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: RNF126

Gene summary for RNF126

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF126

Gene ID

55658

Gene namering finger protein 126
Gene AliasRNF126
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0A024R206


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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
55658RNF126HTA11_3410_2000001011HumanColorectumAD1.73e-021.29e-010.0155
55658RNF126HTA11_2487_2000001011HumanColorectumSER1.30e-063.30e-01-0.1808
55658RNF126HTA11_347_2000001011HumanColorectumAD6.55e-062.09e-01-0.1954
55658RNF126HTA11_2112_2000001011HumanColorectumSER4.46e-044.04e-01-0.2196
55658RNF126HTA11_83_2000001011HumanColorectumSER1.42e-042.80e-01-0.1526
55658RNF126HTA11_696_2000001011HumanColorectumAD2.63e-022.44e-01-0.1464
55658RNF126HTA11_1391_2000001011HumanColorectumAD6.65e-124.55e-01-0.059
55658RNF126HTA11_99999965062_69753HumanColorectumMSI-H1.26e-037.85e-010.3487
55658RNF126HTA11_99999965104_69814HumanColorectumMSS5.39e-094.43e-010.281
55658RNF126HTA11_99999971662_82457HumanColorectumMSS4.50e-043.10e-010.3859
55658RNF126LZE4THumanEsophagusESCC7.22e-054.93e-020.0811
55658RNF126LZE7THumanEsophagusESCC4.48e-042.73e-010.0667
55658RNF126LZE8THumanEsophagusESCC7.54e-035.22e-030.067
55658RNF126LZE20THumanEsophagusESCC1.65e-041.29e-010.0662
55658RNF126LZE22THumanEsophagusESCC1.17e-033.89e-010.068
55658RNF126LZE24THumanEsophagusESCC2.50e-124.66e-010.0596
55658RNF126LZE21THumanEsophagusESCC1.92e-033.74e-010.0655
55658RNF126P1T-EHumanEsophagusESCC3.62e-147.94e-010.0875
55658RNF126P2T-EHumanEsophagusESCC2.59e-255.12e-010.1177
55658RNF126P4T-EHumanEsophagusESCC4.97e-441.16e+000.1323
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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:003812724SkincSCCERBB signaling pathway55/4864121/187232.77e-064.38e-0555
GO:001648216SkincSCCcytosolic transport71/4864168/187233.02e-064.72e-0571
GO:000717323SkincSCCepidermal growth factor receptor signaling pathway48/4864108/187232.42e-052.76e-0448
GO:007053414SkincSCCprotein K63-linked ubiquitination29/486456/187233.25e-053.56e-0429
GO:004214714SkincSCCretrograde transport, endosome to Golgi40/486491/187231.49e-041.33e-0340
GO:00517885SkincSCCresponse to misfolded protein15/486425/187233.36e-042.67e-0315
GO:00431624SkincSCCubiquitin-dependent protein catabolic process via the multivesicular body sorting pathway14/486423/187234.32e-043.34e-0314
GO:004205813SkincSCCregulation of epidermal growth factor receptor signaling pathway32/486473/187236.98e-044.97e-0332
GO:190118414SkincSCCregulation of ERBB signaling pathway34/486479/187237.23e-045.06e-0334
GO:00065137SkincSCCprotein monoubiquitination29/486467/187231.55e-039.60e-0329
GO:00065155SkincSCCprotein quality control for misfolded or incompletely synthesized proteins15/486428/187231.69e-031.04e-0215
GO:004205910SkincSCCnegative regulation of epidermal growth factor receptor signaling pathway15/486428/187231.69e-031.04e-0215
GO:00712185SkincSCCcellular response to misfolded protein13/486423/187231.81e-031.09e-0213
GO:190118510SkincSCCnegative regulation of ERBB signaling pathway16/486432/187233.04e-031.67e-0216
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0035966113ThyroidPTCresponse to topologically incorrect protein101/5968159/187232.00e-161.66e-14101
GO:001619718ThyroidPTCendosomal transport128/5968230/187236.26e-143.52e-12128
GO:000020920ThyroidPTCprotein polyubiquitination128/5968236/187237.81e-133.65e-11128
GO:0035967113ThyroidPTCcellular response to topologically incorrect protein73/5968116/187235.62e-122.41e-1073
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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
RNF126insertionFrame_Shift_Insnovelc.792_793insGGAGTAGGGGGGCTCGGGACCATGAGGATGACCAGCAAAATTCAAGAp.Ser265GlyfsTer40p.S265Gfs*40Q9BV68protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RNF126deletionFrame_Shift_Delc.848delNp.Pro283LeufsTer6p.P283Lfs*6Q9BV68protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF126SNVMissense_Mutationc.835N>Tp.Ala279Serp.A279SQ9BV68protein_codingtolerated(0.31)possibly_damaging(0.862)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF126SNVMissense_Mutationnovelc.814A>Tp.Ser272Cysp.S272CQ9BV68protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF126SNVMissense_Mutationnovelc.341N>Ap.Arg114Lysp.R114KQ9BV68protein_codingtolerated(0.07)benign(0.288)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RNF126SNVMissense_Mutationc.902N>Tp.Ser301Leup.S301LQ9BV68protein_codingdeleterious_low_confidence(0)possibly_damaging(0.5)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RNF126SNVMissense_Mutationrs751599993c.727C>Tp.Arg243Trpp.R243WQ9BV68protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RNF126SNVMissense_Mutationc.479N>Tp.Pro160Leup.P160LQ9BV68protein_codingdeleterious(0.01)benign(0.104)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RNF126deletionFrame_Shift_Delrs753517011c.159delNp.Ser54ProfsTer170p.S54Pfs*170Q9BV68protein_codingTCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RNF126insertionFrame_Shift_Insnovelc.801_802insCp.Val268ArgfsTer123p.V268Rfs*123Q9BV68protein_codingTCGA-EI-6507-01Colorectumrectum 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
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