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: RNF34

Gene summary for RNF34

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF34

Gene ID

80196

Gene namering finger protein 34
Gene AliasCARP-1
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0A087WTM5


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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
80196RNF34LZE4THumanEsophagusESCC1.27e-031.77e-010.0811
80196RNF34LZE8THumanEsophagusESCC4.29e-051.99e-010.067
80196RNF34LZE24THumanEsophagusESCC1.03e-154.51e-010.0596
80196RNF34LZE6THumanEsophagusESCC1.36e-051.80e-010.0845
80196RNF34P1T-EHumanEsophagusESCC6.29e-064.08e-010.0875
80196RNF34P2T-EHumanEsophagusESCC2.90e-376.06e-010.1177
80196RNF34P4T-EHumanEsophagusESCC1.79e-235.25e-010.1323
80196RNF34P5T-EHumanEsophagusESCC8.60e-142.82e-010.1327
80196RNF34P8T-EHumanEsophagusESCC1.48e-193.14e-010.0889
80196RNF34P9T-EHumanEsophagusESCC5.85e-071.85e-010.1131
80196RNF34P10T-EHumanEsophagusESCC3.24e-233.72e-010.116
80196RNF34P11T-EHumanEsophagusESCC3.95e-154.95e-010.1426
80196RNF34P12T-EHumanEsophagusESCC2.01e-203.19e-010.1122
80196RNF34P15T-EHumanEsophagusESCC3.90e-163.84e-010.1149
80196RNF34P16T-EHumanEsophagusESCC4.19e-182.96e-010.1153
80196RNF34P17T-EHumanEsophagusESCC1.75e-033.03e-010.1278
80196RNF34P20T-EHumanEsophagusESCC3.83e-183.77e-010.1124
80196RNF34P21T-EHumanEsophagusESCC4.45e-244.40e-010.1617
80196RNF34P22T-EHumanEsophagusESCC1.98e-142.40e-010.1236
80196RNF34P23T-EHumanEsophagusESCC1.43e-214.99e-010.108
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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
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
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:2001236111EsophagusESCCregulation of extrinsic apoptotic signaling pathway111/8552151/187232.97e-121.18e-10111
GO:2000116111EsophagusESCCregulation of cysteine-type endopeptidase activity158/8552235/187231.67e-115.90e-10158
GO:0043281111EsophagusESCCregulation of cysteine-type endopeptidase activity involved in apoptotic process143/8552209/187232.12e-117.31e-10143
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:2000117110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity63/855286/187231.84e-072.88e-0663
GO:0043154110EsophagusESCCnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process58/855278/187232.38e-073.61e-0658
GO:2001237111EsophagusESCCnegative regulation of extrinsic apoptotic signaling pathway69/855297/187233.23e-074.55e-0669
GO:000862519EsophagusESCCextrinsic apoptotic signaling pathway via death domain receptors59/855282/187231.23e-061.52e-0559
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
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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
RNF34SNVMissense_Mutationc.772N>Cp.Asp258Hisp.D258HQ969K3protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RNF34SNVMissense_Mutationnovelc.304N>Cp.Thr102Prop.T102PQ969K3protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF34SNVMissense_Mutationnovelc.718N>Ap.Ala240Thrp.A240TQ969K3protein_codingtolerated(0.6)benign(0)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
RNF34SNVMissense_Mutationnovelc.697N>Ap.Asp233Asnp.D233NQ969K3protein_codingtolerated(0.51)benign(0.036)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF34SNVMissense_Mutationnovelc.173N>Ap.Gly58Glup.G58EQ969K3protein_codingtolerated(1)possibly_damaging(0.57)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF34SNVMissense_Mutationrs61754471c.1058N>Ap.Arg353Hisp.R353HQ969K3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF34SNVMissense_Mutationc.324N>Tp.Glu108Aspp.E108DQ969K3protein_codingtolerated(0.17)benign(0.431)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
RNF34SNVMissense_Mutationrs369744966c.941N>Ap.Arg314Glnp.R314QQ969K3protein_codingtolerated(0.56)benign(0.003)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF34SNVMissense_Mutationnovelc.235T>Ap.Cys79Serp.C79SQ969K3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF34SNVMissense_Mutationnovelc.717C>Ap.Asn239Lysp.N239KQ969K3protein_codingtolerated(0.93)benign(0.13)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
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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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