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: CAP2

Gene summary for CAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAP2

Gene ID

10486

Gene namecyclase associated actin cytoskeleton regulatory protein 2
Gene AliasCAP2
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P40123


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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
10486CAP2LZE4THumanEsophagusESCC1.19e-021.52e-010.0811
10486CAP2LZE7THumanEsophagusESCC2.91e-074.05e-010.0667
10486CAP2P2T-EHumanEsophagusESCC7.31e-041.50e-010.1177
10486CAP2P5T-EHumanEsophagusESCC5.29e-031.39e-010.1327
10486CAP2P8T-EHumanEsophagusESCC1.10e-123.11e-010.0889
10486CAP2P9T-EHumanEsophagusESCC1.31e-021.05e-010.1131
10486CAP2P10T-EHumanEsophagusESCC1.30e-122.59e-010.116
10486CAP2P11T-EHumanEsophagusESCC1.16e-063.79e-010.1426
10486CAP2P12T-EHumanEsophagusESCC2.70e-061.56e-010.1122
10486CAP2P15T-EHumanEsophagusESCC9.29e-071.93e-010.1149
10486CAP2P16T-EHumanEsophagusESCC2.79e-031.33e-010.1153
10486CAP2P19T-EHumanEsophagusESCC1.60e-022.72e-010.1662
10486CAP2P21T-EHumanEsophagusESCC2.92e-092.11e-010.1617
10486CAP2P30T-EHumanEsophagusESCC2.30e-051.79e-010.137
10486CAP2P31T-EHumanEsophagusESCC5.85e-173.04e-010.1251
10486CAP2P37T-EHumanEsophagusESCC3.67e-051.19e-010.1371
10486CAP2P38T-EHumanEsophagusESCC3.29e-053.49e-010.127
10486CAP2P47T-EHumanEsophagusESCC9.34e-031.58e-010.1067
10486CAP2P48T-EHumanEsophagusESCC7.50e-036.31e-020.0959
10486CAP2P52T-EHumanEsophagusESCC2.59e-122.96e-010.1555
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00988767CervixCCvesicle-mediated transport to the plasma membrane34/2311136/187233.75e-055.91e-0434
GO:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:19900909CervixCCcellular response to nerve growth factor stimulus14/231153/187234.09e-032.54e-0214
GO:19900897CervixCCresponse to nerve growth factor14/231156/187236.93e-033.74e-0214
GO:199009012CervixN_HPVcellular response to nerve growth factor stimulus6/53453/187233.86e-033.05e-026
GO:199008913CervixN_HPVresponse to nerve growth factor6/53456/187235.08e-033.73e-026
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:1990090ColorectumADcellular response to nerve growth factor stimulus26/391853/187234.87e-061.28e-0426
GO:1990089ColorectumADresponse to nerve growth factor26/391856/187231.71e-053.59e-0426
GO:0032456ColorectumADendocytic recycling28/391873/187234.87e-045.30e-0328
GO:00988762ColorectumMSSvesicle-mediated transport to the plasma membrane54/3467136/187236.20e-093.95e-0754
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:19900902ColorectumMSScellular response to nerve growth factor stimulus23/346753/187232.56e-055.31e-0423
GO:19900892ColorectumMSSresponse to nerve growth factor23/346756/187237.34e-051.23e-0323
GO:00324561ColorectumMSSendocytic recycling26/346773/187234.05e-044.99e-0326
GO:00988763ColorectumFAPvesicle-mediated transport to the plasma membrane42/2622136/187233.16e-071.78e-0542
GO:00161973ColorectumFAPendosomal transport56/2622230/187231.79e-054.53e-0456
GO:19900904ColorectumFAPcellular response to nerve growth factor stimulus17/262253/187236.20e-046.82e-0317
GO:19900893ColorectumFAPresponse to nerve growth factor17/262256/187231.24e-031.16e-0217
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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
CAP2SNVMissense_Mutationc.1285N>Cp.Asp429Hisp.D429HP40123protein_codingdeleterious(0.04)benign(0.134)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
CAP2SNVMissense_Mutationnovelc.630C>Ap.Ser210Argp.S210RP40123protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CAP2SNVMissense_Mutationc.4G>Tp.Ala2Serp.A2SP40123protein_codingtolerated(0.18)benign(0.061)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CAP2SNVMissense_Mutationc.280C>Gp.Gln94Glup.Q94EP40123protein_codingtolerated(0.27)benign(0.119)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CAP2SNVMissense_Mutationc.1385N>Tp.Ala462Valp.A462VP40123protein_codingtolerated(1)benign(0)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CAP2SNVMissense_Mutationc.203N>Tp.Ala68Valp.A68VP40123protein_codingdeleterious(0)benign(0.312)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CAP2SNVMissense_Mutationnovelc.1165N>Ap.Val389Metp.V389MP40123protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CAP2SNVMissense_Mutationnovelc.17N>Ap.Gly6Glup.G6EP40123protein_codingtolerated(0.59)probably_damaging(0.987)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CAP2SNVMissense_Mutationrs141863829c.50N>Ap.Arg17Hisp.R17HP40123protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CAP2SNVMissense_Mutationnovelc.938N>Ap.Pro313Hisp.P313HP40123protein_codingdeleterious(0.05)possibly_damaging(0.633)TCGA-A5-A0G1-01Endometriumuterine 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
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