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: R3HDML

Gene summary for R3HDML

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

R3HDML

Gene ID

140902

Gene nameR3H domain containing like
Gene AliasdJ881L22.3
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q9H3Y0


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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
140902R3HDMLHTA11_347_2000001011HumanColorectumAD8.62e-062.98e-01-0.1954
140902R3HDMLHTA11_696_2000001011HumanColorectumAD9.59e-032.07e-01-0.1464
140902R3HDMLHTA11_866_2000001011HumanColorectumAD8.73e-031.81e-01-0.1001
140902R3HDMLHTA11_99999971662_82457HumanColorectumMSS2.74e-146.05e-010.3859
140902R3HDMLHTA11_99999974143_84620HumanColorectumMSS2.63e-155.04e-010.3005
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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
∗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:0052547ColorectumADregulation of peptidase activity137/3918461/187234.12e-061.12e-04137
GO:0045861ColorectumADnegative regulation of proteolysis106/3918351/187232.33e-054.57e-04106
GO:00525472ColorectumMSSregulation of peptidase activity130/3467461/187231.81e-078.13e-06130
GO:00458612ColorectumMSSnegative regulation of proteolysis97/3467351/187231.57e-053.54e-0497
GO:00513461ColorectumMSSnegative regulation of hydrolase activity92/3467379/187232.85e-032.22e-0292
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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
R3HDMLSNVMissense_Mutationc.188N>Ap.Met63Lysp.M63KQ9H3Y0protein_codingtolerated(0.33)benign(0.368)TCGA-A2-A1G6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
R3HDMLSNVMissense_Mutationrs777264582c.221N>Ap.Arg74Glnp.R74QQ9H3Y0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
R3HDMLSNVMissense_Mutationrs373660156c.535N>Tp.Arg179Trpp.R179WQ9H3Y0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
R3HDMLSNVMissense_Mutationc.660N>Cp.Lys220Asnp.K220NQ9H3Y0protein_codingdeleterious(0)probably_damaging(0.976)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
R3HDMLSNVMissense_Mutationc.161N>Ap.Arg54Glnp.R54QQ9H3Y0protein_codingtolerated(0.32)benign(0.031)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
R3HDMLSNVMissense_Mutationc.493N>Gp.Thr165Alap.T165AQ9H3Y0protein_codingdeleterious(0.02)benign(0)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
R3HDMLSNVMissense_Mutationnovelc.4N>Tp.Pro2Serp.P2SQ9H3Y0protein_codingtolerated(0.43)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
R3HDMLSNVMissense_Mutationnovelc.296N>Tp.Ala99Valp.A99VQ9H3Y0protein_codingdeleterious(0.02)probably_damaging(0.947)TCGA-AJ-A3NH-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
R3HDMLSNVMissense_Mutationnovelc.257N>Gp.Tyr86Cysp.Y86CQ9H3Y0protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
R3HDMLSNVMissense_Mutationrs766996028c.212N>Gp.Asn71Serp.N71SQ9H3Y0protein_codingdeleterious(0.01)possibly_damaging(0.759)TCGA-AX-A2HJ-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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