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: MME

Gene summary for MME

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MME

Gene ID

4311

Gene namemembrane metalloendopeptidase
Gene AliasCALLA
Cytomap3q25.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P08473


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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
4311MMEHTA11_99999971662_82457HumanColorectumMSS4.02e-551.35e+000.3859
4311MMEHTA11_99999974143_84620HumanColorectumMSS9.83e-163.60e-010.3005
4311MMEA001-C-119HumanColorectumFAP8.34e-105.37e-01-0.1557
4311MMECRC-1-8810HumanColorectumCRC1.44e-195.58e-010.6257
4311MMEcirrhotic3HumanLiverCirrhotic2.51e-02-1.26e-010.0215
4311MMEPt13.aHumanLiverHCC2.05e-03-1.23e-010.021
4311MMEPt14.dHumanLiverHCC2.05e-03-1.26e-010.0143
4311MMES014HumanLiverHCC4.98e-512.97e+000.2254
4311MMES015HumanLiverHCC1.89e-362.92e+000.2375
4311MMES016HumanLiverHCC3.01e-553.10e+000.2243
4311MMEC21HumanOral cavityOSCC2.03e-318.38e-010.2678
4311MMEC06HumanOral cavityOSCC2.49e-101.72e+000.2699
4311MMEC07HumanOral cavityOSCC3.37e-069.33e-010.2491
4311MMEC08HumanOral cavityOSCC6.38e-032.68e-010.1919
4311MMESYSMH1HumanOral cavityOSCC1.73e-021.16e-010.1127
4311MME047563_1562-all-cellsHumanProstateBPH1.07e-07-8.00e-020.0791
4311MMEDong_P1HumanProstateTumor8.27e-07-1.29e-010.035
4311MMEDong_P3HumanProstateTumor1.12e-193.46e-010.0278
4311MMEDong_P5HumanProstateTumor2.70e-105.28e-030.053
4311MMEGSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor8.11e-117.50e-010.1633
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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
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
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:00018902ColorectumMSSplacenta development51/3467144/187231.10e-063.77e-0551
GO:00614582ColorectumMSSreproductive system development115/3467427/187239.86e-062.39e-04115
GO:00486082ColorectumMSSreproductive structure development113/3467424/187231.94e-054.18e-04113
GO:00107202ColorectumMSSpositive regulation of cell development81/3467298/187231.38e-042.06e-0381
GO:00075681ColorectumMSSaging90/3467339/187231.51e-042.19e-0390
GO:00507671ColorectumMSSregulation of neurogenesis94/3467364/187233.12e-044.06e-0394
GO:00516042ColorectumMSSprotein maturation75/3467294/187231.70e-031.53e-0275
GO:0097242ColorectumMSSamyloid-beta clearance14/346738/187236.00e-034.03e-0214
GO:00164852ColorectumMSSprotein processing57/3467225/187236.60e-034.38e-0257
GO:0050769ColorectumMSSpositive regulation of neurogenesis57/3467225/187236.60e-034.38e-0257
GO:0051960ColorectumMSSregulation of nervous system development103/3467443/187236.68e-034.38e-02103
GO:0001655ColorectumMSSurogenital system development81/3467338/187236.88e-034.43e-0281
GO:0050435ColorectumMSSamyloid-beta metabolic process21/346767/187237.90e-034.84e-0221
GO:00107203ColorectumFAPpositive regulation of cell development72/2622298/187231.67e-066.99e-0572
GO:00507672ColorectumFAPregulation of neurogenesis82/2622364/187236.28e-061.96e-0482
GO:00018903ColorectumFAPplacenta development38/2622144/187236.22e-051.21e-0338
GO:00507691ColorectumFAPpositive regulation of neurogenesis53/2622225/187237.65e-051.37e-0353
GO:00519601ColorectumFAPregulation of nervous system development89/2622443/187232.32e-043.25e-0389
GO:00016551ColorectumFAPurogenital system development70/2622338/187234.26e-045.11e-0370
GO:00614583ColorectumFAPreproductive system development85/2622427/187234.30e-045.13e-0385
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa050104ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050105ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050108ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa050109ColorectumFAPAlzheimer disease105/1404384/84653.74e-081.04e-066.33e-07105
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa05010112Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0501026ProstateBPHAlzheimer disease165/1718384/84654.03e-251.66e-231.03e-23165
hsa05010111ProstateBPHAlzheimer disease165/1718384/84654.03e-251.66e-231.03e-23165
hsa0501027ProstateTumorAlzheimer disease166/1791384/84651.64e-236.79e-224.21e-22166
hsa0501036ProstateTumorAlzheimer disease166/1791384/84651.64e-236.79e-224.21e-22166
hsa0501012StomachGCAlzheimer disease73/708384/84659.57e-122.55e-101.80e-1073
hsa0501013StomachGCAlzheimer disease73/708384/84659.57e-122.55e-101.80e-1073
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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
MMESNVMissense_Mutationnovelc.1369N>Tp.Asp457Tyrp.D457YP08473protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
MMESNVMissense_Mutationnovelc.1468G>Cp.Asp490Hisp.D490HP08473protein_codingtolerated(0.06)benign(0.281)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MMESNVMissense_Mutationc.1390N>Cp.Glu464Glnp.E464QP08473protein_codingtolerated(0.2)benign(0.046)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MMESNVMissense_Mutationnovelc.1072N>Gp.Ile358Valp.I358VP08473protein_codingtolerated(0.35)benign(0.1)TCGA-D8-A1XB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MMESNVMissense_Mutationc.1753N>Cp.Glu585Glnp.E585QP08473protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
MMESNVMissense_Mutationnovelc.1079N>Ap.Thr360Asnp.T360NP08473protein_codingtolerated(0.78)benign(0)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MMESNVMissense_Mutationc.1540N>Cp.Asn514Hisp.N514HP08473protein_codingtolerated(0.07)probably_damaging(0.982)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MMESNVMissense_Mutationrs200787530c.1889C>Tp.Ser630Phep.S630FP08473protein_codingdeleterious(0)probably_damaging(0.962)TCGA-HM-A6W2-06Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MMESNVMissense_Mutationnovelc.1468N>Ap.Asp490Asnp.D490NP08473protein_codingtolerated(0.25)benign(0)TCGA-XS-A8TJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MMESNVMissense_Mutationrs773654354c.1321N>Ap.Glu441Lysp.E441KP08473protein_codingtolerated(0.81)benign(0.026)TCGA-ZJ-AAXB-01Cervixcervical & endocervical cancerFemale<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
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMEinhibitor178103105CANDOXATRILAT
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMESLV-338
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMEPL37
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMECANDOXATRILCANDOXATRIL
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMECD10-CART
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMEinhibitor252166827
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMECANDOXATRILCANDOXATRIL
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMEinhibitor178103121
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMEinhibitor178101961THIORPHAN
4311MMEDRUGGABLE GENOME, PROTEASE, CELL SURFACE, ENZYMEinhibitor178103106CANDOXATRIL
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