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: RUSC1

Gene summary for RUSC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RUSC1

Gene ID

23623

Gene nameRUN and SH3 domain containing 1
Gene AliasNESCA
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9BVN2


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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
23623RUSC1P1T-EHumanEsophagusESCC4.50e-147.81e-010.0875
23623RUSC1P2T-EHumanEsophagusESCC4.56e-244.03e-010.1177
23623RUSC1P4T-EHumanEsophagusESCC1.92e-215.64e-010.1323
23623RUSC1P5T-EHumanEsophagusESCC8.57e-447.69e-010.1327
23623RUSC1P8T-EHumanEsophagusESCC3.30e-274.46e-010.0889
23623RUSC1P9T-EHumanEsophagusESCC1.86e-337.73e-010.1131
23623RUSC1P10T-EHumanEsophagusESCC4.03e-273.69e-010.116
23623RUSC1P11T-EHumanEsophagusESCC4.21e-218.27e-010.1426
23623RUSC1P12T-EHumanEsophagusESCC3.52e-232.97e-010.1122
23623RUSC1P15T-EHumanEsophagusESCC3.44e-357.40e-010.1149
23623RUSC1P16T-EHumanEsophagusESCC1.02e-142.63e-010.1153
23623RUSC1P17T-EHumanEsophagusESCC1.43e-114.02e-010.1278
23623RUSC1P19T-EHumanEsophagusESCC4.63e-099.45e-010.1662
23623RUSC1P20T-EHumanEsophagusESCC5.35e-418.60e-010.1124
23623RUSC1P21T-EHumanEsophagusESCC2.31e-681.25e+000.1617
23623RUSC1P22T-EHumanEsophagusESCC1.18e-243.81e-010.1236
23623RUSC1P23T-EHumanEsophagusESCC1.84e-421.12e+000.108
23623RUSC1P24T-EHumanEsophagusESCC4.79e-591.07e+000.1287
23623RUSC1P26T-EHumanEsophagusESCC1.30e-386.14e-010.1276
23623RUSC1P27T-EHumanEsophagusESCC1.78e-224.06e-010.1055
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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
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:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:000020915Oral cavityLPprotein polyubiquitination82/4623236/187233.23e-043.26e-0382
GO:000020914ProstateTumorprotein polyubiquitination64/3246236/187231.08e-041.03e-0364
GO:000020924SkincSCCprotein polyubiquitination103/4864236/187232.57e-099.09e-08103
GO:000020920ThyroidPTCprotein polyubiquitination128/5968236/187237.81e-133.65e-11128
GO:0000209110ThyroidATCprotein polyubiquitination134/6293236/187231.86e-139.20e-12134
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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
RUSC1SNVMissense_Mutationnovelc.939N>Gp.Ile313Metp.I313MQ9BVN2protein_codingdeleterious_low_confidence(0)benign(0.144)TCGA-A1-A0SN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
RUSC1SNVMissense_Mutationnovelc.2614C>Tp.Arg872Cysp.R872CQ9BVN2protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUSC1SNVMissense_Mutationc.1906G>Ap.Ala636Thrp.A636TQ9BVN2protein_codingdeleterious(0.04)probably_damaging(0.93)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RUSC1insertionNonsense_Mutationnovelc.973_974insCCTGGCCTAGAATCAGTTCTTAACCCTAGCAGCACCCTAGTTTCACCTp.Arg325delinsProTrpProArgIleSerSerTerProTerGlnHisProSerPheThrTrpp.R325delinsPWPRISS*P*QHPSFTWQ9BVN2protein_codingTCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
RUSC1insertionIn_Frame_Insnovelc.2615_2616insGCTCTTTAATGGCTTGAGATACTCTCTAGTGGCCATp.Arg872_Val873insLeuPheAsnGlyLeuArgTyrSerLeuValAlaIlep.R872_V873insLFNGLRYSLVAIQ9BVN2protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUSC1insertionFrame_Shift_Insnovelc.1039_1040insGCAGCCAGCAGATGp.Ser347CysfsTer79p.S347Cfs*79Q9BVN2protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUSC1insertionNonsense_Mutationnovelc.1041_1042insGAGTTGACAAGCTGACGGCTGCTp.Pro348GlufsTer5p.P348Efs*5Q9BVN2protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUSC1SNVMissense_Mutationc.321N>Gp.Ser107Argp.S107RQ9BVN2protein_codingdeleterious_low_confidence(0)probably_damaging(0.942)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
RUSC1SNVMissense_Mutationc.323N>Tp.Ser108Phep.S108FQ9BVN2protein_codingdeleterious_low_confidence(0)possibly_damaging(0.694)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
RUSC1SNVMissense_Mutationnovelc.380N>Gp.Pro127Argp.P127RQ9BVN2protein_codingdeleterious_low_confidence(0)probably_damaging(0.942)TCGA-MA-AA41-01Cervixcervical & 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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