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:0030832111ThyroidATCregulation of actin filament length101/6293189/187231.43e-082.92e-07101
GO:0030041111ThyroidATCactin filament polymerization101/6293191/187232.91e-085.50e-07101
GO:0048872210ThyroidATChomeostasis of number of cells135/6293272/187232.92e-085.50e-07135
GO:0030833110ThyroidATCregulation of actin filament polymerization91/6293172/187231.34e-072.20e-0691
GO:000226234ThyroidATCmyeloid cell homeostasis84/6293157/187232.12e-073.33e-0684
GO:003410134ThyroidATCerythrocyte homeostasis71/6293129/187234.36e-076.34e-0671
GO:003009933ThyroidATCmyeloid cell differentiation170/6293381/187234.26e-064.68e-05170
GO:003560114ThyroidATCprotein deacylation61/6293112/187234.37e-064.79e-0561
GO:000647614ThyroidATCprotein deacetylation56/6293101/187235.15e-065.57e-0556
GO:0030218210ThyroidATCerythrocyte differentiation64/6293120/187236.52e-066.76e-0564
GO:001657512ThyroidATChistone deacetylation47/629382/187238.75e-068.81e-0547
GO:009873213ThyroidATCmacromolecule deacylation61/6293116/187231.89e-051.72e-0461
GO:190290426ThyroidATCnegative regulation of supramolecular fiber organization82/6293167/187232.35e-052.06e-0482
GO:004362412ThyroidATCcellular protein complex disassembly69/6293136/187232.66e-052.28e-0469
GO:003133333ThyroidATCnegative regulation of protein-containing complex assembly71/6293141/187232.83e-052.38e-0471
GO:005126111ThyroidATCprotein depolymerization59/6293114/187234.74e-053.80e-0459
GO:000182414ThyroidATCblastocyst development53/6293106/187233.48e-042.16e-0353
GO:0051494110ThyroidATCnegative regulation of cytoskeleton organization76/6293163/187233.68e-042.27e-0376
GO:006109913ThyroidATCnegative regulation of protein tyrosine kinase activity20/629331/187234.20e-042.51e-0320
GO:003004213ThyroidATCactin filament depolymerization32/629359/187238.74e-044.72e-0332
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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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