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: MATR3

Gene summary for MATR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MATR3

Gene ID

9782

Gene namematrin 3
Gene AliasALS21
Cytomap5q31.2
Gene Typeprotein-coding
GO ID

GO:0002218

UniProtAcc

A0A0R4J2E8


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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
9782MATR3HTA11_3410_2000001011HumanColorectumAD3.67e-02-1.27e-010.0155
9782MATR3HTA11_347_2000001011HumanColorectumAD1.53e-02-1.27e-01-0.1954
9782MATR3HTA11_696_2000001011HumanColorectumAD4.07e-04-1.27e-01-0.1464
9782MATR3HTA11_866_2000001011HumanColorectumAD4.07e-04-1.27e-01-0.1001
9782MATR3HTA11_7696_3000711011HumanColorectumAD4.07e-04-1.27e-010.0674
9782MATR3HTA11_99999970781_79442HumanColorectumMSS2.45e-309.31e-010.294
9782MATR3HTA11_99999965062_69753HumanColorectumMSI-H8.78e-081.28e+000.3487
9782MATR3HTA11_99999965104_69814HumanColorectumMSS2.15e-158.35e-010.281
9782MATR3HTA11_99999971662_82457HumanColorectumMSS3.58e-115.17e-010.3859
9782MATR3A015-C-203HumanColorectumFAP1.92e-04-1.27e-01-0.1294
9782MATR3A001-C-108HumanColorectumFAP2.28e-02-9.92e-02-0.0272
9782MATR3A002-C-205HumanColorectumFAP1.15e-02-1.27e-01-0.1236
9782MATR3A015-C-104HumanColorectumFAP1.92e-04-1.15e-01-0.1899
9782MATR3A002-C-116HumanColorectumFAP1.94e-02-8.43e-02-0.0452
9782MATR3A018-E-020HumanColorectumFAP3.96e-02-1.27e-01-0.2034
9782MATR3LZE4THumanEsophagusESCC3.28e-06-4.83e-010.0811
9782MATR3LZE8THumanEsophagusESCC7.80e-05-5.37e-010.067
9782MATR3LZE20THumanEsophagusESCC3.16e-06-5.50e-010.0662
9782MATR3LZE22D1HumanEsophagusHGIN1.12e-02-5.50e-010.0595
9782MATR3LZE24THumanEsophagusESCC6.60e-09-5.19e-010.0596
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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
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
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
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:0002831ColorectumMSI-Hregulation of response to biotic stimulus39/1319327/187238.79e-041.57e-0239
GO:0003279ColorectumFAPcardiac septum development25/2622103/187233.64e-032.60e-0225
GO:0003281ColorectumFAPventricular septum development18/262271/187237.82e-034.63e-0218
GO:0003205ColorectumFAPcardiac chamber development34/2622161/187238.57e-034.96e-0234
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:00031703EsophagusESCCheart valve development39/855265/187231.41e-024.59e-0239
GO:00022185EsophagusESCCactivation of innate immune response32/855252/187231.55e-024.97e-0232
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:00450881LiverHCCregulation of innate immune response113/7958218/187233.27e-031.50e-02113
GO:0002218LiverHCCactivation of innate immune response32/795852/187234.35e-031.89e-0232
GO:00031701ProstateTumorheart valve development24/324665/187231.28e-041.19e-0324
GO:00032311ProstateTumorcardiac ventricle development36/3246123/187237.31e-045.08e-0336
GO:000328111ProstateTumorventricular septum development23/324671/187231.47e-039.08e-0323
GO:000320511ProstateTumorcardiac chamber development43/3246161/187231.86e-031.09e-0243
GO:000327911ProstateTumorcardiac septum development29/3246103/187234.26e-032.13e-0229
GO:00028316ProstateTumorregulation of response to biotic stimulus74/3246327/187238.03e-033.54e-0274
GO:00321038SkinAKpositive regulation of response to external stimulus74/1910427/187233.63e-069.07e-0574
GO:00028319SkinAKregulation of response to biotic stimulus53/1910327/187234.63e-044.31e-0353
GO:00032313SkinAKcardiac ventricle development25/1910123/187235.89e-045.21e-0325
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050146ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa050147ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa050148ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa050149ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa0501430EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa05014113EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0501427ProstateTumorAmyotrophic lateral sclerosis155/1791364/84653.41e-211.13e-196.99e-20155
hsa0501436ProstateTumorAmyotrophic lateral sclerosis155/1791364/84653.41e-211.13e-196.99e-20155
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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
MATR3SNVMissense_Mutationc.1885G>Ap.Glu629Lysp.E629Kprotein_codingtolerated(0.07)benign(0)TCGA-E2-A1B1-01Breastbreast invasive carcinomaFemale<65I/IIOther, specify in notesbiphosphonatezoledronicSD
MATR3SNVMissense_Mutationnovelc.325N>Gp.Ser109Glyp.S109Gprotein_codingdeleterious(0.03)benign(0.025)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MATR3insertionFrame_Shift_Insnovelc.887_888insGTGGCp.Cys296TrpfsTer118p.C296Wfs*118protein_codingTCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MATR3SNVMissense_Mutationc.1238N>Gp.Tyr413Cysp.Y413Cprotein_codingtolerated(0.17)benign(0.431)TCGA-C5-A7CJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MATR3SNVMissense_Mutationnovelc.554N>Cp.Arg185Thrp.R185Tprotein_codingdeleterious(0.01)probably_damaging(0.91)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MATR3SNVMissense_Mutationnovelc.994N>Ap.Asp332Asnp.D332Nprotein_codingtolerated(0.4)probably_damaging(0.956)TCGA-VS-A952-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
MATR3SNVMissense_Mutationc.361N>Ap.Asp121Asnp.D121Nprotein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MATR3SNVMissense_Mutationnovelc.814G>Ap.Ala272Thrp.A272Tprotein_codingtolerated(0.18)benign(0.351)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MATR3SNVMissense_Mutationnovelc.2248N>Gp.Asn750Aspp.N750Dprotein_codingtolerated(0.78)benign(0)TCGA-AA-3968-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MATR3SNVMissense_Mutationc.786G>Tp.Glu262Aspp.E262Dprotein_codingtolerated(0.41)possibly_damaging(0.899)TCGA-AA-3977-01Colorectumcolon 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
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