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: CBWD2

Gene summary for CBWD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CBWD2

Gene ID

150472

Gene nameCOBW domain containing 2
Gene AliasCBWD2
Cytomap2q14.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

C9J3G2


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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
150472CBWD2HTA11_99999965062_69753HumanColorectumMSI-H1.61e-029.05e-010.3487
150472CBWD2HTA11_99999965104_69814HumanColorectumMSS1.96e-096.91e-010.281
150472CBWD2A015-C-203HumanColorectumFAP1.41e-07-1.87e-01-0.1294
150472CBWD2A002-C-201HumanColorectumFAP1.74e-04-2.19e-010.0324
150472CBWD2A001-C-108HumanColorectumFAP4.41e-03-7.53e-02-0.0272
150472CBWD2A002-C-205HumanColorectumFAP2.87e-06-2.11e-01-0.1236
150472CBWD2A015-C-006HumanColorectumFAP3.64e-02-1.33e-01-0.0994
150472CBWD2A002-C-114HumanColorectumFAP9.68e-04-1.62e-01-0.1561
150472CBWD2A015-C-104HumanColorectumFAP7.26e-07-1.81e-01-0.1899
150472CBWD2A002-C-016HumanColorectumFAP1.80e-05-1.86e-010.0521
150472CBWD2A001-C-203HumanColorectumFAP4.17e-03-1.53e-01-0.0481
150472CBWD2A002-C-116HumanColorectumFAP2.24e-10-2.53e-01-0.0452
150472CBWD2A014-C-008HumanColorectumFAP4.72e-02-1.40e-01-0.191
150472CBWD2A018-E-020HumanColorectumFAP1.91e-03-1.33e-01-0.2034
150472CBWD2F034HumanColorectumFAP1.12e-05-2.11e-01-0.0665
150472CBWD2LZE2DHumanEsophagusHGIN1.03e-065.46e-010.0642
150472CBWD2LZE2THumanEsophagusESCC7.06e-087.78e-010.082
150472CBWD2LZE4THumanEsophagusESCC1.39e-236.42e-010.0811
150472CBWD2LZE5THumanEsophagusESCC3.71e-106.77e-010.0514
150472CBWD2LZE7THumanEsophagusESCC9.24e-137.35e-010.0667
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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
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
∗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
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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
CBWD2SNVMissense_Mutationnovelc.561C>Gp.Ile187Metp.I187MQ8IUF1protein_codingtolerated(0.27)benign(0.219)TCGA-EA-A1QS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CBWD2SNVMissense_Mutationnovelc.17G>Ap.Gly6Glup.G6EQ8IUF1protein_codingtolerated_low_confidence(0.11)benign(0.074)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CBWD2SNVMissense_Mutationnovelc.53N>Gp.Asp18Glyp.D18GQ8IUF1protein_codingtolerated(0.06)possibly_damaging(0.468)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CBWD2SNVMissense_Mutationc.463N>Cp.Glu155Glnp.E155QQ8IUF1protein_codingtolerated(0.05)possibly_damaging(0.524)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CBWD2SNVMissense_Mutationnovelc.158N>Ap.Ala53Aspp.A53DQ8IUF1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CBWD2SNVMissense_Mutationnovelc.378G>Tp.Lys126Asnp.K126NQ8IUF1protein_codingdeleterious(0.02)probably_damaging(0.928)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CBWD2SNVMissense_Mutationnovelc.1087N>Gp.Asn363Aspp.N363DQ8IUF1protein_codingtolerated(0.07)benign(0.168)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CBWD2SNVMissense_Mutationnovelc.475N>Tp.Asp159Tyrp.D159YQ8IUF1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
CBWD2SNVMissense_Mutationnovelc.123N>Tp.Lys41Asnp.K41NQ8IUF1protein_codingdeleterious(0)benign(0.424)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CBWD2SNVMissense_Mutationc.1058N>Tp.Arg353Ilep.R353IQ8IUF1protein_codingdeleterious(0.04)probably_damaging(0.931)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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