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: CBWD5

Gene summary for CBWD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CBWD5

Gene ID

220869

Gene nameCOBW domain containing 5
Gene AliasCBWD3
Cytomap9q21.11
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

O60748


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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
220869CBWD5HTA11_3410_2000001011HumanColorectumAD1.86e-02-2.21e-010.0155
220869CBWD5HTA11_99999965062_69753HumanColorectumMSI-H7.15e-061.39e+000.3487
220869CBWD5A015-C-203HumanColorectumFAP1.10e-07-2.13e-01-0.1294
220869CBWD5A002-C-201HumanColorectumFAP4.07e-03-1.13e-010.0324
220869CBWD5A002-C-205HumanColorectumFAP5.15e-08-1.98e-01-0.1236
220869CBWD5A015-C-005HumanColorectumFAP6.94e-03-2.12e-01-0.0336
220869CBWD5A015-C-006HumanColorectumFAP1.26e-03-1.95e-01-0.0994
220869CBWD5A002-C-114HumanColorectumFAP8.68e-08-2.54e-01-0.1561
220869CBWD5A015-C-104HumanColorectumFAP5.71e-07-2.38e-01-0.1899
220869CBWD5A002-C-016HumanColorectumFAP1.73e-05-5.29e-020.0521
220869CBWD5A015-C-002HumanColorectumFAP2.63e-02-1.95e-01-0.0763
220869CBWD5A002-C-116HumanColorectumFAP2.38e-07-1.93e-01-0.0452
220869CBWD5A014-C-008HumanColorectumFAP9.65e-03-1.96e-02-0.191
220869CBWD5A018-E-020HumanColorectumFAP6.50e-06-1.23e-01-0.2034
220869CBWD5F034HumanColorectumFAP3.72e-04-1.25e-01-0.0665
220869CBWD5CRC-3-11773HumanColorectumCRC2.90e-021.68e-010.2564
220869CBWD5LZE4THumanEsophagusESCC2.56e-176.83e-010.0811
220869CBWD5LZE5THumanEsophagusESCC4.49e-069.09e-010.0514
220869CBWD5LZE7THumanEsophagusESCC4.27e-219.63e-010.0667
220869CBWD5LZE8THumanEsophagusESCC2.35e-206.88e-010.067
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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
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
∗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
CBWD5SNVMissense_Mutationnovelc.406N>Ap.Glu136Lysp.E136KQ5RIA9protein_codingdeleterious(0.05)possibly_damaging(0.571)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CBWD5SNVMissense_Mutationrs371887218c.61G>Cp.Glu21Glnp.E21QQ5RIA9protein_codingtolerated(0.17)possibly_damaging(0.451)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CBWD5SNVMissense_Mutationnovelc.1058N>Ap.Arg353Lysp.R353KQ5RIA9protein_codingtolerated(0.2)possibly_damaging(0.506)TCGA-VS-A954-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
CBWD5SNVMissense_Mutationnovelc.1006G>Ap.Glu336Lysp.E336KQ5RIA9protein_codingdeleterious(0.04)possibly_damaging(0.893)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CBWD5SNVMissense_Mutationnovelc.258N>Cp.Lys86Asnp.K86NQ5RIA9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CBWD5SNVMissense_Mutationnovelc.807N>Gp.His269Glnp.H269QQ5RIA9protein_codingdeleterious(0)probably_damaging(0.967)TCGA-DM-A1D0-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CBWD5SNVMissense_Mutationnovelc.22N>Ap.Val8Metp.V8MQ5RIA9protein_codingdeleterious_low_confidence(0.02)benign(0.309)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CBWD5SNVMissense_Mutationnovelc.674N>Ap.Gly225Glup.G225EQ5RIA9protein_codingdeleterious(0.02)possibly_damaging(0.6)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CBWD5SNVMissense_Mutationnovelc.796N>Gp.Thr266Alap.T266AQ5RIA9protein_codingtolerated(0.37)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CBWD5SNVMissense_Mutationnovelc.1126N>Gp.Thr376Alap.T376AQ5RIA9protein_codingtolerated(0.16)benign(0.013)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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