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: RNF7

Gene summary for RNF7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF7

Gene ID

9616

Gene namering finger protein 7
Gene AliasCKBBP1
Cytomap3q23
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9UBF6


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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
9616RNF7CA_HPV_1HumanCervixCC4.73e-08-1.47e-010.0264
9616RNF7CA_HPV_3HumanCervixCC4.06e-093.14e-010.0414
9616RNF7CCI_1HumanCervixCC2.16e-13-6.93e-010.528
9616RNF7CCI_2HumanCervixCC2.43e-12-6.93e-010.5249
9616RNF7CCI_3HumanCervixCC1.31e-17-6.93e-010.516
9616RNF7CCII_1HumanCervixCC4.93e-24-6.93e-010.3249
9616RNF7TumorHumanCervixCC7.86e-073.11e-010.1241
9616RNF7sample3HumanCervixCC2.17e-032.46e-010.1387
9616RNF7L1HumanCervixCC1.45e-052.41e-020.0802
9616RNF7AEH-subject1HumanEndometriumAEH1.55e-13-3.51e-01-0.3059
9616RNF7AEH-subject2HumanEndometriumAEH3.53e-13-3.51e-01-0.2525
9616RNF7AEH-subject3HumanEndometriumAEH1.02e-12-4.01e-01-0.2576
9616RNF7AEH-subject4HumanEndometriumAEH5.03e-11-3.43e-01-0.2657
9616RNF7EEC-subject1HumanEndometriumEEC3.37e-07-2.93e-01-0.2682
9616RNF7EEC-subject2HumanEndometriumEEC2.23e-19-4.56e-01-0.2607
9616RNF7EEC-subject3HumanEndometriumEEC1.19e-55-4.16e-01-0.2525
9616RNF7EEC-subject4HumanEndometriumEEC1.58e-03-1.10e-01-0.2571
9616RNF7EEC-subject5HumanEndometriumEEC2.13e-07-1.28e-01-0.249
9616RNF7GSM5276934HumanEndometriumEEC4.99e-04-2.63e-01-0.0913
9616RNF7GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.10e-33-1.99e-01-0.1869
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00451162CervixCCprotein neddylation7/231118/187233.99e-032.48e-027
GO:00451163EndometriumAEHprotein neddylation7/210018/187232.29e-031.74e-027
GO:004511611EndometriumEECprotein neddylation7/216818/187232.76e-031.97e-027
GO:004511614EsophagusESCCprotein neddylation15/855218/187231.20e-035.88e-0315
GO:0045116LiverCirrhoticprotein neddylation11/463418/187231.13e-037.73e-0311
GO:00451161LiverHCCprotein neddylation15/795818/187234.74e-043.12e-0315
GO:0051775LiverHCCresponse to redox state12/795815/187233.56e-031.59e-0212
GO:0043687LiverHCCpost-translational protein modification24/795837/187235.03e-032.11e-0224
GO:00451165Oral cavityOSCCprotein neddylation13/730518/187234.45e-031.79e-0213
GO:004511613Oral cavityLPprotein neddylation11/462318/187231.11e-039.13e-0311
GO:004511621Oral cavityNEOLPprotein neddylation7/200518/187231.75e-031.21e-027
GO:00451164ProstateBPHprotein neddylation10/310718/187231.87e-041.55e-0310
GO:00517752ProstateBPHresponse to redox state8/310715/187231.21e-037.41e-038
GO:004511612ProstateTumorprotein neddylation10/324618/187232.72e-042.24e-0310
GO:00517751ProstateTumorresponse to redox state8/324615/187231.63e-039.79e-038
GO:00451167SkinAKprotein neddylation7/191018/187231.31e-039.86e-037
GO:004511615SkincSCCprotein neddylation14/486418/187236.37e-068.92e-0514
GO:004511616ThyroidPTCprotein neddylation13/596818/187235.21e-043.37e-0313
GO:00517753ThyroidPTCresponse to redox state11/596815/187231.19e-036.84e-0311
GO:005177511ThyroidATCresponse to redox state12/629315/187233.10e-041.94e-0312
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0517016CervixCCHuman immunodeficiency virus 1 infection55/1267212/84651.80e-051.42e-048.40e-0555
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0517017CervixCCHuman immunodeficiency virus 1 infection55/1267212/84651.80e-051.42e-048.40e-0555
hsa0412016EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0517018EndometriumAEHHuman immunodeficiency virus 1 infection43/1197212/84658.19e-034.22e-023.09e-0243
hsa0412017EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0517019EndometriumAEHHuman immunodeficiency virus 1 infection43/1197212/84658.19e-034.22e-023.09e-0243
hsa0412023EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0517025EndometriumEECHuman immunodeficiency virus 1 infection44/1237212/84658.86e-034.05e-023.02e-0244
hsa0412033EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0517035EndometriumEECHuman immunodeficiency virus 1 infection44/1237212/84658.86e-034.05e-023.02e-0244
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0412021LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412031LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa051709LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
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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
RNF7SNVMissense_Mutationnovelc.293N>Ap.Arg98Hisp.R98HQ9UBF6protein_codingtolerated(0.1)benign(0.196)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RNF7SNVMissense_Mutationc.296N>Cp.Cys99Serp.C99SQ9UBF6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
RNF7SNVMissense_Mutationc.116N>Tp.Ala39Valp.A39VQ9UBF6protein_codingdeleterious(0)probably_damaging(0.914)TCGA-DM-A28M-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RNF7SNVMissense_Mutationnovelc.319G>Ap.Val107Metp.V107MQ9UBF6protein_codingtolerated(0.06)benign(0.045)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RNF7SNVMissense_Mutationnovelc.119N>Cp.Met40Thrp.M40TQ9UBF6protein_codingtolerated(0.06)benign(0.028)TCGA-FI-A2F9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF7SNVMissense_Mutationc.131N>Gp.Asp44Glyp.D44GQ9UBF6protein_codingdeleterious(0)probably_damaging(1)TCGA-55-8094-01Lunglung adenocarcinomaMale<65III/IVUnknownUnknownSD
RNF7SNVMissense_Mutationc.57N>Gp.Ser19Argp.S19RQ9UBF6protein_codingtolerated(0.1)benign(0.023)TCGA-67-3771-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF7SNVMissense_Mutationnovelc.65N>Ap.Ser22Tyrp.S22YQ9UBF6protein_codingdeleterious(0.01)benign(0.276)TCGA-VQ-A924-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownPD
RNF7SNVMissense_Mutationc.185T>Gp.Leu62Argp.L62RQ9UBF6protein_codingdeleterious(0)probably_damaging(0.991)TCGA-ET-A3BT-01Thyroidthyroid carcinomaFemale<65I/IIUnknownUnknownPD
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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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