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: MED13

Gene summary for MED13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MED13

Gene ID

9969

Gene namemediator complex subunit 13
Gene AliasARC250
Cytomap17q23.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024QZ75


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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
9969MED13GSM4909293HumanBreastIDC1.35e-022.31e-010.1581
9969MED13GSM4909296HumanBreastIDC6.77e-05-1.69e-010.1524
9969MED13GSM4909311HumanBreastIDC5.15e-08-1.48e-010.1534
9969MED13GSM4909319HumanBreastIDC1.13e-12-1.63e-010.1563
9969MED13GSM4909321HumanBreastIDC4.98e-02-6.39e-020.1559
9969MED13M1HumanBreastIDC1.79e-105.17e-010.1577
9969MED13NCCBC2HumanBreastDCIS1.04e-046.20e-010.1554
9969MED13NCCBC5HumanBreastDCIS5.37e-04-1.83e-010.2046
9969MED13P1HumanBreastIDC1.80e-063.27e-010.1527
9969MED13DCIS2HumanBreastDCIS5.87e-512.67e-010.0085
9969MED13CCI_1HumanCervixCC1.54e-058.04e-010.528
9969MED13CCI_2HumanCervixCC5.79e-091.12e+000.5249
9969MED13CCI_3HumanCervixCC1.20e-091.01e+000.516
9969MED13HTA11_3410_2000001011HumanColorectumAD4.83e-14-5.00e-010.0155
9969MED13HTA11_99999965062_69753HumanColorectumMSI-H4.85e-024.14e-010.3487
9969MED13A015-C-203HumanColorectumFAP1.27e-30-3.03e-01-0.1294
9969MED13A015-C-204HumanColorectumFAP1.73e-03-1.18e-01-0.0228
9969MED13A014-C-040HumanColorectumFAP5.03e-04-3.90e-01-0.1184
9969MED13A002-C-201HumanColorectumFAP3.72e-12-2.78e-010.0324
9969MED13A002-C-203HumanColorectumFAP1.18e-02-1.57e-010.2786
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
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:00063523EsophagusHGINDNA-templated transcription, initiation30/2587130/187232.86e-032.79e-0230
GO:20001424EsophagusHGINregulation of DNA-templated transcription, initiation12/258740/187236.22e-034.95e-0212
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00602603EsophagusESCCregulation of transcription initiation from RNA polymerase II promoter25/855233/187234.30e-042.43e-0325
GO:200014212EsophagusESCCregulation of DNA-templated transcription, initiation29/855240/187235.32e-042.93e-0329
GO:20001443EsophagusESCCpositive regulation of DNA-templated transcription, initiation21/855231/187231.10e-023.70e-0221
GO:0006367LiverCirrhotictranscription initiation from RNA polymerase II promoter31/463477/187231.91e-031.20e-0231
GO:0060260LiverCirrhoticregulation of transcription initiation from RNA polymerase II promoter15/463433/187237.61e-033.60e-0215
GO:2000142LiverCirrhoticregulation of DNA-templated transcription, initiation17/463440/187231.04e-024.61e-0217
GO:00063671LiverHCCtranscription initiation from RNA polymerase II promoter52/795877/187237.87e-069.27e-0552
GO:0006352LiverHCCDNA-templated transcription, initiation78/7958130/187234.19e-054.11e-0478
GO:20001421LiverHCCregulation of DNA-templated transcription, initiation28/795840/187234.01e-042.71e-0328
GO:00602601LiverHCCregulation of transcription initiation from RNA polymerase II promoter24/795833/187234.24e-042.85e-0324
GO:2000144LiverHCCpositive regulation of DNA-templated transcription, initiation21/795831/187234.01e-031.76e-0221
GO:0060261LiverHCCpositive regulation of transcription initiation from RNA polymerase II promoter17/795825/187238.94e-033.45e-0217
GO:00063522Oral cavityOSCCDNA-templated transcription, initiation74/7305130/187232.56e-052.39e-0474
GO:00063672Oral cavityOSCCtranscription initiation from RNA polymerase II promoter46/730577/187231.82e-041.24e-0346
GO:20001423Oral cavityOSCCregulation of DNA-templated transcription, initiation26/730540/187237.79e-044.23e-0326
GO:20001442Oral cavityOSCCpositive regulation of DNA-templated transcription, initiation21/730531/187231.13e-035.75e-0321
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491916BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0491917BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0491922BreastDCISThyroid hormone signaling pathway23/846121/84651.78e-031.22e-029.00e-0323
hsa0491932BreastDCISThyroid hormone signaling pathway23/846121/84651.78e-031.22e-029.00e-0323
hsa0491918CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa0491919CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa04919ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa049191ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa049196ColorectumMSI-HThyroid hormone signaling pathway21/797121/84654.18e-034.10e-023.44e-0221
hsa049197ColorectumMSI-HThyroid hormone signaling pathway21/797121/84654.18e-034.10e-023.44e-0221
hsa049198ColorectumFAPThyroid hormone signaling pathway41/1404121/84652.28e-064.28e-052.60e-0541
hsa049199ColorectumFAPThyroid hormone signaling pathway41/1404121/84652.28e-064.28e-052.60e-0541
hsa0491910ColorectumCRCThyroid hormone signaling pathway35/1091121/84652.05e-066.85e-054.64e-0535
hsa0491911ColorectumCRCThyroid hormone signaling pathway35/1091121/84652.05e-066.85e-054.64e-0535
hsa0491920EndometriumAEHThyroid hormone signaling pathway30/1197121/84651.20e-037.52e-035.50e-0330
hsa04919110EndometriumAEHThyroid hormone signaling pathway30/1197121/84651.20e-037.52e-035.50e-0330
hsa0491923EndometriumEECThyroid hormone signaling pathway29/1237121/84654.08e-032.24e-021.67e-0229
hsa0491933EndometriumEECThyroid hormone signaling pathway29/1237121/84654.08e-032.24e-021.67e-0229
hsa0491928EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa04919113EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
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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
MED13SNVMissense_Mutationc.4298A>Tp.Glu1433Valp.E1433VQ9UHV7protein_codingdeleterious(0)possibly_damaging(0.806)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MED13SNVMissense_Mutationc.3757N>Ap.Glu1253Lysp.E1253KQ9UHV7protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MED13SNVMissense_Mutationc.2621N>Gp.Ser874Cysp.S874CQ9UHV7protein_codingtolerated(0.07)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MED13SNVMissense_Mutationc.2161N>Cp.Glu721Glnp.E721QQ9UHV7protein_codingdeleterious(0.01)possibly_damaging(0.815)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MED13SNVMissense_Mutationc.1526N>Tp.Ser509Leup.S509LQ9UHV7protein_codingtolerated(0.14)benign(0.01)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MED13SNVMissense_Mutationrs147399023c.3452N>Ap.Arg1151Hisp.R1151HQ9UHV7protein_codingdeleterious(0.02)probably_damaging(0.991)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MED13SNVMissense_Mutationc.6513N>Cp.Met2171Ilep.M2171IQ9UHV7protein_codingdeleterious(0.05)benign(0.098)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MED13SNVMissense_Mutationc.5032N>Tp.Pro1678Serp.P1678SQ9UHV7protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MED13SNVMissense_Mutationc.1950T>Ap.Ser650Argp.S650RQ9UHV7protein_codingtolerated(0.1)benign(0.024)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MED13SNVMissense_Mutationc.2366N>Gp.Ser789Cysp.S789CQ9UHV7protein_codingdeleterious(0)probably_damaging(0.921)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
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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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