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: MMP10

Gene summary for MMP10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMP10

Gene ID

4319

Gene namematrix metallopeptidase 10
Gene AliasSL-2
Cytomap11q22.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

P09238


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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
4319MMP10TumorHumanCervixCC2.09e-073.86e-010.1241
4319MMP10sample3HumanCervixCC3.17e-175.62e-010.1387
4319MMP10T3HumanCervixCC1.12e-125.20e-010.1389
4319MMP10LZE8THumanEsophagusESCC8.46e-253.27e+000.067
4319MMP10P2T-EHumanEsophagusESCC6.83e-07-1.01e-010.1177
4319MMP10P8T-EHumanEsophagusESCC3.87e-322.95e+000.0889
4319MMP10P11T-EHumanEsophagusESCC8.73e-062.92e+000.1426
4319MMP10P26T-EHumanEsophagusESCC5.62e-353.23e+000.1276
4319MMP10P31T-EHumanEsophagusESCC2.05e-051.34e+000.1251
4319MMP10P37T-EHumanEsophagusESCC9.84e-231.62e+000.1371
4319MMP10P54T-EHumanEsophagusESCC3.18e-081.89e+000.0975
4319MMP10P61T-EHumanEsophagusESCC3.81e-141.49e+000.099
4319MMP10P62T-EHumanEsophagusESCC5.45e-041.86e+000.1302
4319MMP10P65T-EHumanEsophagusESCC2.53e-079.40e-010.0978
4319MMP10P74T-EHumanEsophagusESCC4.87e-243.58e+000.1479
4319MMP10P83T-EHumanEsophagusESCC6.63e-041.11e+000.1738
4319MMP10P89T-EHumanEsophagusESCC4.07e-114.89e+000.1752
4319MMP10P107T-EHumanEsophagusESCC5.33e-494.41e+000.171
4319MMP10P126T-EHumanEsophagusESCC2.43e-052.74e+000.1125
4319MMP10P130T-EHumanEsophagusESCC1.72e-151.40e+000.1676
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0022617CervixCCextracellular matrix disassembly15/231163/187238.52e-034.40e-0215
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
GO:00226172EsophagusESCCextracellular matrix disassembly39/855263/187236.92e-032.52e-0239
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
GO:00226171Oral cavityOSCCextracellular matrix disassembly37/730563/187231.18e-035.99e-0337
GO:0032963Oral cavityOSCCcollagen metabolic process54/7305104/187235.00e-031.96e-0254
GO:002241117ProstateBPHcellular component disassembly121/3107443/187236.34e-092.25e-07121
GO:00430621ProstateBPHextracellular structure organization67/3107302/187236.67e-033.00e-0267
GO:00301981ProstateBPHextracellular matrix organization66/3107301/187239.20e-033.92e-0266
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
MMP10SNVMissense_Mutationnovelc.742N>Cp.Phe248Leup.F248LP09238protein_codingtolerated(0.15)benign(0.03)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
MMP10SNVMissense_Mutationc.283G>Cp.Asp95Hisp.D95HP09238protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MMP10SNVMissense_Mutationc.574N>Ap.Gly192Argp.G192RP09238protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MMP10insertionNonsense_Mutationnovelc.148_149insCCAGCATTTTGGGAGGCCAAGTTGGGTp.Gln50delinsProSerIleLeuGlyGlyGlnValGlyTerp.Q50delinsPSILGGQVG*P09238protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MMP10SNVMissense_Mutationc.1001N>Gp.Ser334Cysp.S334CP09238protein_codingdeleterious(0)probably_damaging(0.936)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
MMP10SNVMissense_Mutationnovelc.595N>Ap.Asp199Asnp.D199NP09238protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MMP10SNVMissense_Mutationnovelc.466G>Cp.Ala156Prop.A156PP09238protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MMP10SNVMissense_Mutationc.259N>Tp.Arg87Cysp.R87CP09238protein_codingdeleterious(0.01)possibly_damaging(0.712)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MMP10SNVMissense_Mutationnovelc.749N>Gp.Leu250Argp.L250RP09238protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MMP10SNVMissense_Mutationc.259N>Tp.Arg87Cysp.R87CP09238protein_codingdeleterious(0.01)possibly_damaging(0.712)TCGA-CM-6674-01Colorectumcolon 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
4319MMP10DRUGGABLE GENOME, ENZYME, PROTEASEinhibitor249565939
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