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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: MMP13

Gene summary for MMP13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MMP13

Gene ID

4322

Gene namematrix metallopeptidase 13
Gene AliasCLG3
Cytomap11q22.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P45452


Top

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
4322MMP13CA_HPV_2HumanCervixCC5.08e-083.09e-010.0391
4322MMP13TumorHumanCervixCC1.05e-357.73e-010.1241
4322MMP13sample3HumanCervixCC1.81e-297.02e-010.1387
4322MMP13T3HumanCervixCC4.19e-296.74e-010.1389
4322MMP13LZE5THumanEsophagusESCC1.57e-023.63e-010.0514
4322MMP13LZE20THumanEsophagusESCC1.85e-181.07e+000.0662
4322MMP13P5T-EHumanEsophagusESCC3.97e-041.69e-010.1327
4322MMP13P8T-EHumanEsophagusESCC4.44e-085.10e-010.0889
4322MMP13P11T-EHumanEsophagusESCC4.80e-152.15e+000.1426
4322MMP13P21T-EHumanEsophagusESCC7.90e-032.47e-010.1617
4322MMP13P26T-EHumanEsophagusESCC7.90e-031.90e-010.1276
4322MMP13P31T-EHumanEsophagusESCC4.31e-066.06e-010.1251
4322MMP13P32T-EHumanEsophagusESCC2.86e-201.07e+000.1666
4322MMP13P37T-EHumanEsophagusESCC9.12e-492.36e+000.1371
4322MMP13P40T-EHumanEsophagusESCC7.96e-159.77e-010.109
4322MMP13P44T-EHumanEsophagusESCC1.46e-077.64e-010.1096
4322MMP13P47T-EHumanEsophagusESCC2.02e-064.34e-010.1067
4322MMP13P54T-EHumanEsophagusESCC5.47e-114.56e-010.0975
4322MMP13P57T-EHumanEsophagusESCC4.12e-119.83e-010.0926
4322MMP13P62T-EHumanEsophagusESCC4.71e-096.87e-010.1302
Page: 1 2 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
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:0031214CervixCCbiomineral tissue development32/2311169/187238.73e-034.48e-0232
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:0030282CervixCCbone mineralization24/2311119/187231.00e-024.89e-0224
GO:0110148CervixCCbiomineralization32/2311171/187231.04e-024.97e-0232
GO:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
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:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
GO:0003416EsophagusESCCendochondral bone growth19/855226/187234.31e-031.71e-0219
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:00226172EsophagusESCCextracellular matrix disassembly39/855263/187236.92e-032.52e-0239
GO:00512161EsophagusESCCcartilage development103/8552190/187231.08e-023.67e-02103
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0465718CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0492812CervixCCParathyroid hormone synthesis, secretion and action27/1267106/84653.12e-031.19e-027.03e-0327
hsa049265CervixCCRelaxin signaling pathway30/1267129/84657.92e-032.56e-021.51e-0230
hsa0465719CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0492813CervixCCParathyroid hormone synthesis, secretion and action27/1267106/84653.12e-031.19e-027.03e-0327
hsa0492613CervixCCRelaxin signaling pathway30/1267129/84657.92e-032.56e-021.51e-0230
hsa0465727EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0492816EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa0465734EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa0492616EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0492817EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa0465724Oral cavityOSCCIL-17 signaling pathway64/370494/84651.48e-067.87e-064.01e-0664
hsa049267Oral cavityOSCCRelaxin signaling pathway74/3704129/84651.20e-033.37e-031.72e-0374
hsa04657112Oral cavityOSCCIL-17 signaling pathway64/370494/84651.48e-067.87e-064.01e-0664
hsa0492615Oral cavityOSCCRelaxin signaling pathway74/3704129/84651.20e-033.37e-031.72e-0374
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
MMP13SNVMissense_Mutationc.149C>Gp.Thr50Argp.T50RP45452protein_codingtolerated(0.54)benign(0.003)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MMP13SNVMissense_Mutationc.7N>Ap.Pro3Thrp.P3TP45452protein_codingtolerated(0.21)benign(0)TCGA-BH-A0HB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
MMP13SNVMissense_Mutationnovelc.703N>Ap.Asp235Asnp.D235NP45452protein_codingtolerated(0.13)probably_damaging(0.999)TCGA-EW-A2FR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinSD
MMP13SNVMissense_Mutationrs767829684c.121N>Tp.Arg41Cysp.R41CP45452protein_codingdeleterious(0)possibly_damaging(0.697)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
MMP13SNVMissense_Mutationrs767829684c.121N>Tp.Arg41Cysp.R41CP45452protein_codingdeleterious(0)possibly_damaging(0.697)TCGA-AA-3861-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MMP13SNVMissense_Mutationnovelc.1376N>Gp.Ile459Serp.I459SP45452protein_codingdeleterious(0)benign(0.131)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MMP13SNVMissense_Mutationc.163N>Cp.Ile55Leup.I55LP45452protein_codingtolerated(0.82)benign(0.009)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MMP13SNVMissense_Mutationc.166N>Ap.Leu56Metp.L56MP45452protein_codingtolerated(0.25)benign(0.11)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MMP13SNVMissense_Mutationnovelc.921N>Ap.Phe307Leup.F307LP45452protein_codingdeleterious(0.01)possibly_damaging(0.603)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MMP13SNVMissense_Mutationc.332N>Gp.Leu111Argp.L111RP45452protein_codingtolerated(0.05)benign(0.031)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
Page: 1 2 3 4 5 6 7 8 

Top

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
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor178103096APRATASTAT
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEvaccinePRINOMASTATPRINOMASTAT
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMECurcuminCURCUMIN
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor178101837BATIMASTAT
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitor178101860
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEPMID29130358-Compound-Figure18(14a)
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEPMID29130358-Compound-Figure16(9a)
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEPMID29130358-Compound-Figure16(9b)
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEinhibitorCHEMBL1200567DOXYCYCLINE HYCLATE
4322MMP13DRUGGABLE GENOME, PROTEASE, ENZYMEPMID29130358-Compound-Figure18(14)
Page: 1 2 3