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: RNF135

Gene summary for RNF135

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF135

Gene ID

84282

Gene namering finger protein 135
Gene AliasL13
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q8IUD6


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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
84282RNF135P52T-EHumanEsophagusESCC1.39e-142.95e-010.1555
84282RNF135P54T-EHumanEsophagusESCC5.70e-102.36e-010.0975
84282RNF135P56T-EHumanEsophagusESCC6.16e-065.92e-010.1613
84282RNF135P57T-EHumanEsophagusESCC1.25e-121.94e-010.0926
84282RNF135P61T-EHumanEsophagusESCC1.99e-225.19e-010.099
84282RNF135P62T-EHumanEsophagusESCC4.76e-406.52e-010.1302
84282RNF135P65T-EHumanEsophagusESCC1.28e-163.90e-010.0978
84282RNF135P74T-EHumanEsophagusESCC1.36e-338.68e-010.1479
84282RNF135P75T-EHumanEsophagusESCC1.22e-295.15e-010.1125
84282RNF135P76T-EHumanEsophagusESCC8.78e-162.26e-010.1207
84282RNF135P79T-EHumanEsophagusESCC1.88e-254.01e-010.1154
84282RNF135P80T-EHumanEsophagusESCC4.26e-298.32e-010.155
84282RNF135P82T-EHumanEsophagusESCC1.20e-095.02e-010.1072
84282RNF135P83T-EHumanEsophagusESCC1.05e-276.70e-010.1738
84282RNF135P84T-EHumanEsophagusESCC2.18e-021.31e-010.0933
84282RNF135P89T-EHumanEsophagusESCC2.83e-128.13e-010.1752
84282RNF135P91T-EHumanEsophagusESCC1.22e-107.91e-010.1828
84282RNF135P107T-EHumanEsophagusESCC8.16e-264.57e-010.171
84282RNF135P126T-EHumanEsophagusESCC7.74e-086.14e-010.1125
84282RNF135P127T-EHumanEsophagusESCC7.32e-173.09e-010.0826
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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
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:000020916EsophagusHGINprotein polyubiquitination58/2587236/187236.29e-061.97e-0458
GO:003052220EsophagusHGINintracellular receptor signaling pathway62/2587265/187231.63e-054.50e-0462
GO:005125826EsophagusHGINprotein polymerization66/2587297/187234.96e-051.19e-0366
GO:00027538EsophagusHGINcytoplasmic pattern recognition receptor signaling pathway19/258760/187233.07e-045.15e-0319
GO:00395284EsophagusHGINcytoplasmic pattern recognition receptor signaling pathway in response to virus13/258734/187233.51e-045.65e-0313
GO:00395295EsophagusHGINRIG-I signaling pathway11/258727/187235.28e-047.56e-0311
GO:00705345EsophagusHGINprotein K63-linked ubiquitination17/258756/187231.07e-031.32e-0217
GO:00324817EsophagusHGINpositive regulation of type I interferon production16/258758/187234.35e-033.84e-0216
GO:00985867EsophagusHGINcellular response to virus21/258784/187234.35e-033.84e-0221
GO:000961517EsophagusHGINresponse to virus69/2587367/187234.39e-033.86e-0269
GO:00324794EsophagusHGINregulation of type I interferon production23/258795/187234.51e-033.93e-0223
GO:00326064EsophagusHGINtype I interferon production23/258795/187234.51e-033.93e-0223
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:007053413EsophagusESCCprotein K63-linked ubiquitination44/855256/187234.84e-076.50e-0644
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
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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
RNF135SNVMissense_Mutationc.979N>Tp.Val327Phep.V327FQ8IUD6protein_codingdeleterious(0)probably_damaging(0.964)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNF135SNVMissense_Mutationc.929C>Tp.Ser310Phep.S310FQ8IUD6protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-B6-A0RH-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RNF135SNVMissense_Mutationnovelc.1253N>Tp.Gly418Valp.G418VQ8IUD6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A73W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
RNF135SNVMissense_Mutationnovelc.800N>Tp.Ser267Ilep.S267IQ8IUD6protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF135SNVMissense_Mutationrs141191751c.518N>Gp.Ala173Glyp.A173GQ8IUD6protein_codingtolerated(0.2)benign(0)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RNF135SNVMissense_Mutationrs140592050c.1007G>Ap.Arg336Hisp.R336HQ8IUD6protein_codingdeleterious(0)probably_damaging(0.989)TCGA-UC-A7PI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RNF135SNVMissense_Mutationrs747613478c.757N>Tp.Arg253Trpp.R253WQ8IUD6protein_codingdeleterious(0.03)benign(0.328)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF135SNVMissense_Mutationrs121918162c.857N>Ap.Arg286Hisp.R286HQ8IUD6protein_codingtolerated(0.56)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RNF135SNVMissense_Mutationc.1102C>Ap.Leu368Ilep.L368IQ8IUD6protein_codingtolerated(0.11)possibly_damaging(0.873)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF135SNVMissense_Mutationrs373800092c.1006N>Tp.Arg336Cysp.R336CQ8IUD6protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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