAPG

Gene summary for CAPG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAPG

Gene ID

822

Gene namecapping actin protein, gelsolin like
Gene AliasAFCP
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

B2R9S4


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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
822CAPGGSM4909282HumanBreastIDC5.46e-306.45e-01-0.0288
822CAPGGSM4909285HumanBreastIDC3.73e-114.36e-010.21
822CAPGGSM4909286HumanBreastIDC6.18e-12-3.39e-010.1081
822CAPGGSM4909294HumanBreastIDC3.77e-05-1.80e-010.2022
822CAPGGSM4909296HumanBreastIDC8.95e-103.10e-010.1524
822CAPGGSM4909297HumanBreastIDC1.58e-081.44e-020.1517
822CAPGGSM4909302HumanBreastIDC4.91e-02-2.20e-010.1545
822CAPGGSM4909305HumanBreastIDC3.86e-043.37e-010.0436
822CAPGGSM4909311HumanBreastIDC1.83e-24-2.04e-010.1534
822CAPGGSM4909312HumanBreastIDC7.13e-09-3.35e-020.1552
822CAPGGSM4909319HumanBreastIDC1.46e-26-1.54e-010.1563
822CAPGGSM4909320HumanBreastIDC1.11e-036.14e-020.1575
822CAPGGSM4909321HumanBreastIDC6.99e-131.16e-010.1559
822CAPGbrca1HumanBreastPrecancer1.44e-165.48e-01-0.0338
822CAPGbrca2HumanBreastPrecancer7.22e-094.55e-01-0.024
822CAPGbrca3HumanBreastPrecancer2.17e-205.42e-01-0.0263
822CAPGbrca10HumanBreastPrecancer4.29e-053.95e-01-0.0029
822CAPGNCCBC14HumanBreastDCIS1.16e-083.47e-010.2021
822CAPGNCCBC3HumanBreastDCIS8.93e-256.45e-010.1198
822CAPGNCCBC5HumanBreastDCIS3.25e-153.51e-010.2046
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:190290324BreastDCISregulation of supramolecular fiber organization54/1390383/187233.82e-061.16e-0454
GO:003295624BreastDCISregulation of actin cytoskeleton organization48/1390358/187234.82e-059.92e-0448
GO:000701524BreastDCISactin filament organization56/1390442/187235.90e-051.19e-0356
GO:005125814BreastDCISprotein polymerization39/1390297/187233.64e-045.15e-0339
GO:011005324BreastDCISregulation of actin filament organization37/1390278/187233.91e-045.40e-0337
GO:003227114BreastDCISregulation of protein polymerization32/1390233/187235.44e-046.98e-0332
GO:003133322BreastDCISnegative regulation of protein-containing complex assembly22/1390141/187237.08e-048.51e-0322
GO:003253514BreastDCISregulation of cellular component size44/1390383/187232.58e-032.30e-0244
GO:002241113BreastDCIScellular component disassembly48/1390443/187235.35e-033.92e-0248
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:011005310CervixCCregulation of actin filament organization67/2311278/187234.01e-082.54e-0667
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:003227110CervixCCregulation of protein polymerization57/2311233/187232.37e-071.03e-0557
GO:00081549CervixCCactin polymerization or depolymerization51/2311218/187234.05e-061.05e-0451
GO:00300419CervixCCactin filament polymerization45/2311191/187231.20e-052.54e-0445
GO:00325359CervixCCregulation of cellular component size76/2311383/187231.66e-053.21e-0476
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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
CAPGSNVMissense_Mutationc.181N>Gp.Leu61Valp.L61VP40121protein_codingtolerated(0.11)benign(0.04)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CAPGinsertionFrame_Shift_Insnovelc.463_464insAGCACAGCTGCATGCAAGCAGGGTGGAGGGGAGAp.Leu155GlnfsTer58p.L155Qfs*58P40121protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CAPGSNVMissense_Mutationrs566538644c.967N>Ap.Ala323Thrp.A323TP40121protein_codingdeleterious(0.01)benign(0)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CAPGSNVMissense_Mutationc.902N>Tp.Ala301Valp.A301VP40121protein_codingdeleterious(0)possibly_damaging(0.836)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CAPGSNVMissense_Mutationrs566538644c.967N>Ap.Ala323Thrp.A323TP40121protein_codingdeleterious(0.01)benign(0)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
CAPGSNVMissense_Mutationc.172G>Tp.Val58Phep.V58FP40121protein_codingtolerated(0.72)benign(0.022)TCGA-DM-A1D7-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CAPGdeletionFrame_Shift_Delc.19delNp.Gln7ArgfsTer23p.Q7Rfs*23P40121protein_codingTCGA-DC-5869-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownSD
CAPGSNVMissense_Mutationnovelc.103N>Ap.Ala35Thrp.A35TP40121protein_codingdeleterious(0)benign(0.011)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CAPGSNVMissense_Mutationnovelc.460N>Tp.Ala154Serp.A154SP40121protein_codingtolerated(0.15)benign(0.083)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CAPGSNVMissense_Mutationrs768616851c.955C>Tp.Arg319Cysp.R319CP40121protein_codingtolerated(0.05)possibly_damaging(0.809)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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
822CAPGNAvincristineVINCRISTINE
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