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: RWDD4

Gene summary for RWDD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RWDD4

Gene ID

201965

Gene nameRWD domain containing 4
Gene AliasFAM28A
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

E7EV43


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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
201965RWDD4LZE4THumanEsophagusESCC1.79e-133.39e-010.0811
201965RWDD4LZE7THumanEsophagusESCC1.46e-063.70e-010.0667
201965RWDD4LZE8THumanEsophagusESCC2.29e-051.57e-010.067
201965RWDD4LZE20THumanEsophagusESCC6.20e-032.15e-010.0662
201965RWDD4LZE22THumanEsophagusESCC3.23e-034.38e-010.068
201965RWDD4LZE24THumanEsophagusESCC2.22e-175.11e-010.0596
201965RWDD4LZE6THumanEsophagusESCC5.77e-053.88e-010.0845
201965RWDD4P1T-EHumanEsophagusESCC2.55e-062.89e-010.0875
201965RWDD4P2T-EHumanEsophagusESCC1.70e-366.66e-010.1177
201965RWDD4P4T-EHumanEsophagusESCC1.12e-318.82e-010.1323
201965RWDD4P5T-EHumanEsophagusESCC3.30e-438.04e-010.1327
201965RWDD4P8T-EHumanEsophagusESCC8.26e-193.47e-010.0889
201965RWDD4P9T-EHumanEsophagusESCC1.85e-103.81e-010.1131
201965RWDD4P10T-EHumanEsophagusESCC1.76e-213.17e-010.116
201965RWDD4P11T-EHumanEsophagusESCC1.22e-104.74e-010.1426
201965RWDD4P12T-EHumanEsophagusESCC7.63e-489.27e-010.1122
201965RWDD4P15T-EHumanEsophagusESCC7.37e-286.53e-010.1149
201965RWDD4P16T-EHumanEsophagusESCC3.24e-406.29e-010.1153
201965RWDD4P17T-EHumanEsophagusESCC1.15e-166.49e-010.1278
201965RWDD4P19T-EHumanEsophagusESCC4.06e-055.22e-010.1662
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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
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
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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
RWDD4SNVMissense_Mutationc.92C>Ap.Ser31Tyrp.S31YQ6NW29protein_codingdeleterious(0.01)possibly_damaging(0.837)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RWDD4insertionFrame_Shift_Insnovelc.204_205insTp.Asn69Terp.N69*Q6NW29protein_codingTCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RWDD4SNVMissense_Mutationnovelc.376A>Gp.Asn126Aspp.N126DQ6NW29protein_codingtolerated(0.47)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RWDD4SNVMissense_Mutationnovelc.296C>Tp.Thr99Ilep.T99IQ6NW29protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RWDD4SNVMissense_Mutationnovelc.427N>Tp.Asp143Tyrp.D143YQ6NW29protein_codingdeleterious(0.01)benign(0.44)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RWDD4SNVMissense_Mutationnovelc.517G>Ap.Val173Ilep.V173IQ6NW29protein_codingtolerated(0.06)benign(0.236)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RWDD4SNVMissense_Mutationrs752249282c.461N>Ap.Arg154Hisp.R154HQ6NW29protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RWDD4SNVMissense_Mutationnovelc.163N>Cp.Tyr55Hisp.Y55HQ6NW29protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EY-A5W2-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RWDD4SNVMissense_Mutationnovelc.428N>Gp.Asp143Glyp.D143GQ6NW29protein_codingtolerated(0.06)benign(0.075)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
RWDD4insertionFrame_Shift_Insnovelc.204dupTp.Asn69Terp.N69*Q6NW29protein_codingTCGA-BS-A0UM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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