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: EXOSC4

Gene summary for EXOSC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXOSC4

Gene ID

54512

Gene nameexosome component 4
Gene AliasRRP41
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0000291

UniProtAcc

Q9NPD3


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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
54512EXOSC4LZE4THumanEsophagusESCC4.27e-143.56e-010.0811
54512EXOSC4LZE5THumanEsophagusESCC3.40e-043.24e-010.0514
54512EXOSC4LZE7THumanEsophagusESCC1.25e-127.36e-010.0667
54512EXOSC4LZE8THumanEsophagusESCC1.59e-063.58e-010.067
54512EXOSC4LZE20THumanEsophagusESCC6.56e-145.07e-010.0662
54512EXOSC4LZE22D1HumanEsophagusHGIN3.10e-02-2.32e-020.0595
54512EXOSC4LZE22THumanEsophagusESCC2.76e-072.99e-010.068
54512EXOSC4LZE24THumanEsophagusESCC7.70e-248.53e-010.0596
54512EXOSC4LZE21THumanEsophagusESCC8.25e-075.92e-010.0655
54512EXOSC4LZE6THumanEsophagusESCC1.55e-024.84e-010.0845
54512EXOSC4P1T-EHumanEsophagusESCC9.88e-125.03e-010.0875
54512EXOSC4P2T-EHumanEsophagusESCC7.33e-489.44e-010.1177
54512EXOSC4P4T-EHumanEsophagusESCC1.19e-471.30e+000.1323
54512EXOSC4P5T-EHumanEsophagusESCC5.32e-491.14e+000.1327
54512EXOSC4P8T-EHumanEsophagusESCC2.06e-143.26e-010.0889
54512EXOSC4P9T-EHumanEsophagusESCC6.17e-421.19e+000.1131
54512EXOSC4P10T-EHumanEsophagusESCC4.48e-295.34e-010.116
54512EXOSC4P11T-EHumanEsophagusESCC3.32e-148.25e-010.1426
54512EXOSC4P12T-EHumanEsophagusESCC8.59e-571.30e+000.1122
54512EXOSC4P15T-EHumanEsophagusESCC8.46e-409.20e-010.1149
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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
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:000095624ThyroidATCnuclear-transcribed mRNA catabolic process78/6293112/187236.44e-154.07e-1378
GO:004670024ThyroidATCheterocycle catabolic process228/6293445/187237.26e-154.50e-13228
GO:004427025ThyroidATCcellular nitrogen compound catabolic process229/6293451/187232.25e-141.27e-12229
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
GO:001943924ThyroidATCaromatic compound catabolic process232/6293467/187233.05e-131.44e-11232
GO:190136124ThyroidATCorganic cyclic compound catabolic process238/6293495/187231.12e-114.12e-10238
GO:000155826ThyroidATCregulation of cell growth201/6293414/187231.57e-104.76e-09201
GO:0009615111ThyroidATCresponse to virus173/6293367/187234.23e-087.71e-07173
GO:003112312ThyroidATCRNA 3'-end processing65/6293116/187235.58e-077.93e-0665
GO:000029112ThyroidATCnuclear-transcribed mRNA catabolic process, exonucleolytic17/629319/187237.02e-079.42e-0617
GO:009050112ThyroidATCRNA phosphodiester bond hydrolysis76/6293152/187232.07e-051.86e-0476
GO:000046012ThyroidATCmaturation of 5.8S rRNA24/629335/187232.49e-052.16e-0424
GO:009050312ThyroidATCRNA phosphodiester bond hydrolysis, exonucleolytic27/629342/187234.62e-053.70e-0427
GO:003466111ThyroidATCncRNA catabolic process27/629343/187238.44e-056.30e-0427
GO:007104411ThyroidATChistone mRNA catabolic process10/629311/187231.40e-049.75e-0410
GO:007102711ThyroidATCnuclear RNA surveillance11/629313/187232.30e-041.49e-0311
GO:007102811ThyroidATCnuclear mRNA surveillance11/629313/187232.30e-041.49e-0311
GO:000833411ThyroidATChistone mRNA metabolic process13/629317/187233.73e-042.28e-0313
GO:005160712ThyroidATCdefense response to virus115/6293265/187235.31e-043.09e-03115
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301810EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301815EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
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
hsa030188ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
hsa0301813ProstateBPHRNA degradation29/171879/84655.17e-042.67e-031.65e-0329
hsa0301822ProstateTumorRNA degradation30/179179/84654.48e-042.35e-031.46e-0330
hsa0301832ProstateTumorRNA degradation30/179179/84654.48e-042.35e-031.46e-0330
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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
EXOSC4SNVMissense_Mutationc.7G>Ap.Gly3Argp.G3RQ9NPD3protein_codingtolerated(0.13)benign(0.117)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EXOSC4deletionIn_Frame_Delnovelc.77_139delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Arg28_Ala48delp.R28_A48delQ9NPD3protein_codingTCGA-BH-A5IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
EXOSC4SNVMissense_Mutationc.369N>Gp.Ile123Metp.I123MQ9NPD3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A1BL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
EXOSC4SNVMissense_Mutationrs376508817c.590N>Tp.Ala197Valp.A197VQ9NPD3protein_codingtolerated(1)benign(0.011)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
EXOSC4SNVMissense_Mutationrs373942429c.611N>Ap.Arg204Glnp.R204QQ9NPD3protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-D5-5538-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycalciumPD
EXOSC4SNVMissense_Mutationrs201630396c.311G>Ap.Arg104Hisp.R104HQ9NPD3protein_codingdeleterious(0.04)possibly_damaging(0.856)TCGA-DC-6158-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
EXOSC4SNVMissense_Mutationrs373942429c.611N>Ap.Arg204Glnp.R204QQ9NPD3protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
EXOSC4SNVMissense_Mutationnovelc.467N>Ap.Phe156Tyrp.F156YQ9NPD3protein_codingtolerated(1)benign(0.031)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
EXOSC4SNVMissense_Mutationnovelc.199C>Tp.Pro67Serp.P67SQ9NPD3protein_codingtolerated(0.62)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
EXOSC4SNVMissense_Mutationrs782220917c.697N>Tp.Arg233Trpp.R233WQ9NPD3protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AX-A06D-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
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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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