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: EXOSC5

Gene summary for EXOSC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

EXOSC5

Gene ID

56915

Gene nameexosome component 5
Gene AliasRRP41B
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000288

UniProtAcc

Q9NQT4


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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
56915EXOSC5HTA11_866_3004761011HumanColorectumAD2.72e-072.80e-010.096
56915EXOSC5HTA11_8622_2000001021HumanColorectumSER8.16e-033.17e-010.0528
56915EXOSC5HTA11_7696_3000711011HumanColorectumAD1.47e-082.50e-010.0674
56915EXOSC5HTA11_99999970781_79442HumanColorectumMSS5.47e-031.60e-010.294
56915EXOSC5HTA11_99999965062_69753HumanColorectumMSI-H1.81e-025.07e-010.3487
56915EXOSC5HTA11_99999965104_69814HumanColorectumMSS4.61e-136.18e-010.281
56915EXOSC5HTA11_99999971662_82457HumanColorectumMSS8.25e-154.17e-010.3859
56915EXOSC5HTA11_99999974143_84620HumanColorectumMSS1.18e-072.45e-010.3005
56915EXOSC5LZE2THumanEsophagusESCC6.85e-047.97e-010.082
56915EXOSC5LZE4THumanEsophagusESCC1.55e-083.28e-010.0811
56915EXOSC5LZE7THumanEsophagusESCC2.09e-127.95e-010.0667
56915EXOSC5LZE8THumanEsophagusESCC5.33e-154.72e-010.067
56915EXOSC5LZE22THumanEsophagusESCC1.70e-034.42e-010.068
56915EXOSC5LZE24THumanEsophagusESCC3.63e-308.96e-010.0596
56915EXOSC5LZE21THumanEsophagusESCC1.22e-094.51e-010.0655
56915EXOSC5LZE6THumanEsophagusESCC8.40e-043.55e-010.0845
56915EXOSC5P1T-EHumanEsophagusESCC1.06e-106.67e-010.0875
56915EXOSC5P2T-EHumanEsophagusESCC2.97e-276.01e-010.1177
56915EXOSC5P4T-EHumanEsophagusESCC1.34e-236.36e-010.1323
56915EXOSC5P5T-EHumanEsophagusESCC1.31e-448.29e-010.1327
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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
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:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:1903311ColorectumADregulation of mRNA metabolic process117/3918288/187231.69e-144.23e-12117
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0006401ColorectumADRNA catabolic process102/3918278/187238.64e-106.76e-08102
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0006402ColorectumADmRNA catabolic process87/3918232/187234.40e-092.84e-0787
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0061013ColorectumADregulation of mRNA catabolic process64/3918166/187231.44e-076.59e-0664
GO:0043487ColorectumADregulation of RNA stability63/3918170/187239.17e-073.12e-0563
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0043488ColorectumADregulation of mRNA stability59/3918158/187231.50e-064.66e-0559
GO:1903313ColorectumADpositive regulation of mRNA metabolic process44/3918118/187233.20e-055.87e-0444
GO:0000956ColorectumADnuclear-transcribed mRNA catabolic process40/3918112/187232.11e-042.79e-0340
GO:0061014ColorectumADpositive regulation of mRNA catabolic process32/391887/187234.81e-045.27e-0332
GO:0061157ColorectumADmRNA destabilization30/391884/187231.24e-031.09e-0230
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
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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
EXOSC5SNVMissense_Mutationnovelc.283N>Ap.Glu95Lysp.E95KQ9NQT4protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
EXOSC5SNVMissense_Mutationnovelc.308A>Tp.Glu103Valp.E103VQ9NQT4protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
EXOSC5SNVMissense_Mutationrs754247072c.650N>Tp.Ser217Leup.S217LQ9NQT4protein_codingdeleterious(0.01)possibly_damaging(0.484)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
EXOSC5SNVMissense_Mutationrs771048778c.116C>Tp.Ser39Leup.S39LQ9NQT4protein_codingdeleterious(0)probably_damaging(0.98)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
EXOSC5SNVMissense_Mutationrs772859389c.71N>Tp.Pro24Leup.P24LQ9NQT4protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
EXOSC5SNVMissense_Mutationc.433G>Ap.Gly145Serp.G145SQ9NQT4protein_codingtolerated(0.08)probably_damaging(0.989)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
EXOSC5SNVMissense_Mutationnovelc.334C>Tp.Pro112Serp.P112SQ9NQT4protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
EXOSC5SNVMissense_Mutationnovelc.249N>Tp.Lys83Asnp.K83NQ9NQT4protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
EXOSC5SNVMissense_Mutationc.439C>Tp.Pro147Serp.P147SQ9NQT4protein_codingtolerated(0.08)possibly_damaging(0.488)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
EXOSC5SNVMissense_Mutationc.359T>Cp.Leu120Prop.L120PQ9NQT4protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A064-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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