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: R3HCC1L

Gene summary for R3HCC1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

R3HCC1L

Gene ID

27291

Gene nameR3H domain and coiled-coil containing 1 like
Gene AliasC10orf28
Cytomap10q24.2
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

D3DR60


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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
27291R3HCC1LHTA11_3410_2000001011HumanColorectumAD1.99e-09-4.81e-010.0155
27291R3HCC1LHTA11_696_2000001011HumanColorectumAD3.86e-06-3.30e-01-0.1464
27291R3HCC1LHTA11_866_3004761011HumanColorectumAD1.62e-06-4.41e-010.096
27291R3HCC1LHTA11_10711_2000001011HumanColorectumAD7.56e-03-4.32e-010.0338
27291R3HCC1LHTA11_7696_3000711011HumanColorectumAD1.85e-11-4.22e-010.0674
27291R3HCC1LHTA11_99999970781_79442HumanColorectumMSS3.10e-12-4.32e-010.294
27291R3HCC1LHTA11_99999971662_82457HumanColorectumMSS7.87e-06-3.81e-010.3859
27291R3HCC1LHTA11_99999973899_84307HumanColorectumMSS1.94e-02-4.99e-010.2585
27291R3HCC1LHTA11_99999974143_84620HumanColorectumMSS2.04e-12-4.79e-010.3005
27291R3HCC1LA002-C-010HumanColorectumFAP8.31e-03-1.05e-010.242
27291R3HCC1LA015-C-203HumanColorectumFAP6.84e-18-3.55e-01-0.1294
27291R3HCC1LA015-C-204HumanColorectumFAP1.75e-05-3.18e-01-0.0228
27291R3HCC1LA014-C-040HumanColorectumFAP2.62e-02-3.60e-01-0.1184
27291R3HCC1LA002-C-201HumanColorectumFAP6.54e-09-2.47e-010.0324
27291R3HCC1LA002-C-203HumanColorectumFAP8.24e-04-1.08e-010.2786
27291R3HCC1LA001-C-119HumanColorectumFAP3.54e-12-5.54e-01-0.1557
27291R3HCC1LA001-C-108HumanColorectumFAP1.80e-10-2.74e-01-0.0272
27291R3HCC1LA002-C-205HumanColorectumFAP4.97e-18-4.19e-01-0.1236
27291R3HCC1LA001-C-104HumanColorectumFAP1.50e-04-2.78e-010.0184
27291R3HCC1LA015-C-005HumanColorectumFAP3.24e-03-2.14e-01-0.0336
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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
∗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
R3HCC1LSNVMissense_Mutationrs369451185c.1447N>Cp.Tyr483Hisp.Y483Hprotein_codingtolerated(0.16)benign(0.013)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
R3HCC1LSNVMissense_Mutationnovelc.859N>Ap.Glu287Lysp.E287Kprotein_codingtolerated(0.12)benign(0.104)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
R3HCC1LSNVMissense_Mutationc.2044N>Ap.Ala682Thrp.A682Tprotein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
R3HCC1LSNVMissense_Mutationc.1504N>Ap.Asp502Asnp.D502Nprotein_codingtolerated(0.17)benign(0.007)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
R3HCC1LSNVMissense_Mutationnovelc.808C>Gp.Pro270Alap.P270Aprotein_codingtolerated(0.15)benign(0.287)TCGA-VS-AA62-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
R3HCC1LSNVMissense_Mutationc.1966N>Tp.His656Tyrp.H656Yprotein_codingdeleterious(0)benign(0.017)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
R3HCC1LSNVMissense_Mutationnovelc.258N>Tp.Lys86Asnp.K86Nprotein_codingdeleterious(0)possibly_damaging(0.885)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
R3HCC1LSNVMissense_Mutationc.1960G>Ap.Glu654Lysp.E654Kprotein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
R3HCC1LSNVMissense_Mutationnovelc.744A>Cp.Gln248Hisp.Q248Hprotein_codingdeleterious(0)benign(0.067)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
R3HCC1LSNVMissense_Mutationrs373657280c.206N>Ap.Arg69Glnp.R69Qprotein_codingtolerated(1)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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