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: MDM2

Gene summary for MDM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MDM2

Gene ID

4193

Gene nameMDM2 proto-oncogene
Gene AliasACTFS
Cytomap12q15
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

A0A0A8KB75


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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
4193MDM2GSM4909291HumanBreastIDC4.00e-351.02e+000.1753
4193MDM2GSM4909298HumanBreastIDC1.99e-021.18e-010.1551
4193MDM2GSM4909319HumanBreastIDC2.18e-03-9.07e-020.1563
4193MDM2GSM4909321HumanBreastIDC7.69e-052.95e-010.1559
4193MDM2NCCBC2HumanBreastDCIS1.34e-045.66e-010.1554
4193MDM2P3HumanBreastIDC6.07e-088.21e-010.1542
4193MDM2DCIS2HumanBreastDCIS3.34e-391.77e-010.0085
4193MDM2LZE4THumanEsophagusESCC1.15e-225.77e-010.0811
4193MDM2LZE7THumanEsophagusESCC3.46e-117.97e-010.0667
4193MDM2LZE8THumanEsophagusESCC3.13e-092.57e-010.067
4193MDM2LZE20THumanEsophagusESCC2.15e-041.80e-010.0662
4193MDM2LZE22D1HumanEsophagusHGIN3.08e-032.49e-010.0595
4193MDM2LZE24THumanEsophagusESCC2.94e-155.07e-010.0596
4193MDM2LZE21THumanEsophagusESCC7.88e-034.10e-010.0655
4193MDM2LZE6THumanEsophagusESCC1.11e-022.06e-010.0845
4193MDM2P1T-EHumanEsophagusESCC7.82e-085.82e-010.0875
4193MDM2P2T-EHumanEsophagusESCC5.41e-561.09e+000.1177
4193MDM2P4T-EHumanEsophagusESCC2.97e-184.90e-010.1323
4193MDM2P5T-EHumanEsophagusESCC1.44e-163.41e-010.1327
4193MDM2P8T-EHumanEsophagusESCC1.74e-214.87e-010.0889
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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
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:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:005254714BreastIDCregulation of peptidase activity96/1434461/187237.58e-206.15e-1796
GO:009719314BreastIDCintrinsic apoptotic signaling pathway69/1434288/187236.32e-182.99e-1569
GO:005254814BreastIDCregulation of endopeptidase activity88/1434432/187231.20e-174.85e-1588
GO:200124214BreastIDCregulation of intrinsic apoptotic signaling pathway47/1434164/187238.25e-162.93e-1347
GO:004854514BreastIDCresponse to steroid hormone70/1434339/187231.34e-144.23e-1270
GO:000697914BreastIDCresponse to oxidative stress83/1434446/187232.36e-147.06e-1283
GO:200011614BreastIDCregulation of cysteine-type endopeptidase activity55/1434235/187234.25e-141.21e-1155
GO:004586114BreastIDCnegative regulation of proteolysis70/1434351/187238.21e-142.22e-1170
GO:004328114BreastIDCregulation of cysteine-type endopeptidase activity involved in apoptotic process50/1434209/187232.49e-136.14e-1150
GO:005134613BreastIDCnegative regulation of hydrolase activity71/1434379/187231.33e-122.90e-1071
GO:001046613BreastIDCnegative regulation of peptidase activity56/1434262/187231.39e-122.92e-1056
GO:200123414BreastIDCnegative regulation of apoptotic signaling pathway49/1434224/187231.45e-112.58e-0949
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
GO:001095112BreastIDCnegative regulation of endopeptidase activity52/1434252/187233.53e-115.57e-0952
GO:003629314BreastIDCresponse to decreased oxygen levels60/1434322/187239.26e-111.25e-0860
GO:004586214BreastIDCpositive regulation of proteolysis66/1434372/187239.76e-111.29e-0866
GO:000166614BreastIDCresponse to hypoxia58/1434307/187231.09e-101.38e-0858
GO:001003814BreastIDCresponse to metal ion65/1434373/187232.95e-103.42e-0865
GO:000030214BreastIDCresponse to reactive oxygen species46/1434222/187234.12e-104.59e-0846
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516922BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa0421824BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0491916BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0520322BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa052147BreastIDCGlioma16/86775/84653.30e-032.10e-021.57e-0216
hsa0521921BreastIDCBladder cancer10/86741/84657.07e-033.54e-022.65e-0210
hsa0522010BreastIDCChronic myeloid leukemia15/86776/84659.24e-034.37e-023.27e-0215
hsa0516932BreastIDCEpstein-Barr virus infection45/867202/84653.16e-076.05e-064.52e-0645
hsa0421834BreastIDCCellular senescence35/867156/84655.49e-067.43e-055.56e-0535
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0516334BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0491917BreastIDCThyroid hormone signaling pathway23/867121/84652.45e-031.69e-021.27e-0223
hsa0520332BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0521413BreastIDCGlioma16/86775/84653.30e-032.10e-021.57e-0216
hsa0521931BreastIDCBladder cancer10/86741/84657.07e-033.54e-022.65e-0210
hsa0522013BreastIDCChronic myeloid leukemia15/86776/84659.24e-034.37e-023.27e-0215
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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
MDM2PERISkinADJDIP2A,ZMAT3,LYPD1, etc.4.86e-01The 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.
MDM2PERISkinAKDIP2A,ZMAT3,LYPD1, etc.1.31e-01The 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.
MDM2PERISkincSCCDIP2A,ZMAT3,LYPD1, etc.3.80e-01The 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.
MDM2PERISkinSCCISDIP2A,ZMAT3,LYPD1, etc.4.07e-01The 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.
∗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
MDM2SNVMissense_Mutationnovelc.892G>Ap.Glu298Lysp.E298KQ00987protein_codingdeleterious(0.01)benign(0.295)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MDM2SNVMissense_Mutationrs773519801c.994C>Tp.Arg332Cysp.R332CQ00987protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
MDM2SNVMissense_Mutationc.4N>Cp.Val2Leup.V2LQ00987protein_codingtolerated_low_confidence(0.33)benign(0.176)TCGA-E2-A158-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyarimidexSD
MDM2SNVMissense_Mutationc.271T>Gp.Leu91Valp.L91VQ00987protein_codingtolerated(0.65)benign(0.013)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MDM2SNVMissense_Mutationc.1038N>Cp.Glu346Aspp.E346DQ00987protein_codingtolerated(0.51)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MDM2SNVMissense_Mutationc.1483N>Cp.Tyr495Hisp.Y495HQ00987protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MDM2SNVMissense_Mutationc.630N>Tp.Glu210Aspp.E210DQ00987protein_codingtolerated(0.3)possibly_damaging(0.718)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MDM2SNVMissense_Mutationc.1370N>Cp.Val457Alap.V457AQ00987protein_codingdeleterious(0)possibly_damaging(0.616)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MDM2SNVMissense_Mutationrs549965230c.781N>Ap.Asp261Asnp.D261NQ00987protein_codingtolerated(0.52)possibly_damaging(0.726)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MDM2SNVMissense_Mutationc.1027G>Ap.Asp343Asnp.D343NQ00987protein_codingtolerated(0.12)benign(0.07)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<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
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMERG7388IDASANUTLIN
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMEPD-98059CHEMBL3548215385570
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMEDNDI1417132CHEMBL1492017
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMEPlatinum compounds29662106
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMERO5045337RO-5045337
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMEHELENALINHELENALIN
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMETCDD15459018
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMEANTIANGIOGENIC17138942
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMEAPG-115
4193MDM2CLINICALLY ACTIONABLE, ENZYME, TUMOR SUPPRESSOR, DRUGGABLE GENOMEPEMBROLIZUMABPEMBROLIZUMAB28351930
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