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: RNF181

Gene summary for RNF181

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF181

Gene ID

51255

Gene namering finger protein 181
Gene AliasHSPC238
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9P0P0


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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
51255RNF181HTA11_99999974143_84620HumanColorectumMSS6.66e-113.11e-010.3005
51255RNF181AEH-subject1HumanEndometriumAEH1.86e-09-3.23e-01-0.3059
51255RNF181AEH-subject2HumanEndometriumAEH1.50e-09-2.91e-01-0.2525
51255RNF181AEH-subject3HumanEndometriumAEH8.83e-06-2.38e-01-0.2576
51255RNF181AEH-subject4HumanEndometriumAEH1.46e-08-3.68e-01-0.2657
51255RNF181AEH-subject5HumanEndometriumAEH1.41e-03-2.77e-01-0.2953
51255RNF181EEC-subject1HumanEndometriumEEC1.89e-09-3.41e-01-0.2682
51255RNF181EEC-subject2HumanEndometriumEEC1.09e-07-3.46e-01-0.2607
51255RNF181EEC-subject3HumanEndometriumEEC6.51e-31-4.02e-01-0.2525
51255RNF181EEC-subject4HumanEndometriumEEC2.99e-03-2.17e-01-0.2571
51255RNF181EEC-subject5HumanEndometriumEEC1.29e-02-2.02e-01-0.249
51255RNF181GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.36e-31-2.78e-01-0.1869
51255RNF181GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.58e-23-1.68e-01-0.1875
51255RNF181GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.51e-28-2.73e-01-0.1883
51255RNF181GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.13e-18-2.00e-01-0.1934
51255RNF181GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.32e-42-2.85e-01-0.1917
51255RNF181GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.91e-37-2.81e-01-0.1916
51255RNF181GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.39e-02-6.74e-02-0.1269
51255RNF181LZE2DHumanEsophagusHGIN2.44e-023.16e-010.0642
51255RNF181LZE2THumanEsophagusESCC3.48e-029.06e-010.082
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:00518656CervixCCprotein autoubiquitination17/231173/187236.71e-033.70e-0217
GO:0051865ColorectumADprotein autoubiquitination28/391873/187234.87e-045.30e-0328
GO:00518651ColorectumMSSprotein autoubiquitination25/346773/187231.00e-031.00e-0225
GO:00518658EsophagusESCCprotein autoubiquitination47/855273/187239.72e-044.93e-0347
GO:00518654LiverHCCprotein autoubiquitination42/795873/187236.78e-032.73e-0242
GO:00518657Oral cavityOSCCprotein autoubiquitination40/730573/187234.45e-031.79e-0240
GO:005186512Oral cavityLPprotein autoubiquitination29/462373/187233.20e-032.18e-0229
GO:00518659ThyroidPTCprotein autoubiquitination40/596873/187234.17e-053.80e-0440
GO:005186513ThyroidATCprotein autoubiquitination41/629373/187236.14e-054.69e-0441
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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
RNF181SNVMissense_Mutationrs148260133c.373N>Ap.Asp125Asnp.D125NQ9P0P0protein_codingdeleterious(0.05)benign(0.111)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF181SNVMissense_Mutationrs775345617c.458C>Tp.Thr153Metp.T153MQ9P0P0protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RNF181SNVMissense_Mutationnovelc.261N>Tp.Glu87Aspp.E87DQ9P0P0protein_codingtolerated(0.21)possibly_damaging(0.766)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RNF181SNVMissense_Mutationc.139G>Ap.Asp47Asnp.D47NQ9P0P0protein_codingtolerated(0.11)benign(0.164)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF181SNVMissense_Mutationrs370554005c.395G>Ap.Arg132Glnp.R132QQ9P0P0protein_codingdeleterious(0.04)benign(0.001)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
RNF181SNVMissense_Mutationrs370554005c.395G>Ap.Arg132Glnp.R132QQ9P0P0protein_codingdeleterious(0.04)benign(0.001)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
RNF181insertionFrame_Shift_Insnovelc.329_330insAp.Asn111LysfsTer9p.N111Kfs*9Q9P0P0protein_codingTCGA-BS-A0UJ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF181SNVMissense_Mutationc.245N>Tp.Glu82Valp.E82VQ9P0P0protein_codingdeleterious(0)probably_damaging(0.993)TCGA-43-2578-01Lunglung squamous cell carcinomaFemale<65I/IIUnknownUnknownSD
RNF181SNVMissense_Mutationc.22N>Ap.His8Asnp.H8NQ9P0P0protein_codingdeleterious(0.05)possibly_damaging(0.572)TCGA-85-8287-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
RNF181deletionFrame_Shift_Delnovelc.118_119delTTp.Leu40GlyfsTer20p.L40Gfs*20Q9P0P0protein_codingTCGA-21-5787-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
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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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