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
23623RUSC1Pt13.bHumanLiverHCC1.36e-069.78e-020.0251
23623RUSC1S014HumanLiverHCC3.59e-259.23e-010.2254
23623RUSC1S015HumanLiverHCC3.24e-158.39e-010.2375
23623RUSC1S016HumanLiverHCC2.05e-229.07e-010.2243
23623RUSC1S028HumanLiverHCC1.07e-094.50e-010.2503
23623RUSC1S029HumanLiverHCC4.07e-096.08e-010.2581
23623RUSC1C04HumanOral cavityOSCC3.54e-151.09e+000.2633
23623RUSC1C21HumanOral cavityOSCC1.36e-491.59e+000.2678
23623RUSC1C30HumanOral cavityOSCC2.69e-431.84e+000.3055
23623RUSC1C38HumanOral cavityOSCC3.39e-121.40e+000.172
23623RUSC1C43HumanOral cavityOSCC1.50e-256.49e-010.1704
23623RUSC1C46HumanOral cavityOSCC7.31e-195.41e-010.1673
23623RUSC1C51HumanOral cavityOSCC5.14e-096.26e-010.2674
23623RUSC1C57HumanOral cavityOSCC2.30e-124.47e-010.1679
23623RUSC1C08HumanOral cavityOSCC1.10e-318.07e-010.1919
23623RUSC1C09HumanOral cavityOSCC2.38e-021.88e-010.1431
23623RUSC1LN22HumanOral cavityOSCC1.49e-055.64e-010.1733
23623RUSC1LN46HumanOral cavityOSCC1.87e-074.73e-010.1666
23623RUSC1LP15HumanOral cavityLP2.05e-122.17e+000.2174
23623RUSC1LP17HumanOral cavityLP2.52e-045.79e-010.2349
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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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