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: MED10

Gene summary for MED10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MED10

Gene ID

84246

Gene namemediator complex subunit 10
Gene AliasL6
Cytomap5p15.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BTT4


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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
84246MED10LZE2DHumanEsophagusHGIN1.25e-062.39e-010.0642
84246MED10LZE4THumanEsophagusESCC4.70e-307.42e-010.0811
84246MED10LZE7THumanEsophagusESCC1.80e-239.39e-010.0667
84246MED10LZE8THumanEsophagusESCC1.66e-133.30e-010.067
84246MED10LZE20THumanEsophagusESCC2.67e-113.38e-010.0662
84246MED10LZE22D1HumanEsophagusHGIN3.31e-032.57e-010.0595
84246MED10LZE22THumanEsophagusESCC3.18e-089.90e-010.068
84246MED10LZE24THumanEsophagusESCC3.55e-247.21e-010.0596
84246MED10LZE21THumanEsophagusESCC2.56e-025.44e-010.0655
84246MED10LZE6THumanEsophagusESCC4.13e-241.09e+000.0845
84246MED10P1T-EHumanEsophagusESCC8.76e-201.32e+000.0875
84246MED10P2T-EHumanEsophagusESCC4.50e-438.24e-010.1177
84246MED10P4T-EHumanEsophagusESCC6.95e-791.79e+000.1323
84246MED10P5T-EHumanEsophagusESCC5.20e-491.21e+000.1327
84246MED10P8T-EHumanEsophagusESCC7.72e-601.52e+000.0889
84246MED10P9T-EHumanEsophagusESCC5.74e-439.84e-010.1131
84246MED10P10T-EHumanEsophagusESCC2.79e-961.93e+000.116
84246MED10P11T-EHumanEsophagusESCC7.77e-321.22e+000.1426
84246MED10P12T-EHumanEsophagusESCC8.44e-621.40e+000.1122
84246MED10P15T-EHumanEsophagusESCC1.64e-326.84e-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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:001095119EsophagusESCCnegative regulation of endopeptidase activity135/8552252/187236.86e-032.51e-02135
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:00354595EsophagusESCCvesicle cargo loading19/855227/187238.35e-032.95e-0219
GO:19052457EsophagusESCCregulation of aspartic-type peptidase activity10/855212/187238.94e-033.12e-0210
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:005071416EsophagusESCCpositive regulation of protein secretion76/8552137/187231.32e-024.31e-0276
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:000688811LiverCirrhoticendoplasmic reticulum to Golgi vesicle-mediated transport77/4634130/187235.78e-177.56e-1577
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
GO:005254812LiverCirrhoticregulation of endopeptidase activity172/4634432/187232.12e-121.58e-10172
GO:000690012LiverCirrhoticvesicle budding from membrane41/463461/187233.12e-122.25e-1041
GO:190495112LiverCirrhoticpositive regulation of establishment of protein localization135/4634319/187233.20e-122.28e-10135
GO:005122212LiverCirrhoticpositive regulation of protein transport126/4634303/187236.85e-113.77e-09126
GO:004586112LiverCirrhoticnegative regulation of proteolysis136/4634351/187233.46e-091.42e-07136
GO:009011411LiverCirrhoticCOPII-coated vesicle budding21/463429/187238.97e-082.63e-0621
GO:005134612LiverCirrhoticnegative regulation of hydrolase activity139/4634379/187231.24e-073.42e-06139
GO:00070301LiverCirrhoticGolgi organization68/4634157/187232.57e-076.41e-0668
GO:001095111LiverCirrhoticnegative regulation of endopeptidase activity98/4634252/187234.19e-079.77e-0698
GO:001046612LiverCirrhoticnegative regulation of peptidase activity100/4634262/187238.90e-071.84e-05100
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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
MED10SNVMissense_Mutationc.17N>Tp.Asp6Valp.D6VQ9BTT4protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
MED10deletionFrame_Shift_Delnovelc.275delNp.Asn92MetfsTer11p.N92Mfs*11Q9BTT4protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MED10SNVMissense_Mutationnovelc.260N>Tp.Arg87Metp.R87MQ9BTT4protein_codingdeleterious(0)possibly_damaging(0.609)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MED10SNVMissense_Mutationnovelc.341N>Ap.Ser114Tyrp.S114YQ9BTT4protein_codingdeleterious(0.04)benign(0.27)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MED10SNVMissense_Mutationnovelc.109C>Tp.Leu37Phep.L37FQ9BTT4protein_codingtolerated(0.11)probably_damaging(0.992)TCGA-FI-A2F4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MED10deletionFrame_Shift_Delc.388delGp.Glu130ArgfsTer14p.E130Rfs*14Q9BTT4protein_codingTCGA-A5-A7WJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MED10SNVMissense_Mutationnovelc.258G>Tp.Glu86Aspp.E86DQ9BTT4protein_codingtolerated(0.09)probably_damaging(0.983)TCGA-55-7911-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MED10SNVMissense_Mutationnovelc.394N>Tp.His132Tyrp.H132YQ9BTT4protein_codingtolerated(0.27)benign(0.026)TCGA-NC-A5HG-01Lunglung squamous cell carcinomaMale<65III/IVChemotherapycisplatinCR
MED10SNVMissense_Mutationrs773128691c.151A>Gp.Ile51Valp.I51VQ9BTT4protein_codingtolerated(0.27)benign(0.001)TCGA-4P-AA8J-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
MED10SNVMissense_Mutationc.191N>Ap.Pro64Glnp.P64QQ9BTT4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EJ-7125-01Prostateprostate adenocarcinomaMale<657UnknownUnknownSD
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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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