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: RNF121

Gene summary for RNF121

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF121

Gene ID

55298

Gene namering finger protein 121
Gene AliasRNF121
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

C9JQY5


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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
55298RNF121LZE4THumanEsophagusESCC1.33e-185.66e-010.0811
55298RNF121LZE5THumanEsophagusESCC4.02e-021.88e-010.0514
55298RNF121LZE20THumanEsophagusESCC5.52e-061.52e-010.0662
55298RNF121LZE22THumanEsophagusESCC9.57e-096.18e-010.068
55298RNF121LZE24THumanEsophagusESCC6.97e-143.45e-010.0596
55298RNF121P1T-EHumanEsophagusESCC2.67e-032.43e-010.0875
55298RNF121P2T-EHumanEsophagusESCC2.99e-559.12e-010.1177
55298RNF121P4T-EHumanEsophagusESCC4.00e-214.89e-010.1323
55298RNF121P5T-EHumanEsophagusESCC3.25e-041.09e-010.1327
55298RNF121P8T-EHumanEsophagusESCC9.97e-131.96e-010.0889
55298RNF121P9T-EHumanEsophagusESCC2.06e-091.61e-010.1131
55298RNF121P10T-EHumanEsophagusESCC4.19e-152.46e-010.116
55298RNF121P11T-EHumanEsophagusESCC1.36e-094.19e-010.1426
55298RNF121P12T-EHumanEsophagusESCC1.33e-193.53e-010.1122
55298RNF121P15T-EHumanEsophagusESCC2.74e-081.69e-010.1149
55298RNF121P16T-EHumanEsophagusESCC8.97e-193.24e-010.1153
55298RNF121P17T-EHumanEsophagusESCC1.59e-083.24e-010.1278
55298RNF121P20T-EHumanEsophagusESCC5.43e-356.76e-010.1124
55298RNF121P21T-EHumanEsophagusESCC4.48e-203.39e-010.1617
55298RNF121P22T-EHumanEsophagusESCC1.89e-092.30e-010.1236
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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
∗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:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:00304334Oral cavityOSCCubiquitin-dependent ERAD pathway65/730585/187232.12e-128.99e-1165
GO:00365035Oral cavityOSCCERAD pathway76/7305107/187231.76e-116.11e-1076
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:0034976110Oral cavityLPresponse to endoplasmic reticulum stress133/4623256/187233.84e-219.24e-19133
GO:003043313Oral cavityLPubiquitin-dependent ERAD pathway50/462385/187232.12e-111.48e-0950
GO:003650314Oral cavityLPERAD pathway57/4623107/187231.99e-101.08e-0857
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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
RNF121SNVMissense_Mutationc.804G>Cp.Lys268Asnp.K268NQ9H920protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
RNF121SNVMissense_Mutationnovelc.863N>Tp.Pro288Leup.P288LQ9H920protein_codingdeleterious(0.03)possibly_damaging(0.794)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF121SNVMissense_Mutationrs757824081c.730G>Cp.Glu244Glnp.E244QQ9H920protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF121insertionFrame_Shift_Insnovelc.679_680insTGTGTGTGTGTp.Ala227ValfsTer57p.A227Vfs*57Q9H920protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
RNF121SNVMissense_Mutationc.133C>Tp.Arg45Cysp.R45CQ9H920protein_codingdeleterious(0)possibly_damaging(0.739)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RNF121SNVMissense_Mutationnovelc.350N>Cp.Phe117Serp.F117SQ9H920protein_codingtolerated(0.15)benign(0.203)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RNF121SNVMissense_Mutationc.133C>Ap.Arg45Serp.R45SQ9H920protein_codingdeleterious(0.04)benign(0.211)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
RNF121SNVMissense_Mutationrs774437950c.641N>Tp.Ser214Leup.S214LQ9H920protein_codingdeleterious(0.02)benign(0.129)TCGA-A5-A0GP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF121SNVMissense_Mutationrs535881615c.112N>Ap.Ala38Thrp.A38TQ9H920protein_codingtolerated(0.49)benign(0.158)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF121SNVMissense_Mutationrs868704947c.467N>Tp.Ala156Valp.A156VQ9H920protein_codingtolerated(0.99)benign(0.001)TCGA-AX-A2HJ-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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