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: RNF114

Gene summary for RNF114

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF114

Gene ID

55905

Gene namering finger protein 114
Gene AliasPSORS12
Cytomap20q13.13
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y508


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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
55905RNF114HTA11_347_2000001011HumanColorectumAD3.17e-033.17e-01-0.1954
55905RNF114HTA11_99999970781_79442HumanColorectumMSS2.83e-074.38e-010.294
55905RNF114HTA11_99999965104_69814HumanColorectumMSS9.90e-116.55e-010.281
55905RNF114HTA11_99999971662_82457HumanColorectumMSS3.00e-239.50e-010.3859
55905RNF114A015-C-203HumanColorectumFAP1.62e-12-2.65e-01-0.1294
55905RNF114A015-C-204HumanColorectumFAP2.32e-03-2.32e-01-0.0228
55905RNF114A002-C-201HumanColorectumFAP2.55e-03-1.12e-010.0324
55905RNF114A001-C-108HumanColorectumFAP1.67e-08-1.78e-01-0.0272
55905RNF114A002-C-205HumanColorectumFAP3.97e-10-2.53e-01-0.1236
55905RNF114A015-C-006HumanColorectumFAP8.75e-08-3.20e-01-0.0994
55905RNF114A015-C-106HumanColorectumFAP1.37e-08-2.16e-01-0.0511
55905RNF114A002-C-114HumanColorectumFAP2.05e-06-2.23e-01-0.1561
55905RNF114A015-C-104HumanColorectumFAP2.53e-12-1.85e-01-0.1899
55905RNF114A001-C-014HumanColorectumFAP6.35e-04-1.70e-010.0135
55905RNF114A002-C-016HumanColorectumFAP1.33e-07-2.37e-010.0521
55905RNF114A015-C-002HumanColorectumFAP1.35e-04-2.31e-01-0.0763
55905RNF114A001-C-203HumanColorectumFAP1.51e-02-1.51e-01-0.0481
55905RNF114A002-C-116HumanColorectumFAP7.22e-12-1.50e-01-0.0452
55905RNF114A014-C-008HumanColorectumFAP7.44e-07-3.19e-01-0.191
55905RNF114A018-E-020HumanColorectumFAP2.90e-09-2.68e-01-0.2034
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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
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
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:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:00002093ColorectumFAPprotein polyubiquitination59/2622236/187234.53e-061.52e-0459
GO:00002094ColorectumCRCprotein polyubiquitination46/2078236/187239.91e-051.98e-0346
GO:000020916EsophagusHGINprotein polyubiquitination58/2587236/187236.29e-061.97e-0458
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:000020911LiverCirrhoticprotein polyubiquitination89/4634236/187236.09e-069.80e-0589
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:000020915Oral cavityLPprotein polyubiquitination82/4623236/187233.23e-043.26e-0382
GO:000020923Oral cavityEOLPprotein polyubiquitination62/2218236/187237.88e-105.90e-0862
GO:000020924SkincSCCprotein polyubiquitination103/4864236/187232.57e-099.09e-08103
GO:000020920ThyroidPTCprotein polyubiquitination128/5968236/187237.81e-133.65e-11128
GO:0000209110ThyroidATCprotein polyubiquitination134/6293236/187231.86e-139.20e-12134
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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
RNF114AT2LLungADJIFITM1,BCL2L15,PDLIM3, etc.2.15e-01The 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.
RNF114BNProstateADJTXN,ULBP2,CITED4, etc.4.30e-02The 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.
RNF114CD8TEXPProstateADJTXN,ULBP2,CITED4, etc.2.87e-02The 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.
RNF114TREGProstateADJTXN,ULBP2,CITED4, etc.2.78e-02The 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.
RNF114cDCProstateBPHTXN,ULBP2,CITED4, etc.1.06e-01The 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.
RNF114CD8TEFFProstateBPHTXN,ULBP2,CITED4, etc.7.06e-02The 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.
RNF114cDCProstateHealthyTXN,ULBP2,CITED4, etc.1.73e-01The 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.
RNF114cDCProstateTumorTXN,ULBP2,CITED4, etc.9.33e-02The 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.
RNF114TREGProstateTumorTXN,ULBP2,CITED4, etc.1.09e-01The 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.
RNF114CD8TEFFProstateTumorTXN,ULBP2,CITED4, etc.2.12e-01The 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.
∗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
RNF114SNVMissense_Mutationnovelc.200N>Tp.Cys67Phep.C67FQ9Y508protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RNF114deletionFrame_Shift_Delnovelc.644delNp.Asp215AlafsTer2p.D215Afs*2Q9Y508protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RNF114SNVMissense_Mutationrs775076155c.412N>Tp.Arg138Cysp.R138CQ9Y508protein_codingdeleterious(0)probably_damaging(0.989)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF114SNVMissense_Mutationc.109G>Cp.Glu37Glnp.E37QQ9Y508protein_codingtolerated(0.25)possibly_damaging(0.761)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RNF114SNVMissense_Mutationrs200431004c.565N>Ap.Ala189Thrp.A189TQ9Y508protein_codingtolerated(0.1)benign(0.058)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RNF114SNVMissense_Mutationnovelc.673N>Gp.Ile225Valp.I225VQ9Y508protein_codingtolerated(0.09)benign(0.007)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF114SNVMissense_Mutationnovelc.603N>Gp.Phe201Leup.F201LQ9Y508protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF114SNVMissense_Mutationrs549059024c.208N>Ap.Ala70Thrp.A70TQ9Y508protein_codingtolerated(0.56)benign(0)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
RNF114SNVMissense_Mutationnovelc.173A>Cp.Lys58Thrp.K58TQ9Y508protein_codingdeleterious(0.02)possibly_damaging(0.76)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF114SNVMissense_Mutationrs758000156c.203G>Ap.Arg68Hisp.R68HQ9Y508protein_codingdeleterious(0.04)probably_damaging(0.98)TCGA-D1-A0ZV-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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