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: R3HCC1

Gene summary for R3HCC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

R3HCC1

Gene ID

203069

Gene nameR3H domain and coiled-coil containing 1
Gene AliasR3HCC1
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q9Y3T6


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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
203069R3HCC1P128T-EHumanEsophagusESCC3.95e-307.99e-010.1241
203069R3HCC1P130T-EHumanEsophagusESCC4.01e-356.09e-010.1676
203069R3HCC1C04HumanOral cavityOSCC5.73e-085.78e-010.2633
203069R3HCC1C21HumanOral cavityOSCC1.61e-411.19e+000.2678
203069R3HCC1C30HumanOral cavityOSCC7.41e-261.09e+000.3055
203069R3HCC1C38HumanOral cavityOSCC1.22e-087.74e-010.172
203069R3HCC1C43HumanOral cavityOSCC2.58e-163.33e-010.1704
203069R3HCC1C46HumanOral cavityOSCC1.49e-215.13e-010.1673
203069R3HCC1C51HumanOral cavityOSCC8.98e-105.03e-010.2674
203069R3HCC1C57HumanOral cavityOSCC1.60e-114.98e-010.1679
203069R3HCC1C08HumanOral cavityOSCC1.19e-184.18e-010.1919
203069R3HCC1C09HumanOral cavityOSCC3.73e-051.98e-010.1431
203069R3HCC1LN22HumanOral cavityOSCC2.18e-035.67e-010.1733
203069R3HCC1LN46HumanOral cavityOSCC1.57e-146.44e-010.1666
203069R3HCC1LP17HumanOral cavityLP2.58e-026.12e-010.2349
203069R3HCC1SYSMH1HumanOral cavityOSCC1.15e-021.40e-010.1127
203069R3HCC1SYSMH2HumanOral cavityOSCC3.65e-031.38e-010.2326
203069R3HCC1SYSMH3HumanOral cavityOSCC1.88e-061.74e-010.2442
203069R3HCC1SYSMH6HumanOral cavityOSCC1.19e-031.77e-010.1275
203069R3HCC1P4_S8_cSCCHumanSkincSCC4.68e-028.89e-02-0.3095
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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
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
∗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
R3HCC1SNVMissense_Mutationnovelc.1029N>Tp.Glu343Aspp.E343Dprotein_codingtolerated(0.11)benign(0.07)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
R3HCC1insertionFrame_Shift_Insnovelc.934_935insTGGGTTCAGTTGGGAGGGTGGCATCTTTTATGGCTATTTTATACATp.Gly312ValfsTer28p.G312Vfs*28protein_codingTCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
R3HCC1SNVMissense_Mutationnovelc.260N>Tp.Ser87Leup.S87Lprotein_codingtolerated(0.16)benign(0.165)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
R3HCC1SNVMissense_Mutationrs758791727c.955N>Ap.Val319Metp.V319Mprotein_codingdeleterious(0)probably_damaging(0.931)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
R3HCC1SNVMissense_Mutationc.935N>Cp.Gly312Alap.G312Aprotein_codingtolerated(0.06)benign(0.019)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
R3HCC1SNVMissense_Mutationrs375081566c.1066G>Ap.Ala356Thrp.A356Tprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
R3HCC1SNVMissense_Mutationrs772503867c.1202N>Ap.Arg401Hisp.R401Hprotein_codingtolerated(0.82)benign(0.001)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
R3HCC1SNVMissense_Mutationrs375081566c.1066N>Ap.Ala356Thrp.A356Tprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
R3HCC1SNVMissense_Mutationrs375766658c.784N>Ap.Glu262Lysp.E262Kprotein_codingtolerated(0.11)benign(0.005)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
R3HCC1SNVMissense_Mutationnovelc.143T>Ap.Leu48Hisp.L48Hprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A1DK-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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