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: RNF8

Gene summary for RNF8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF8

Gene ID

9025

Gene namering finger protein 8
Gene AliashRNF8
Cytomap6p21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O76064


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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
9025RNF8LZE2THumanEsophagusESCC4.03e-059.02e-010.082
9025RNF8LZE4THumanEsophagusESCC6.98e-103.77e-010.0811
9025RNF8LZE7THumanEsophagusESCC1.26e-063.82e-010.0667
9025RNF8LZE8THumanEsophagusESCC1.23e-031.04e-010.067
9025RNF8LZE20THumanEsophagusESCC3.03e-071.76e-010.0662
9025RNF8LZE24THumanEsophagusESCC7.56e-163.57e-010.0596
9025RNF8LZE6THumanEsophagusESCC7.59e-073.05e-010.0845
9025RNF8P1T-EHumanEsophagusESCC2.24e-063.18e-010.0875
9025RNF8P2T-EHumanEsophagusESCC1.07e-366.15e-010.1177
9025RNF8P4T-EHumanEsophagusESCC1.00e-266.46e-010.1323
9025RNF8P5T-EHumanEsophagusESCC7.10e-141.98e-010.1327
9025RNF8P8T-EHumanEsophagusESCC2.46e-142.55e-010.0889
9025RNF8P9T-EHumanEsophagusESCC1.13e-142.92e-010.1131
9025RNF8P10T-EHumanEsophagusESCC1.34e-162.07e-010.116
9025RNF8P11T-EHumanEsophagusESCC7.43e-145.10e-010.1426
9025RNF8P12T-EHumanEsophagusESCC3.38e-265.36e-010.1122
9025RNF8P15T-EHumanEsophagusESCC1.00e-072.36e-010.1149
9025RNF8P16T-EHumanEsophagusESCC4.14e-123.06e-010.1153
9025RNF8P17T-EHumanEsophagusESCC2.31e-062.21e-010.1278
9025RNF8P20T-EHumanEsophagusESCC1.23e-131.81e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:003278412EsophagusESCCregulation of DNA-templated transcription, elongation45/855253/187233.64e-097.61e-0845
GO:001657414EsophagusESCChistone ubiquitination40/855247/187232.40e-084.55e-0740
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:007053413EsophagusESCCprotein K63-linked ubiquitination44/855256/187234.84e-076.50e-0644
GO:003424312EsophagusESCCregulation of transcription elongation from RNA polymerase II promoter28/855232/187231.02e-061.29e-0528
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:003352213EsophagusESCChistone H2A ubiquitination23/855226/187236.82e-066.90e-0523
GO:20010228EsophagusESCCpositive regulation of response to DNA damage stimulus69/8552105/187232.66e-052.22e-0469
GO:00062826EsophagusESCCregulation of DNA repair82/8552130/187234.65e-053.66e-0482
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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
RNF8SNVMissense_Mutationnovelc.544G>Ap.Glu182Lysp.E182KO76064protein_codingtolerated(0.16)benign(0.003)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
RNF8SNVMissense_Mutationnovelc.575A>Gp.Lys192Argp.K192RO76064protein_codingtolerated(0.41)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF8SNVMissense_Mutationc.1199N>Gp.Glu400Glyp.E400GO76064protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF8SNVMissense_Mutationrs149686329c.272G>Ap.Arg91Hisp.R91HO76064protein_codingdeleterious(0)probably_damaging(0.919)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF8SNVMissense_Mutationnovelc.497N>Tp.Ala166Valp.A166VO76064protein_codingtolerated(0.07)benign(0.01)TCGA-JX-A5QV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF8SNVMissense_Mutationc.849N>Tp.Lys283Asnp.K283NO76064protein_codingtolerated(0.11)benign(0.012)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF8SNVMissense_Mutationnovelc.1076A>Cp.Lys359Thrp.K359TO76064protein_codingdeleterious(0.02)benign(0.154)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RNF8SNVMissense_Mutationc.229N>Gp.Met77Valp.M77VO76064protein_codingdeleterious(0.03)benign(0.034)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RNF8SNVMissense_Mutationc.370G>Ap.Val124Ilep.V124IO76064protein_codingdeleterious(0.02)benign(0.255)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RNF8SNVMissense_Mutationrs759453955c.503N>Ap.Gly168Aspp.G168DO76064protein_codingtolerated(0.06)benign(0.142)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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
9025RNF8KINASE, ENZYMEcarboplatinCARBOPLATIN30071039
9025RNF8KINASE, ENZYMEdocetaxelDOCETAXEL30071039
9025RNF8KINASE, ENZYMEtrastuzumabTRASTUZUMAB30071039
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