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: RNF157

Gene summary for RNF157

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF157

Gene ID

114804

Gene namering finger protein 157
Gene AliasRNF157
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q96PX1


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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
114804RNF157HTA11_3410_2000001011HumanColorectumAD1.10e-14-5.73e-010.0155
114804RNF157HTA11_78_2000001011HumanColorectumAD1.06e-04-5.06e-01-0.1088
114804RNF157HTA11_696_2000001011HumanColorectumAD8.37e-05-3.51e-01-0.1464
114804RNF157HTA11_5212_2000001011HumanColorectumAD7.80e-03-6.29e-01-0.2061
114804RNF157HTA11_546_2000001011HumanColorectumAD8.84e-03-5.01e-01-0.0842
114804RNF157HTA11_10711_2000001011HumanColorectumAD1.95e-04-4.22e-010.0338
114804RNF157HTA11_7696_3000711011HumanColorectumAD1.33e-02-4.38e-010.0674
114804RNF157HTA11_99999970781_79442HumanColorectumMSS4.16e-09-4.52e-010.294
114804RNF157HTA11_99999974143_84620HumanColorectumMSS1.46e-02-3.07e-010.3005
114804RNF157F007HumanColorectumFAP1.13e-12-6.95e-010.1176
114804RNF157A002-C-010HumanColorectumFAP4.29e-18-4.90e-010.242
114804RNF157A001-C-207HumanColorectumFAP6.27e-22-7.26e-010.1278
114804RNF157A015-C-203HumanColorectumFAP1.09e-32-7.04e-01-0.1294
114804RNF157A015-C-204HumanColorectumFAP3.17e-25-7.60e-01-0.0228
114804RNF157A014-C-040HumanColorectumFAP3.67e-04-5.04e-01-0.1184
114804RNF157A002-C-201HumanColorectumFAP9.69e-28-6.94e-010.0324
114804RNF157A002-C-203HumanColorectumFAP7.16e-15-5.63e-010.2786
114804RNF157A001-C-119HumanColorectumFAP1.55e-20-7.56e-01-0.1557
114804RNF157A001-C-108HumanColorectumFAP4.50e-31-7.21e-01-0.0272
114804RNF157A002-C-205HumanColorectumFAP3.08e-28-6.81e-01-0.1236
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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
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
∗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:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:0030307ColorectumADpositive regulation of cell growth54/3918166/187233.08e-043.69e-0354
GO:0045927ColorectumADpositive regulation of growth77/3918259/187234.82e-045.27e-0377
GO:0051865ColorectumADprotein autoubiquitination28/391873/187234.87e-045.30e-0328
GO:0048638ColorectumADregulation of developmental growth92/3918330/187231.48e-031.25e-0292
GO:0048588ColorectumADdevelopmental cell growth67/3918234/187233.03e-032.25e-0267
GO:0048639ColorectumADpositive regulation of developmental growth52/3918174/187233.24e-032.38e-0252
GO:0060560ColorectumADdevelopmental growth involved in morphogenesis66/3918234/187234.75e-033.22e-0266
GO:00226042ColorectumMSSregulation of cell morphogenesis103/3467309/187232.70e-102.56e-08103
GO:00070342ColorectumMSSvacuolar transport52/3467157/187238.25e-062.07e-0452
GO:00160492ColorectumMSScell growth123/3467482/187237.15e-051.21e-03123
GO:00015582ColorectumMSSregulation of cell growth105/3467414/187232.97e-043.90e-03105
GO:00070411ColorectumMSSlysosomal transport36/3467114/187235.38e-046.04e-0336
GO:00518651ColorectumMSSprotein autoubiquitination25/346773/187231.00e-031.00e-0225
GO:00486381ColorectumMSSregulation of developmental growth84/3467330/187231.01e-031.01e-0284
GO:00486391ColorectumMSSpositive regulation of developmental growth49/3467174/187231.17e-031.13e-0249
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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
RNF157SNVMissense_Mutationc.1169N>Ap.Gly390Glup.G390EQ96PX1protein_codingtolerated(0.29)benign(0.028)TCGA-BH-A0HI-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RNF157SNVMissense_Mutationc.1382N>Tp.Ser461Phep.S461FQ96PX1protein_codingdeleterious_low_confidence(0.03)benign(0.189)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RNF157SNVMissense_Mutationnovelc.89N>Ap.Gly30Glup.G30EQ96PX1protein_codingdeleterious(0)possibly_damaging(0.659)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RNF157SNVMissense_Mutationrs770686501c.1802C>Tp.Thr601Metp.T601MQ96PX1protein_codingdeleterious_low_confidence(0.04)benign(0.23)TCGA-E9-A1N9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RNF157insertionNonsense_Mutationnovelc.1203_1204insACTTAAGAAAACTCTGATGAGACAAp.Gly402ThrfsTer2p.G402Tfs*2Q96PX1protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
RNF157SNVMissense_Mutationrs201662506c.1969N>Tp.Arg657Trpp.R657WQ96PX1protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF157SNVMissense_Mutationnovelc.1595N>Cp.Val532Alap.V532AQ96PX1protein_codingdeleterious_low_confidence(0)benign(0.05)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF157SNVMissense_Mutationrs763071977c.911N>Tp.Thr304Metp.T304MQ96PX1protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF157SNVMissense_Mutationc.464N>Tp.Ser155Ilep.S155IQ96PX1protein_codingtolerated(0.07)benign(0.09)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RNF157SNVMissense_Mutationrs201739916c.272N>Ap.Arg91Glnp.R91QQ96PX1protein_codingdeleterious(0)probably_damaging(0.982)TCGA-VS-A9UI-01Cervixcervical & endocervical cancerFemale>=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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