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: RWDD2B

Gene summary for RWDD2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RWDD2B

Gene ID

10069

Gene nameRWD domain containing 2B
Gene AliasC21orf6
Cytomap21q21.3
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

P57060


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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
10069RWDD2BLZE24THumanEsophagusESCC9.55e-036.67e-020.0596
10069RWDD2BP2T-EHumanEsophagusESCC1.18e-028.63e-020.1177
10069RWDD2BP4T-EHumanEsophagusESCC2.35e-122.16e-010.1323
10069RWDD2BP8T-EHumanEsophagusESCC1.10e-068.05e-020.0889
10069RWDD2BP9T-EHumanEsophagusESCC7.06e-031.23e-010.1131
10069RWDD2BP10T-EHumanEsophagusESCC3.28e-071.85e-010.116
10069RWDD2BP12T-EHumanEsophagusESCC1.37e-051.34e-010.1122
10069RWDD2BP16T-EHumanEsophagusESCC3.16e-121.43e-010.1153
10069RWDD2BP19T-EHumanEsophagusESCC3.15e-032.50e-010.1662
10069RWDD2BP21T-EHumanEsophagusESCC4.39e-029.89e-020.1617
10069RWDD2BP22T-EHumanEsophagusESCC2.00e-039.55e-020.1236
10069RWDD2BP23T-EHumanEsophagusESCC1.89e-041.53e-010.108
10069RWDD2BP24T-EHumanEsophagusESCC9.22e-078.03e-020.1287
10069RWDD2BP26T-EHumanEsophagusESCC1.74e-058.52e-020.1276
10069RWDD2BP27T-EHumanEsophagusESCC2.65e-041.20e-010.1055
10069RWDD2BP28T-EHumanEsophagusESCC1.19e-071.61e-010.1149
10069RWDD2BP30T-EHumanEsophagusESCC1.56e-104.06e-010.137
10069RWDD2BP31T-EHumanEsophagusESCC1.48e-111.82e-010.1251
10069RWDD2BP32T-EHumanEsophagusESCC2.41e-081.64e-010.1666
10069RWDD2BP37T-EHumanEsophagusESCC3.52e-072.10e-010.1371
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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
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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
RWDD2BSNVMissense_Mutationrs759008140c.581G>Tp.Ser194Ilep.S194IP57060protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RWDD2BinsertionFrame_Shift_Insnovelc.768_769insCACAGGGTGCTGATTGGTGTGTTTACAAACCTTGAGCTAGATACp.Glu257HisfsTer60p.E257Hfs*60P57060protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
RWDD2BinsertionFrame_Shift_Insnovelc.804_805insACCTCAGGTAATCCGCCCGCCTCGGCCTCCCAAAGTGCTATTTATTp.Glu269ThrfsTer16p.E269Tfs*16P57060protein_codingTCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RWDD2BSNVMissense_Mutationnovelc.30N>Cp.Trp10Cysp.W10CP57060protein_codingtolerated_low_confidence(0.06)benign(0.053)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RWDD2BSNVMissense_Mutationc.554N>Ap.Leu185Hisp.L185HP57060protein_codingtolerated(0.32)benign(0.007)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RWDD2BSNVMissense_Mutationc.865N>Ap.Gly289Argp.G289RP57060protein_codingdeleterious(0.04)probably_damaging(0.988)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RWDD2BSNVMissense_Mutationc.761G>Ap.Arg254Hisp.R254HP57060protein_codingdeleterious(0)benign(0.077)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RWDD2BSNVMissense_Mutationrs146828876c.236N>Ap.Arg79Glnp.R79QP57060protein_codingtolerated(0.27)benign(0.055)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RWDD2BSNVMissense_Mutationc.205N>Tp.Asp69Tyrp.D69YP57060protein_codingdeleterious(0.01)benign(0.027)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RWDD2BSNVMissense_Mutationc.761N>Ap.Arg254Hisp.R254HP57060protein_codingdeleterious(0)benign(0.077)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<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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