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: MMP7

Gene summary for MMP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMP7

Gene ID

4316

Gene namematrix metallopeptidase 7
Gene AliasMMP-7
Cytomap11q22.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P09237


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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
4316MMP7GSM4909281HumanBreastIDC6.83e-08-5.72e-010.21
4316MMP7GSM4909286HumanBreastIDC1.84e-33-8.58e-010.1081
4316MMP7GSM4909290HumanBreastIDC8.75e-25-8.58e-010.2096
4316MMP7GSM4909291HumanBreastIDC1.86e-20-8.58e-010.1753
4316MMP7GSM4909292HumanBreastIDC1.18e-03-8.58e-010.1236
4316MMP7GSM4909293HumanBreastIDC1.09e-27-7.86e-010.1581
4316MMP7GSM4909294HumanBreastIDC5.17e-22-7.04e-010.2022
4316MMP7GSM4909296HumanBreastIDC6.87e-19-7.45e-010.1524
4316MMP7GSM4909297HumanBreastIDC1.07e-26-7.73e-010.1517
4316MMP7GSM4909298HumanBreastIDC1.29e-14-6.19e-010.1551
4316MMP7GSM4909301HumanBreastIDC1.01e-32-8.48e-010.1577
4316MMP7GSM4909302HumanBreastIDC6.97e-21-7.36e-010.1545
4316MMP7GSM4909303HumanBreastIDC1.18e-05-7.81e-010.0438
4316MMP7GSM4909304HumanBreastIDC7.23e-34-8.53e-010.1636
4316MMP7GSM4909306HumanBreastIDC9.23e-08-5.10e-010.1564
4316MMP7GSM4909307HumanBreastIDC1.12e-04-2.99e-010.1569
4316MMP7GSM4909308HumanBreastIDC3.04e-27-8.54e-010.158
4316MMP7GSM4909311HumanBreastIDC1.28e-11-4.17e-010.1534
4316MMP7GSM4909312HumanBreastIDC4.69e-33-8.58e-010.1552
4316MMP7GSM4909313HumanBreastIDC1.54e-07-5.80e-010.0391
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
∗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:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
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:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00714969BreastPrecancercellular response to external stimulus33/1080320/187239.01e-041.03e-0233
GO:00096126BreastPrecancerresponse to mechanical stimulus23/1080216/187233.41e-032.85e-0223
GO:000756511BreastIDCfemale pregnancy39/1434193/187231.81e-081.27e-0639
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:000756813BreastIDCaging52/1434339/187231.14e-065.10e-0552
GO:00601352BreastIDCmaternal process involved in female pregnancy16/143462/187231.20e-053.17e-0416
GO:007121413BreastIDCcellular response to abiotic stimulus48/1434331/187231.37e-053.53e-0448
GO:010400413BreastIDCcellular response to environmental stimulus48/1434331/187231.37e-053.53e-0448
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:000961211BreastIDCresponse to mechanical stimulus34/1434216/187234.59e-051.03e-0334
GO:007149614BreastIDCcellular response to external stimulus45/1434320/187235.40e-051.15e-0345
GO:00485117BreastIDCrhythmic process38/1434298/187231.34e-031.39e-0238
GO:0044849BreastIDCestrous cycle5/143416/187235.59e-034.07e-025
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0516618BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516619BreastPrecancerHuman T-cell leukemia virus 1 infection33/684222/84654.29e-043.31e-032.53e-0333
hsa0516624BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0516634BreastIDCHuman T-cell leukemia virus 1 infection40/867222/84652.52e-042.21e-031.66e-0340
hsa0516642BreastDCISHuman T-cell leukemia virus 1 infection41/846222/84657.03e-056.88e-045.07e-0441
hsa0516652BreastDCISHuman T-cell leukemia virus 1 infection41/846222/84657.03e-056.88e-045.07e-0441
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa05166110CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0516625CervixHSIL_HPVHuman T-cell leukemia virus 1 infection25/459222/84653.95e-043.49e-032.82e-0325
hsa0516635CervixHSIL_HPVHuman T-cell leukemia virus 1 infection25/459222/84653.95e-043.49e-032.82e-0325
hsa0516643CervixN_HPVHuman T-cell leukemia virus 1 infection22/349222/84651.17e-041.18e-039.23e-0422
hsa0516653CervixN_HPVHuman T-cell leukemia virus 1 infection22/349222/84651.17e-041.18e-039.23e-0422
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa051661ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa0516626EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
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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
MMP7deletionFrame_Shift_Delnovelc.513delNp.Pro172GlnfsTer33p.P172Qfs*33P09237protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MMP7SNVMissense_Mutationrs764896028c.195N>Ap.Phe65Leup.F65LP09237protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MMP7SNVMissense_Mutationrs751581884c.479G>Ap.Arg160Glnp.R160QP09237protein_codingtolerated(0.3)probably_damaging(0.957)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MMP7SNVMissense_Mutationnovelc.749N>Gp.Asp250Glyp.D250GP09237protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MMP7SNVMissense_Mutationnovelc.170N>Tp.Ala57Valp.A57VP09237protein_codingtolerated(0.25)benign(0.025)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MMP7SNVMissense_Mutationnovelc.104C>Tp.Ala35Valp.A35VP09237protein_codingtolerated(0.59)probably_damaging(0.993)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MMP7SNVMissense_Mutationc.76G>Ap.Gly26Serp.G26SP09237protein_codingtolerated(0.83)benign(0.024)TCGA-AG-A00H-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapy5-fluorouracilPD
MMP7SNVMissense_Mutationrs145006821c.232N>Ap.Val78Ilep.V78IP09237protein_codingtolerated(0.23)benign(0.003)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
MMP7SNVMissense_Mutationnovelc.148N>Gp.Lys50Glup.K50EP09237protein_codingdeleterious(0.04)benign(0.041)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MMP7SNVMissense_Mutationnovelc.142G>Cp.Glu48Glnp.E48QP09237protein_codingtolerated(0.08)benign(0.057)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor252166768
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor178103078DOXYCYCLINE
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEinhibitorCHEMBL1200567DOXYCYCLINE HYCLATE
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEinhibitorCHEMBL1200699DOXYCYCLINE
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor252166829
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEMarimastatMARIMASTAT
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEPrinomastatPRINOMASTAT
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEinhibitorCHEMBL2364574DOXYCYCLINE CALCIUM
4316MMP7NEUTRAL ZINC METALLOPEPTIDASE, DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor178101905MARIMASTAT
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