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: TP53

Gene summary for TP53

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TP53

Gene ID

7157

Gene nametumor protein p53
Gene AliasBCC7
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

K7PPA8


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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
7157TP53HTA11_1938_2000001011HumanColorectumAD1.12e-075.41e-01-0.0811
7157TP53HTA11_347_2000001011HumanColorectumAD1.67e-064.80e-01-0.1954
7157TP53HTA11_696_2000001011HumanColorectumAD5.44e-064.00e-01-0.1464
7157TP53HTA11_866_2000001011HumanColorectumAD3.37e-033.24e-01-0.1001
7157TP53HTA11_1391_2000001011HumanColorectumAD1.12e-117.40e-01-0.059
7157TP53HTA11_546_2000001011HumanColorectumAD4.01e-056.45e-01-0.0842
7157TP53HTA11_866_3004761011HumanColorectumAD1.61e-156.64e-010.096
7157TP53HTA11_4255_2000001011HumanColorectumSER1.25e-057.18e-010.0446
7157TP53HTA11_9408_2000001011HumanColorectumAD4.97e-047.82e-010.0451
7157TP53HTA11_7663_2000001011HumanColorectumSER9.87e-055.68e-010.0131
7157TP53HTA11_10623_2000001011HumanColorectumAD2.01e-025.44e-01-0.0177
7157TP53HTA11_10711_2000001011HumanColorectumAD3.94e-043.99e-010.0338
7157TP53HTA11_7696_3000711011HumanColorectumAD1.22e-176.30e-010.0674
7157TP53HTA11_6818_2000001021HumanColorectumAD4.56e-055.34e-010.0588
7157TP53HTA11_99999970781_79442HumanColorectumMSS1.16e-094.47e-010.294
7157TP53HTA11_99999965062_69753HumanColorectumMSI-H2.26e-081.39e+000.3487
7157TP53HTA11_99999965104_69814HumanColorectumMSS1.02e-127.86e-010.281
7157TP53HTA11_99999971662_82457HumanColorectumMSS1.00e-085.52e-010.3859
7157TP53HTA11_99999974143_84620HumanColorectumMSS2.31e-084.10e-010.3005
7157TP53A015-C-203HumanColorectumFAP5.67e-03-1.50e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0097193ColorectumADintrinsic apoptotic signaling pathway108/3918288/187236.25e-116.41e-09108
GO:0031334ColorectumADpositive regulation of protein-containing complex assembly91/3918237/187234.78e-103.99e-0891
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:2001242ColorectumADregulation of intrinsic apoptotic signaling pathway67/3918164/187234.94e-093.16e-0767
GO:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:2001233ColorectumADregulation of apoptotic signaling pathway119/3918356/187232.14e-081.21e-06119
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04919ColorectumADThyroid hormone signaling pathway51/2092121/84651.71e-051.73e-041.10e-0451
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa05213ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa05216ColorectumADThyroid cancer21/209237/84653.05e-052.76e-041.76e-0421
hsa05230ColorectumADCentral carbon metabolism in cancer33/209270/84653.61e-053.19e-042.03e-0433
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa04216ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa05210ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa05417ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa04071ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
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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
TP53MSCBreastDCISATP1B2,CTNNB1,F2R, etc.1.47e-02The 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.
TP53FIBBreastHealthyATP1B2,CTNNB1,F2R, etc.4.25e-02The 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.
TP53FIBBreastPrecancerATP1B2,CTNNB1,F2R, etc.1.56e-02The 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.
TP53ASCColorectumADJCATSPERE,AP000446.1,TMEM69, etc.1.30e-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.
TP53TACColorectumHealthyESYT1,ATAD5,GNL3, etc.7.42e-02The 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.
TP53CD8TEXINTLungAAHAPOLD1,RAB27A,PHACTR2-AS1, etc.3.56e-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.
TP53TH1LungHealthyTRAT1,MRPL43,LSM14A, etc.8.15e-03The 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.
TP53CD8TCMLungIACTTC4,ELMOD3,RNASE1, etc.4.42e-02The 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.
TP53CD8TEFFLungIACTTC4,ELMOD3,RNASE1, etc.3.87e-02The 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.
TP53PVALungHealthyHDX,LINC00960,NHEJ1, etc.1.10e-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
TP53SNVMissense_Mutationrs28934578c.524N>Ap.Arg175Hisp.R175HP04637protein_codingtolerated(0.11)benign(0.319)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TP53SNVMissense_Mutationc.398N>Ap.Met133Lysp.M133KP04637protein_codingdeleterious(0)benign(0.061)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TP53SNVMissense_Mutationrs121912666c.659A>Gp.Tyr220Cysp.Y220CP04637protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
TP53SNVMissense_Mutationrs28934576c.818N>Ap.Arg273Hisp.R273HP04637protein_codingtolerated(0.13)possibly_damaging(0.643)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TP53SNVMissense_Mutationc.623N>Gp.Asp208Glyp.D208GP04637protein_codingdeleterious(0.04)probably_damaging(0.988)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TP53SNVMissense_Mutationrs121912657c.814N>Ap.Val272Metp.V272MP04637protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TP53SNVMissense_Mutationrs28934576c.818G>Tp.Arg273Leup.R273LP04637protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
TP53SNVMissense_Mutationc.691A>Cp.Thr231Prop.T231PP04637protein_codingdeleterious(0)probably_damaging(0.981)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TP53SNVMissense_Mutationrs587780073c.701N>Gp.Tyr234Cysp.Y234CP04637protein_codingdeleterious(0)probably_damaging(0.98)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TP53SNVMissense_Mutationrs148924904c.488N>Gp.Tyr163Cysp.Y163CP04637protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0ST-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERCAULIBUGULONE DCAULIBUGULONE D
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERfluorouracilFLUOROURACIL
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERCID 867101CHEMBL406557
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERSJ000276790CHEMBL602922
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTEROLEOYL DOPAMINEOLEOYL DOPAMINE
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERDNDI1417085CHEMBL1522984
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERDNDI1340257CHEMBL1702181
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERTEBUFENPYRADTEBUFENPYRAD
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERCTX-126883273
7157TP53CLINICALLY ACTIONABLE, TRANSCRIPTION FACTOR COMPLEX, TUMOR SUPPRESSOR, DRUGGABLE GENOME, KINASE, DRUG RESISTANCE, TRANSPORTERZM-336372CHEMBL186526
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