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: TIMP3

Gene summary for TIMP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TIMP3

Gene ID

7078

Gene nameTIMP metallopeptidase inhibitor 3
Gene AliasHSMRK222
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P35625


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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
7078TIMP3GSM4909281HumanBreastIDC2.27e-143.62e-010.21
7078TIMP3GSM4909302HumanBreastIDC2.10e-032.94e-010.1545
7078TIMP3GSM4909308HumanBreastIDC3.40e-185.56e-010.158
7078TIMP3GSM4909319HumanBreastIDC2.55e-156.24e-010.1563
7078TIMP3GSM4909320HumanBreastIDC2.02e-056.89e-010.1575
7078TIMP3NCCBC2HumanBreastDCIS1.08e-027.31e-010.1554
7078TIMP3LZE2THumanEsophagusESCC3.79e-022.14e-010.082
7078TIMP3LZE4THumanEsophagusESCC1.00e-03-3.50e-010.0811
7078TIMP3P2T-EHumanEsophagusESCC2.07e-095.22e-010.1177
7078TIMP3P4T-EHumanEsophagusESCC9.93e-412.08e+000.1323
7078TIMP3P5T-EHumanEsophagusESCC3.15e-521.89e+000.1327
7078TIMP3P8T-EHumanEsophagusESCC5.44e-035.38e-010.0889
7078TIMP3P10T-EHumanEsophagusESCC4.64e-482.01e+000.116
7078TIMP3P11T-EHumanEsophagusESCC9.78e-342.94e+000.1426
7078TIMP3P12T-EHumanEsophagusESCC1.98e-125.50e-010.1122
7078TIMP3P16T-EHumanEsophagusESCC1.54e-053.17e-010.1153
7078TIMP3P17T-EHumanEsophagusESCC1.56e-029.55e-010.1278
7078TIMP3P19T-EHumanEsophagusESCC6.17e-081.61e+000.1662
7078TIMP3P21T-EHumanEsophagusESCC1.23e-281.34e+000.1617
7078TIMP3P22T-EHumanEsophagusESCC5.20e-351.57e+000.1236
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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
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:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:005254714BreastIDCregulation of peptidase activity96/1434461/187237.58e-206.15e-1796
GO:005254814BreastIDCregulation of endopeptidase activity88/1434432/187231.20e-174.85e-1588
GO:004586114BreastIDCnegative regulation of proteolysis70/1434351/187238.21e-142.22e-1170
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:001095112BreastIDCnegative regulation of endopeptidase activity52/1434252/187233.53e-115.57e-0952
GO:200123514BreastIDCpositive regulation of apoptotic signaling pathway31/1434126/187234.13e-093.35e-0731
GO:004217614BreastIDCregulation of protein catabolic process63/1434391/187231.32e-089.61e-0763
GO:009719114BreastIDCextrinsic apoptotic signaling pathway42/1434219/187232.56e-081.73e-0642
GO:200123614BreastIDCregulation of extrinsic apoptotic signaling pathway32/1434151/187231.07e-076.26e-0632
GO:20012385BreastIDCpositive regulation of extrinsic apoptotic signaling pathway12/143448/187232.03e-043.32e-0312
GO:003133014BreastIDCnegative regulation of cellular catabolic process37/1434262/187232.20e-043.52e-0337
GO:00703713BreastIDCERK1 and ERK2 cascade43/1434330/187234.28e-045.84e-0343
GO:004217714BreastIDCnegative regulation of protein catabolic process20/1434121/187238.51e-049.92e-0320
GO:190204112BreastIDCregulation of extrinsic apoptotic signaling pathway via death domain receptors11/143449/187239.88e-041.11e-0211
GO:000989514BreastIDCnegative regulation of catabolic process40/1434320/187231.49e-031.50e-0240
GO:19020432BreastIDCpositive regulation of extrinsic apoptotic signaling pathway via death domain receptors5/143413/187232.00e-031.90e-025
GO:00703733BreastIDCnegative regulation of ERK1 and ERK2 cascade14/143478/187232.21e-032.06e-0214
GO:00703722BreastIDCregulation of ERK1 and ERK2 cascade37/1434309/187234.53e-033.49e-0237
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520523BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0520533BreastIDCProteoglycans in cancer42/867205/84657.69e-069.99e-057.48e-0542
hsa0520542BreastDCISProteoglycans in cancer39/846205/84655.36e-055.58e-044.11e-0439
hsa0520552BreastDCISProteoglycans in cancer39/846205/84655.36e-055.58e-044.11e-0439
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520510LiverCirrhoticProteoglycans in cancer85/2530205/84652.37e-041.58e-039.75e-0485
hsa0520511LiverCirrhoticProteoglycans in cancer85/2530205/84652.37e-041.58e-039.75e-0485
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0520531LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0520512LungIACProteoglycans in cancer53/1053205/84659.47e-086.16e-064.09e-0653
hsa0520513LungIACProteoglycans in cancer53/1053205/84659.47e-086.16e-064.09e-0653
hsa0520522LungAISProteoglycans in cancer52/961205/84651.16e-085.38e-073.44e-0752
hsa0520532LungAISProteoglycans in cancer52/961205/84651.16e-085.38e-073.44e-0752
hsa0520526Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa05205111Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa0520562Oral cavityNEOLPProteoglycans in cancer56/1112205/84653.49e-085.85e-073.68e-0756
hsa0520572Oral cavityNEOLPProteoglycans in cancer56/1112205/84653.49e-085.85e-073.68e-0756
hsa0520520ProstateBPHProteoglycans in cancer72/1718205/84654.16e-074.10e-062.54e-0672
hsa05205110ProstateBPHProteoglycans in cancer72/1718205/84654.16e-074.10e-062.54e-0672
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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
TIMP3SNVMissense_Mutationnovelc.308T>Cp.Leu103Prop.L103PP35625protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
TIMP3SNVMissense_Mutationc.504N>Ap.Met168Ilep.M168IP35625protein_codingdeleterious(0.02)benign(0.041)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TIMP3SNVMissense_Mutationc.441C>Gp.Ile147Metp.I147MP35625protein_codingdeleterious(0)possibly_damaging(0.761)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TIMP3SNVMissense_Mutationc.421C>Ap.Leu141Metp.L141MP35625protein_codingtolerated(1)probably_damaging(0.994)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TIMP3SNVMissense_Mutationnovelc.241N>Cp.Tyr81Hisp.Y81HP35625protein_codingtolerated(0.3)benign(0.015)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TIMP3SNVMissense_Mutationc.319N>Tp.Arg107Cysp.R107CP35625protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TIMP3SNVMissense_Mutationrs773990898c.517G>Ap.Gly173Serp.G173SP35625protein_codingtolerated(0.68)probably_damaging(0.985)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TIMP3SNVMissense_Mutationc.151N>Ap.Leu51Metp.L51MP35625protein_codingtolerated(0.26)possibly_damaging(0.769)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TIMP3SNVMissense_Mutationnovelc.313N>Cp.Thr105Prop.T105PP35625protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TIMP3SNVMissense_Mutationrs1804709c.628G>Tp.Asp210Tyrp.D210YP35625protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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