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: RNF187

Gene summary for RNF187

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF187

Gene ID

149603

Gene namering finger protein 187
Gene AliasRACO-1
Cytomap1q42.13
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q5TA31


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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
149603RNF187GSM4909282HumanBreastIDC8.23e-032.07e-01-0.0288
149603RNF187GSM4909293HumanBreastIDC1.45e-174.59e-010.1581
149603RNF187GSM4909297HumanBreastIDC3.14e-04-1.87e-010.1517
149603RNF187GSM4909298HumanBreastIDC7.75e-083.16e-010.1551
149603RNF187GSM4909304HumanBreastIDC5.82e-185.43e-010.1636
149603RNF187GSM4909311HumanBreastIDC4.01e-12-9.56e-020.1534
149603RNF187GSM4909319HumanBreastIDC3.43e-15-6.07e-020.1563
149603RNF187GSM4909321HumanBreastIDC1.75e-091.37e-010.1559
149603RNF187brca2HumanBreastPrecancer4.44e-062.19e-01-0.024
149603RNF187brca3HumanBreastPrecancer4.42e-093.03e-01-0.0263
149603RNF187M5HumanBreastIDC6.28e-034.99e-010.1598
149603RNF187NCCBC14HumanBreastDCIS1.20e-063.37e-010.2021
149603RNF187NCCBC2HumanBreastDCIS8.35e-031.49e-010.1554
149603RNF187NCCBC5HumanBreastDCIS4.87e-051.94e-010.2046
149603RNF187P1HumanBreastIDC1.34e-04-2.79e-020.1527
149603RNF187P2HumanBreastIDC1.65e-064.09e-010.21
149603RNF187DCIS2HumanBreastDCIS7.45e-356.77e-020.0085
149603RNF187HTA11_2487_2000001011HumanColorectumSER9.61e-113.99e-01-0.1808
149603RNF187HTA11_1938_2000001011HumanColorectumAD4.11e-053.04e-01-0.0811
149603RNF187HTA11_78_2000001011HumanColorectumAD9.35e-042.30e-01-0.1088
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
GO:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:00431619BreastPrecancerproteasome-mediated ubiquitin-dependent protein catabolic process42/1080412/187232.49e-043.72e-0342
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:004316114BreastIDCproteasome-mediated ubiquitin-dependent protein catabolic process57/1434412/187239.55e-062.68e-0457
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
GO:004316124BreastDCISproteasome-mediated ubiquitin-dependent protein catabolic process57/1390412/187233.76e-061.16e-0457
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0070936ColorectumADprotein K48-linked ubiquitination27/391865/187231.31e-041.88e-0327
GO:0051865ColorectumADprotein autoubiquitination28/391873/187234.87e-045.30e-0328
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:00709361ColorectumMSSprotein K48-linked ubiquitination27/346765/187231.40e-053.18e-0427
GO:00518651ColorectumMSSprotein autoubiquitination25/346773/187231.00e-031.00e-0225
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
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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
RNF187SNVMissense_Mutationnovelc.436G>Ap.Ala146Thrp.A146TQ5TA31protein_codingtolerated(0.83)probably_damaging(0.988)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RNF187SNVMissense_Mutationnovelc.520N>Ap.Asp174Asnp.D174NQ5TA31protein_codingdeleterious(0)probably_damaging(0.934)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF187SNVMissense_Mutationnovelc.503N>Ap.Arg168Lysp.R168KQ5TA31protein_codingtolerated(0.05)possibly_damaging(0.79)TCGA-EO-A3KX-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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