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: MED25

Gene summary for MED25

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MED25

Gene ID

81857

Gene namemediator complex subunit 25
Gene AliasACID1
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q71SY5


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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
81857MED25LZE4THumanEsophagusESCC5.14e-051.51e-010.0811
81857MED25LZE7THumanEsophagusESCC1.79e-094.35e-010.0667
81857MED25LZE8THumanEsophagusESCC2.10e-052.25e-010.067
81857MED25LZE20THumanEsophagusESCC3.00e-041.26e-010.0662
81857MED25LZE22D1HumanEsophagusHGIN5.16e-041.67e-010.0595
81857MED25LZE22THumanEsophagusESCC7.38e-032.91e-010.068
81857MED25LZE24THumanEsophagusESCC7.11e-103.85e-010.0596
81857MED25LZE6THumanEsophagusESCC1.37e-031.64e-010.0845
81857MED25P1T-EHumanEsophagusESCC3.44e-084.24e-010.0875
81857MED25P2T-EHumanEsophagusESCC2.83e-163.53e-010.1177
81857MED25P4T-EHumanEsophagusESCC5.37e-101.89e-010.1323
81857MED25P5T-EHumanEsophagusESCC1.57e-061.60e-010.1327
81857MED25P8T-EHumanEsophagusESCC7.09e-458.83e-010.0889
81857MED25P9T-EHumanEsophagusESCC1.60e-111.69e-010.1131
81857MED25P10T-EHumanEsophagusESCC2.32e-132.39e-010.116
81857MED25P11T-EHumanEsophagusESCC8.07e-125.37e-010.1426
81857MED25P12T-EHumanEsophagusESCC1.63e-143.47e-010.1122
81857MED25P15T-EHumanEsophagusESCC2.80e-254.73e-010.1149
81857MED25P16T-EHumanEsophagusESCC7.59e-071.28e-010.1153
81857MED25P17T-EHumanEsophagusESCC2.57e-073.85e-010.1278
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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
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:003133425EsophagusHGINpositive regulation of protein-containing complex assembly61/2587237/187237.10e-073.00e-0561
GO:004325427EsophagusHGINregulation of protein-containing complex assembly94/2587428/187232.39e-068.55e-0594
GO:005109825EsophagusHGINregulation of binding78/2587363/187233.73e-059.30e-0478
GO:005109925EsophagusHGINpositive regulation of binding42/2587173/187231.51e-042.97e-0342
GO:00481458EsophagusHGINregulation of fibroblast proliferation23/258780/187233.71e-045.77e-0323
GO:00481447EsophagusHGINfibroblast proliferation23/258781/187234.52e-046.62e-0323
GO:00481472EsophagusHGINnegative regulation of fibroblast proliferation10/258730/187235.36e-034.40e-0210
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:004814414EsophagusESCCfibroblast proliferation57/855281/187235.83e-066.03e-0557
GO:004814514EsophagusESCCregulation of fibroblast proliferation56/855280/187239.08e-068.71e-0556
GO:00481471EsophagusESCCnegative regulation of fibroblast proliferation22/855230/187231.98e-038.90e-0322
GO:0035563EsophagusESCCpositive regulation of chromatin binding11/855214/187231.30e-024.27e-0211
GO:004325412LiverCirrhoticregulation of protein-containing complex assembly169/4634428/187237.40e-124.99e-10169
GO:005109812LiverCirrhoticregulation of binding148/4634363/187239.14e-125.97e-10148
GO:00313347LiverCirrhoticpositive regulation of protein-containing complex assembly95/4634237/187231.21e-073.39e-0695
GO:005109912LiverCirrhoticpositive regulation of binding74/4634173/187231.44e-073.87e-0674
GO:0048145LiverCirrhoticregulation of fibroblast proliferation33/463480/187238.46e-046.12e-0333
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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
MED25SNVMissense_Mutationrs775622130c.751N>Ap.Ala251Thrp.A251TQ71SY5protein_codingtolerated(0.38)benign(0.041)TCGA-D8-A1XF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
MED25SNVMissense_Mutationc.1271C>Tp.Thr424Metp.T424MQ71SY5protein_codingdeleterious(0)benign(0.375)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
MED25SNVMissense_Mutationc.213N>Gp.Phe71Leup.F71LQ71SY5protein_codingdeleterious(0)probably_damaging(0.989)TCGA-E2-A14Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
MED25SNVMissense_Mutationnovelc.82N>Gp.Leu28Valp.L28VQ71SY5protein_codingtolerated(0.07)probably_damaging(0.992)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MED25SNVMissense_Mutationc.1864N>Tp.Pro622Serp.P622SQ71SY5protein_codingtolerated_low_confidence(0.07)benign(0.026)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
MED25SNVMissense_Mutationc.1677N>Tp.Met559Ilep.M559IQ71SY5protein_codingtolerated(0.13)benign(0)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
MED25SNVMissense_Mutationrs371817340c.748N>Ap.Ala250Thrp.A250TQ71SY5protein_codingtolerated(0.48)benign(0.034)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MED25SNVMissense_Mutationc.1528N>Ap.Val510Metp.V510MQ71SY5protein_codingdeleterious(0.03)probably_damaging(0.984)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
MED25SNVMissense_Mutationc.1224N>Cp.Trp408Cysp.W408CQ71SY5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MED25SNVMissense_Mutationrs781140315c.418C>Tp.Arg140Trpp.R140WQ71SY5protein_codingdeleterious(0)probably_damaging(0.913)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<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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