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: MED9

Gene summary for MED9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MED9

Gene ID

55090

Gene namemediator complex subunit 9
Gene AliasMED25
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NWA0


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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
55090MED9LZE4THumanEsophagusESCC1.26e-051.82e-010.0811
55090MED9LZE7THumanEsophagusESCC8.41e-094.61e-010.0667
55090MED9LZE24THumanEsophagusESCC3.58e-131.95e-010.0596
55090MED9P1T-EHumanEsophagusESCC8.31e-103.51e-010.0875
55090MED9P2T-EHumanEsophagusESCC4.13e-192.91e-010.1177
55090MED9P4T-EHumanEsophagusESCC2.86e-112.42e-010.1323
55090MED9P5T-EHumanEsophagusESCC6.21e-111.51e-010.1327
55090MED9P8T-EHumanEsophagusESCC1.50e-101.72e-010.0889
55090MED9P10T-EHumanEsophagusESCC9.25e-171.73e-010.116
55090MED9P11T-EHumanEsophagusESCC2.91e-082.78e-010.1426
55090MED9P12T-EHumanEsophagusESCC8.28e-263.01e-010.1122
55090MED9P15T-EHumanEsophagusESCC3.06e-071.33e-010.1149
55090MED9P16T-EHumanEsophagusESCC1.42e-245.08e-010.1153
55090MED9P19T-EHumanEsophagusESCC4.69e-022.52e-010.1662
55090MED9P20T-EHumanEsophagusESCC1.83e-061.66e-010.1124
55090MED9P21T-EHumanEsophagusESCC1.09e-071.48e-010.1617
55090MED9P22T-EHumanEsophagusESCC5.80e-203.69e-010.1236
55090MED9P23T-EHumanEsophagusESCC4.87e-072.26e-010.108
55090MED9P24T-EHumanEsophagusESCC2.70e-091.58e-010.1287
55090MED9P26T-EHumanEsophagusESCC2.46e-162.90e-010.1276
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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
∗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:00069009BreastPrecancervesicle budding from membrane12/108061/187231.61e-042.69e-0312
GO:00481992BreastPrecancervesicle targeting, to, from or within Golgi5/108021/187235.93e-034.21e-025
GO:000690014BreastIDCvesicle budding from membrane12/143461/187232.01e-031.90e-0212
GO:000690022BreastDCISvesicle budding from membrane12/139061/187231.54e-031.54e-0212
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0006900ColorectumADvesicle budding from membrane32/391861/187235.38e-082.81e-0632
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0051650ColorectumADestablishment of vesicle localization57/3918161/187231.47e-053.15e-0457
GO:0051648ColorectumADvesicle localization59/3918177/187237.83e-051.25e-0359
GO:0006888ColorectumADendoplasmic reticulum to Golgi vesicle-mediated transport44/3918130/187234.13e-044.68e-0344
GO:0006903ColorectumADvesicle targeting19/391845/187239.94e-049.28e-0319
GO:0048194ColorectumADGolgi vesicle budding7/391810/187231.15e-031.04e-027
GO:0006901ColorectumADvesicle coating9/391817/187233.57e-032.57e-029
GO:00516561ColorectumSERestablishment of organelle localization100/2897390/187231.11e-076.79e-06100
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00069001ColorectumSERvesicle budding from membrane23/289761/187231.95e-055.66e-0423
GO:00516501ColorectumSERestablishment of vesicle localization42/2897161/187233.38e-045.35e-0342
GO:00160501ColorectumSERvesicle organization69/2897300/187233.59e-045.61e-0369
GO:00068881ColorectumSERendoplasmic reticulum to Golgi vesicle-mediated transport34/2897130/187231.13e-031.29e-0234
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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
MED9SNVMissense_Mutationnovelc.419N>Ap.Met140Lysp.M140KQ9NWA0protein_codingdeleterious(0.03)possibly_damaging(0.478)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MED9SNVMissense_Mutationc.124C>Gp.Gln42Glup.Q42EQ9NWA0protein_codingtolerated_low_confidence(0.78)benign(0.015)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MED9SNVMissense_Mutationc.424N>Ap.Glu142Lysp.E142KQ9NWA0protein_codingdeleterious(0.01)possibly_damaging(0.771)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MED9SNVMissense_Mutationnovelc.221N>Cp.Lys74Thrp.K74TQ9NWA0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MED9SNVMissense_Mutationnovelc.256N>Ap.Asp86Asnp.D86NQ9NWA0protein_codingdeleterious(0.04)benign(0.38)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MED9SNVMissense_Mutationc.334N>Ap.Glu112Lysp.E112KQ9NWA0protein_codingdeleterious(0.01)possibly_damaging(0.454)TCGA-AX-A06H-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
MED9SNVMissense_Mutationnovelc.304N>Gp.Ser102Glyp.S102GQ9NWA0protein_codingtolerated(0.4)benign(0.005)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MED9SNVMissense_Mutationrs137951481c.350N>Tp.Gln117Leup.Q117LQ9NWA0protein_codingtolerated(0.06)benign(0.003)TCGA-AX-A1C9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MED9SNVMissense_Mutationc.293N>Ap.Arg98Hisp.R98HQ9NWA0protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
MED9SNVMissense_Mutationnovelc.215N>Ap.Ile72Asnp.I72NQ9NWA0protein_codingdeleterious(0)possibly_damaging(0.776)TCGA-21-1081-01Lunglung squamous cell carcinomaMale>=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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