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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
51255RNF181GSM4909282HumanBreastIDC9.54e-052.08e-01-0.0288
51255RNF181GSM4909286HumanBreastIDC5.36e-03-3.15e-010.1081
51255RNF181GSM4909294HumanBreastIDC1.76e-03-6.14e-020.2022
51255RNF181GSM4909296HumanBreastIDC1.42e-161.36e-010.1524
51255RNF181GSM4909297HumanBreastIDC1.16e-20-1.17e-010.1517
51255RNF181GSM4909301HumanBreastIDC1.02e-214.68e-010.1577
51255RNF181GSM4909304HumanBreastIDC1.82e-052.45e-010.1636
51255RNF181GSM4909309HumanBreastIDC5.01e-047.75e-020.0483
51255RNF181GSM4909311HumanBreastIDC1.41e-39-8.51e-020.1534
51255RNF181GSM4909312HumanBreastIDC8.94e-20-5.25e-020.1552
51255RNF181GSM4909315HumanBreastIDC4.86e-062.07e-010.21
51255RNF181GSM4909316HumanBreastIDC3.71e-114.71e-010.21
51255RNF181GSM4909319HumanBreastIDC1.33e-51-2.24e-010.1563
51255RNF181GSM4909320HumanBreastIDC8.24e-122.53e-010.1575
51255RNF181GSM4909321HumanBreastIDC1.54e-332.95e-010.1559
51255RNF181ctrl6HumanBreastPrecancer2.88e-044.10e-01-0.0061
51255RNF181brca1HumanBreastPrecancer6.85e-194.94e-01-0.0338
51255RNF181brca2HumanBreastPrecancer7.50e-204.61e-01-0.024
51255RNF181brca3HumanBreastPrecancer1.25e-265.38e-01-0.0263
51255RNF181brca10HumanBreastPrecancer6.06e-094.07e-01-0.0029
Page: 1 2 3 4 5 6 7 8 9 10 11 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 

Top

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
Page: 1