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: TUSC1

Gene summary for TUSC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TUSC1

Gene ID

286319

Gene nametumor suppressor candidate 1
Gene AliasCCDC89B
Cytomap9p21.2
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q2TAM9


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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
286319TUSC1P2T-EHumanEsophagusESCC1.37e-395.93e-010.1177
286319TUSC1P4T-EHumanEsophagusESCC3.44e-092.11e-010.1323
286319TUSC1P5T-EHumanEsophagusESCC5.66e-102.68e-010.1327
286319TUSC1P8T-EHumanEsophagusESCC1.96e-141.23e-010.0889
286319TUSC1P10T-EHumanEsophagusESCC3.33e-173.63e-010.116
286319TUSC1P11T-EHumanEsophagusESCC4.70e-104.04e-010.1426
286319TUSC1P12T-EHumanEsophagusESCC5.79e-101.37e-010.1122
286319TUSC1P15T-EHumanEsophagusESCC5.73e-051.50e-010.1149
286319TUSC1P16T-EHumanEsophagusESCC4.46e-066.32e-020.1153
286319TUSC1P20T-EHumanEsophagusESCC1.94e-064.10e-020.1124
286319TUSC1P21T-EHumanEsophagusESCC1.72e-132.11e-010.1617
286319TUSC1P22T-EHumanEsophagusESCC2.06e-101.55e-010.1236
286319TUSC1P23T-EHumanEsophagusESCC3.70e-062.24e-010.108
286319TUSC1P24T-EHumanEsophagusESCC7.35e-131.21e-010.1287
286319TUSC1P26T-EHumanEsophagusESCC1.42e-071.66e-010.1276
286319TUSC1P27T-EHumanEsophagusESCC4.68e-091.13e-010.1055
286319TUSC1P28T-EHumanEsophagusESCC8.45e-295.69e-010.1149
286319TUSC1P30T-EHumanEsophagusESCC2.82e-051.43e-010.137
286319TUSC1P32T-EHumanEsophagusESCC8.27e-153.28e-010.1666
286319TUSC1P36T-EHumanEsophagusESCC1.43e-071.60e-010.1187
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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
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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
TUSC1SNVMissense_Mutationc.484G>Cp.Glu162Glnp.E162QQ2TAM9protein_codingtolerated(0.18)possibly_damaging(0.696)TCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TUSC1SNVMissense_Mutationc.532G>Cp.Glu178Glnp.E178QQ2TAM9protein_codingdeleterious_low_confidence(0)possibly_damaging(0.667)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TUSC1SNVMissense_Mutationc.605N>Tp.Ser202Phep.S202FQ2TAM9protein_codingdeleterious_low_confidence(0.01)benign(0.158)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TUSC1SNVMissense_Mutationc.289C>Tp.Arg97Trpp.R97WQ2TAM9protein_codingdeleterious(0)benign(0.427)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TUSC1SNVMissense_Mutationc.392N>Ap.Arg131Glnp.R131QQ2TAM9protein_codingtolerated(0.56)benign(0.029)TCGA-DD-A113-01Liverliver hepatocellular 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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