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: RNF186

Gene summary for RNF186

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF186

Gene ID

54546

Gene namering finger protein 186
Gene AliasRNF186
Cytomap1p36.13
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9NXI6


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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
54546RNF186HTA11_2487_2000001011HumanColorectumSER1.53e-032.47e-01-0.1808
54546RNF186HTA11_2951_2000001011HumanColorectumAD9.51e-095.86e-010.0216
54546RNF186HTA11_1938_2000001011HumanColorectumAD7.00e-063.58e-01-0.0811
54546RNF186HTA11_78_2000001011HumanColorectumAD1.34e-083.67e-01-0.1088
54546RNF186HTA11_347_2000001011HumanColorectumAD9.89e-224.93e-01-0.1954
54546RNF186HTA11_411_2000001011HumanColorectumSER3.69e-064.61e-01-0.2602
54546RNF186HTA11_3361_2000001011HumanColorectumAD1.24e-062.65e-01-0.1207
54546RNF186HTA11_83_2000001011HumanColorectumSER5.14e-103.75e-01-0.1526
54546RNF186HTA11_696_2000001011HumanColorectumAD3.68e-093.41e-01-0.1464
54546RNF186HTA11_866_2000001011HumanColorectumAD9.83e-042.46e-01-0.1001
54546RNF186HTA11_1391_2000001011HumanColorectumAD3.17e-103.77e-01-0.059
54546RNF186HTA11_5212_2000001011HumanColorectumAD2.02e-052.78e-01-0.2061
54546RNF186HTA11_546_2000001011HumanColorectumAD2.47e-125.11e-01-0.0842
54546RNF186HTA11_9341_2000001011HumanColorectumSER4.57e-024.61e-01-0.00410000000000005
54546RNF186HTA11_7862_2000001011HumanColorectumAD1.43e-145.41e-01-0.0179
54546RNF186HTA11_866_3004761011HumanColorectumAD9.83e-244.79e-010.096
54546RNF186HTA11_4255_2000001011HumanColorectumSER4.89e-023.45e-010.0446
54546RNF186HTA11_8622_2000001021HumanColorectumSER2.31e-063.95e-010.0528
54546RNF186HTA11_7663_2000001011HumanColorectumSER3.61e-074.99e-010.0131
54546RNF186HTA11_10623_2000001011HumanColorectumAD2.17e-063.93e-01-0.0177
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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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0070585ColorectumADprotein localization to mitochondrion51/3918125/187233.40e-071.33e-0551
GO:0070059ColorectumADintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress29/391863/187237.03e-061.73e-0429
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0051865ColorectumADprotein autoubiquitination28/391873/187234.87e-045.30e-0328
GO:0070534ColorectumADprotein K63-linked ubiquitination20/391856/187237.57e-034.58e-0220
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00971931ColorectumSERintrinsic apoptotic signaling pathway87/2897288/187231.67e-102.32e-0887
GO:00349761ColorectumSERresponse to endoplasmic reticulum stress74/2897256/187233.01e-082.05e-0674
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00705851ColorectumSERprotein localization to mitochondrion42/2897125/187233.75e-071.98e-0542
GO:00700591ColorectumSERintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress25/289763/187232.92e-061.18e-0425
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00971932ColorectumMSSintrinsic apoptotic signaling pathway102/3467288/187236.06e-129.82e-10102
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00349762ColorectumMSSresponse to endoplasmic reticulum stress81/3467256/187232.65e-071.10e-0581
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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
RNF186SNVMissense_Mutationnovelc.307G>Ap.Glu103Lysp.E103KQ9NXI6protein_codingdeleterious(0.03)benign(0.067)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RNF186SNVMissense_Mutationrs199500273c.271N>Ap.Val91Ilep.V91IQ9NXI6protein_codingtolerated(0.05)benign(0.01)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RNF186SNVMissense_Mutationc.83N>Tp.Gly28Valp.G28VQ9NXI6protein_codingtolerated(0.13)benign(0.009)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF186SNVMissense_Mutationnovelc.484N>Ap.Leu162Metp.L162MQ9NXI6protein_codingdeleterious(0.04)probably_damaging(1)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF186SNVMissense_Mutationc.488N>Tp.Ala163Valp.A163VQ9NXI6protein_codingtolerated(1)benign(0.001)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF186SNVMissense_Mutationnovelc.511N>Tp.Pro171Serp.P171SQ9NXI6protein_codingdeleterious(0)probably_damaging(0.99)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF186SNVMissense_Mutationc.74N>Tp.Ala25Valp.A25VQ9NXI6protein_codingtolerated(0.13)benign(0.005)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RNF186SNVMissense_Mutationnovelc.565N>Ap.Ala189Thrp.A189TQ9NXI6protein_codingdeleterious(0.03)benign(0.22)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RNF186SNVMissense_Mutationnovelc.445N>Tp.His149Tyrp.H149YQ9NXI6protein_codingdeleterious(0.03)benign(0.131)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RNF186SNVMissense_Mutationnovelc.359N>Ap.Pro120Hisp.P120HQ9NXI6protein_codingdeleterious(0)probably_damaging(0.943)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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