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: MMP3

Gene summary for MMP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMP3

Gene ID

4314

Gene namematrix metallopeptidase 3
Gene AliasCHDS6
Cytomap11q22.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P08254


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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
4314MMP3GSM4909277HumanBreastPrecancer1.37e-047.14e-010.0177
4314MMP3brca7HumanBreastPrecancer2.21e-055.37e-01-0.009
4314MMP3P21T-EHumanEsophagusESCC8.01e-101.07e+000.1617
4314MMP3P56T-EHumanEsophagusESCC3.51e-027.00e-010.1613
4314MMP3P61T-EHumanEsophagusESCC9.57e-033.38e-010.099
4314MMP3RNA-P7T1-P7T1-1HumanLungAIS1.98e-076.31e-01-0.0961
4314MMP3RNA-P7T1-P7T1-2HumanLungAIS1.59e-107.13e-01-0.0876
4314MMP3RNA-P7T1-P7T1-3HumanLungAIS1.49e-086.75e-01-0.0822
4314MMP3RNA-P7T1-P7T1-4HumanLungAIS1.58e-075.79e-01-0.0809
4314MMP3C04HumanOral cavityOSCC1.10e-262.16e+000.2633
4314MMP3C21HumanOral cavityOSCC7.38e-221.44e+000.2678
4314MMP3C06HumanOral cavityOSCC1.88e-201.69e+000.2699
4314MMP3SYSMH2HumanOral cavityOSCC2.35e-091.14e+000.2326
4314MMP3SYSMH3HumanOral cavityOSCC1.89e-362.92e+000.2442
4314MMP3SYSMH5HumanOral cavityOSCC1.07e-301.55e+000.0647
4314MMP3P5_S10_cSCCHumanSkincSCC6.36e-204.13e-01-0.299
4314MMP3P1_cSCCHumanSkincSCC3.04e-097.02e-010.0292
4314MMP3P10_cSCCHumanSkincSCC1.12e-723.12e+000.1017
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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
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
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
∗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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00432549BreastPrecancerregulation of protein-containing complex assembly50/1080428/187231.63e-065.97e-0550
GO:00313349BreastPrecancerpositive regulation of protein-containing complex assembly33/1080237/187232.39e-068.21e-0533
GO:19032019BreastPrecancerregulation of oxidative stress-induced cell death16/108074/187233.80e-061.20e-0416
GO:0050727BreastPrecancerregulation of inflammatory response44/1080386/187231.26e-053.22e-0444
GO:00364739BreastPrecancercell death in response to oxidative stress17/108095/187232.74e-056.21e-0417
GO:19004079BreastPrecancerregulation of cellular response to oxidative stress16/108089/187234.42e-059.42e-0416
GO:00725938BreastPrecancerreactive oxygen species metabolic process30/1080239/187235.13e-051.07e-0330
GO:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
GO:00712147BreastPrecancercellular response to abiotic stimulus37/1080331/187239.12e-051.73e-0337
GO:01040047BreastPrecancercellular response to environmental stimulus37/1080331/187239.12e-051.73e-0337
GO:19028829BreastPrecancerregulation of response to oxidative stress16/108098/187231.46e-042.50e-0316
GO:00714785BreastPrecancercellular response to radiation24/1080186/187231.83e-042.96e-0324
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00427437BreastPrecancerhydrogen peroxide metabolic process11/108058/187234.17e-045.56e-0311
GO:00712418BreastPrecancercellular response to inorganic substance26/1080226/187236.23e-047.78e-0326
GO:20003778BreastPrecancerregulation of reactive oxygen species metabolic process20/1080157/187237.19e-048.65e-0320
GO:19032091BreastPrecancerpositive regulation of oxidative stress-induced cell death5/108018/187232.88e-032.49e-025
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517118BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0465716BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0532312BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0465717BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0532313BreastPrecancerRheumatoid arthritis19/68493/84651.30e-041.14e-038.73e-0419
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0521516EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa0465727EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa05417310EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0521517EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa0465734EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0517123LungAISCoronavirus disease - COVID-1998/961232/84652.82e-349.14e-325.85e-3298
hsa0541723LungAISLipid and atherosclerosis46/961215/84651.33e-053.32e-042.12e-0446
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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
MMP3SNVMissense_Mutationc.604N>Ap.Gln202Lysp.Q202KP08254protein_codingtolerated(0.93)benign(0)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MMP3SNVMissense_Mutationc.1234N>Cp.Asp412Hisp.D412HP08254protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
MMP3SNVMissense_Mutationnovelc.563N>Tp.Gly188Valp.G188VP08254protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MMP3SNVMissense_Mutationc.1191N>Tp.Lys397Asnp.K397NP08254protein_codingtolerated(0.31)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MMP3SNVMissense_Mutationnovelc.973G>Cp.Glu325Glnp.E325QP08254protein_codingtolerated(0.06)benign(0.202)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MMP3SNVMissense_Mutationnovelc.1239N>Cp.Glu413Aspp.E413DP08254protein_codingdeleterious(0.04)possibly_damaging(0.67)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MMP3SNVMissense_Mutationc.1000C>Tp.Pro334Serp.P334SP08254protein_codingtolerated(0.06)probably_damaging(0.923)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MMP3SNVMissense_Mutationnovelc.1389G>Tp.Lys463Asnp.K463NP08254protein_codingdeleterious(0.04)benign(0.146)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MMP3SNVMissense_Mutationnovelc.274N>Cp.Cys92Argp.C92RP08254protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
MMP3SNVMissense_Mutationc.984G>Tp.Leu328Phep.L328FP08254protein_codingtolerated(0.77)benign(0.017)TCGA-AZ-4315-01Colorectumcolon 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
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEBERKELEYACETAL ABERKELEYACETAL A17970594
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMElisinoprilLISINOPRIL
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEvaccinePRINOMASTATPRINOMASTAT
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEinhibitor252827503CGS-27023A
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEGM6001
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEpravastatinPRAVASTATIN10190398
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEPMID29130358-Compound-Figure10(2a)
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEMARIMASTATMARIMASTAT
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEBERKELEYACETAL BBERKELEYACETAL B17970594
4314MMP3DRUGGABLE GENOME, NEUTRAL ZINC METALLOPEPTIDASE, PROTEASE, ENZYMEBERKELEYAMIDE CBERKELEYAMIDE C18330993
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