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: EXOSC1

Gene summary for EXOSC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXOSC1

Gene ID

51013

Gene nameexosome component 1
Gene AliasCGI-108
Cytomap10q24.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B1AMU3


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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
51013EXOSC1LZE4THumanEsophagusESCC1.12e-132.48e-010.0811
51013EXOSC1LZE5THumanEsophagusESCC1.42e-042.83e-010.0514
51013EXOSC1LZE20THumanEsophagusESCC6.29e-071.55e-010.0662
51013EXOSC1LZE24THumanEsophagusESCC1.20e-237.23e-010.0596
51013EXOSC1LZE21THumanEsophagusESCC3.96e-042.60e-010.0655
51013EXOSC1LZE6THumanEsophagusESCC7.06e-051.90e-010.0845
51013EXOSC1P2T-EHumanEsophagusESCC2.08e-355.82e-010.1177
51013EXOSC1P4T-EHumanEsophagusESCC4.12e-349.35e-010.1323
51013EXOSC1P5T-EHumanEsophagusESCC2.72e-387.29e-010.1327
51013EXOSC1P8T-EHumanEsophagusESCC2.73e-284.59e-010.0889
51013EXOSC1P9T-EHumanEsophagusESCC1.19e-183.46e-010.1131
51013EXOSC1P10T-EHumanEsophagusESCC1.91e-141.78e-010.116
51013EXOSC1P11T-EHumanEsophagusESCC4.26e-185.24e-010.1426
51013EXOSC1P12T-EHumanEsophagusESCC1.67e-285.28e-010.1122
51013EXOSC1P15T-EHumanEsophagusESCC2.21e-205.96e-010.1149
51013EXOSC1P16T-EHumanEsophagusESCC2.51e-263.72e-010.1153
51013EXOSC1P17T-EHumanEsophagusESCC1.68e-084.42e-010.1278
51013EXOSC1P19T-EHumanEsophagusESCC1.74e-084.66e-010.1662
51013EXOSC1P20T-EHumanEsophagusESCC2.34e-235.43e-010.1124
51013EXOSC1P21T-EHumanEsophagusESCC5.54e-305.50e-010.1617
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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
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
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:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:000640321LiverHCCRNA localization151/7958201/187233.72e-215.89e-19151
GO:000640221LiverHCCmRNA catabolic process169/7958232/187234.50e-216.96e-19169
GO:000095621LiverHCCnuclear-transcribed mRNA catabolic process84/7958112/187232.54e-121.18e-1084
GO:003304421LiverHCCregulation of chromosome organization125/7958187/187231.35e-115.40e-10125
GO:001063912LiverHCCnegative regulation of organelle organization204/7958348/187237.67e-102.37e-08204
GO:00905011LiverHCCRNA phosphodiester bond hydrolysis101/7958152/187231.99e-095.63e-08101
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:000072311LiverHCCtelomere maintenance85/7958131/187231.86e-073.40e-0685
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:00004601LiverHCCmaturation of 5.8S rRNA29/795835/187231.12e-061.66e-0529
GO:000700412LiverHCCtelomere maintenance via telomerase49/795869/187231.51e-062.15e-0549
GO:003220411LiverHCCregulation of telomere maintenance55/795880/187231.83e-062.54e-0555
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0301823Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0301833Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
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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
EXOSC1deletionFrame_Shift_Delnovelc.540delAp.Glu181AsnfsTer5p.E181Nfs*5Q9Y3B2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
EXOSC1SNVMissense_Mutationrs762016854c.170N>Cp.Arg57Thrp.R57TQ9Y3B2protein_codingtolerated(0.25)benign(0.278)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
EXOSC1SNVMissense_Mutationnovelc.241C>Tp.Arg81Cysp.R81CQ9Y3B2protein_codingdeleterious(0)benign(0.015)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EXOSC1SNVMissense_Mutationnovelc.289A>Gp.Asn97Aspp.N97DQ9Y3B2protein_codingtolerated(0.36)benign(0)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EXOSC1SNVMissense_Mutationnovelc.350N>Gp.Glu117Glyp.E117GQ9Y3B2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EXOSC1SNVMissense_Mutationnovelc.401C>Tp.Ser134Phep.S134FQ9Y3B2protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EXOSC1SNVMissense_Mutationnovelc.354N>Gp.Ile118Metp.I118MQ9Y3B2protein_codingtolerated(1)benign(0.018)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EXOSC1SNVMissense_Mutationc.322N>Ap.Val108Ilep.V108IQ9Y3B2protein_codingtolerated(0.3)benign(0.003)TCGA-55-A490-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinSD
EXOSC1deletionFrame_Shift_Delnovelc.166delNp.Val56Terp.V56*Q9Y3B2protein_codingTCGA-MP-A4T2-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
EXOSC1SNVMissense_Mutationc.546N>Gp.Phe182Leup.F182LQ9Y3B2protein_codingtolerated(0.7)benign(0)TCGA-BR-6563-01Stomachstomach adenocarcinomaMale<65I/IIChemotherapydoxorubicinCR
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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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