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: MTCH1

Gene summary for MTCH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTCH1

Gene ID

23787

Gene namemitochondrial carrier 1
Gene AliasCGI-64
Cytomap6p21.2
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A024RCX4


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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
23787MTCH1HTA11_3410_2000001011HumanColorectumAD9.95e-072.66e-010.0155
23787MTCH1HTA11_2487_2000001011HumanColorectumSER7.11e-063.87e-01-0.1808
23787MTCH1HTA11_1938_2000001011HumanColorectumAD2.15e-105.84e-01-0.0811
23787MTCH1HTA11_78_2000001011HumanColorectumAD4.27e-084.51e-01-0.1088
23787MTCH1HTA11_347_2000001011HumanColorectumAD1.13e-195.36e-01-0.1954
23787MTCH1HTA11_411_2000001011HumanColorectumSER6.17e-081.00e+00-0.2602
23787MTCH1HTA11_3361_2000001011HumanColorectumAD2.71e-105.78e-01-0.1207
23787MTCH1HTA11_83_2000001011HumanColorectumSER2.36e-043.48e-01-0.1526
23787MTCH1HTA11_696_2000001011HumanColorectumAD8.22e-165.95e-01-0.1464
23787MTCH1HTA11_866_2000001011HumanColorectumAD3.14e-053.64e-01-0.1001
23787MTCH1HTA11_1391_2000001011HumanColorectumAD6.22e-166.46e-01-0.059
23787MTCH1HTA11_2992_2000001011HumanColorectumSER6.35e-117.91e-01-0.1706
23787MTCH1HTA11_5212_2000001011HumanColorectumAD4.44e-096.56e-01-0.2061
23787MTCH1HTA11_5216_2000001011HumanColorectumSER3.22e-055.83e-01-0.1462
23787MTCH1HTA11_546_2000001011HumanColorectumAD4.01e-033.24e-01-0.0842
23787MTCH1HTA11_7862_2000001011HumanColorectumAD3.28e-054.60e-01-0.0179
23787MTCH1HTA11_866_3004761011HumanColorectumAD3.64e-246.91e-010.096
23787MTCH1HTA11_4255_2000001011HumanColorectumSER1.37e-035.43e-010.0446
23787MTCH1HTA11_8622_2000001021HumanColorectumSER1.81e-043.99e-010.0528
23787MTCH1HTA11_7663_2000001011HumanColorectumSER7.26e-034.72e-010.0131
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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
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
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
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:005254718ProstateBPHregulation of peptidase activity133/3107461/187232.08e-111.43e-09133
GO:004328118ProstateBPHregulation of cysteine-type endopeptidase activity involved in apoptotic process71/3107209/187235.88e-102.89e-0871
GO:005254818ProstateBPHregulation of endopeptidase activity122/3107432/187236.10e-102.91e-08122
GO:200011618ProstateBPHregulation of cysteine-type endopeptidase activity76/3107235/187231.90e-097.79e-0876
GO:001095218ProstateBPHpositive regulation of peptidase activity66/3107197/187234.44e-091.66e-0766
GO:001095017ProstateBPHpositive regulation of endopeptidase activity56/3107179/187238.24e-071.54e-0556
GO:004328016ProstateBPHpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process43/3107129/187232.41e-063.90e-0543
GO:200105616ProstateBPHpositive regulation of cysteine-type endopeptidase activity46/3107148/187239.21e-061.29e-0446
GO:00069195ProstateBPHactivation of cysteine-type endopeptidase activity involved in apoptotic process24/310778/187231.39e-038.31e-0324
GO:004586219ProstateTumorpositive regulation of proteolysis124/3246372/187233.46e-144.31e-12124
GO:005254719ProstateTumorregulation of peptidase activity137/3246461/187232.48e-111.71e-09137
GO:004328119ProstateTumorregulation of cysteine-type endopeptidase activity involved in apoptotic process74/3246209/187232.29e-101.33e-0874
GO:005254819ProstateTumorregulation of endopeptidase activity126/3246432/187235.86e-103.01e-08126
GO:200011619ProstateTumorregulation of cysteine-type endopeptidase activity79/3246235/187239.68e-104.66e-0879
GO:001095219ProstateTumorpositive regulation of peptidase activity68/3246197/187234.09e-091.66e-0768
GO:001095018ProstateTumorpositive regulation of endopeptidase activity58/3246179/187236.35e-071.32e-0558
GO:004328017ProstateTumorpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process45/3246129/187231.17e-062.21e-0545
GO:200105617ProstateTumorpositive regulation of cysteine-type endopeptidase activity48/3246148/187235.51e-068.48e-0548
GO:000691913ProstateTumoractivation of cysteine-type endopeptidase activity involved in apoptotic process25/324678/187231.11e-037.12e-0325
GO:004586229SkincSCCpositive regulation of proteolysis169/4864372/187232.43e-162.21e-14169
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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
MTCH1SNVMissense_Mutationc.1070T>Cp.Ile357Thrp.I357TQ9NZJ7protein_codingtolerated(0.11)possibly_damaging(0.702)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
MTCH1SNVMissense_Mutationc.901N>Gp.Ser301Alap.S301AQ9NZJ7protein_codingtolerated_low_confidence(0.12)benign(0.18)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
MTCH1insertionFrame_Shift_Insnovelc.961_962insCAGTACCAACCTTGGGTTCTCGTGTTCTGp.Val321AlafsTer11p.V321Afs*11Q9NZJ7protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MTCH1SNVMissense_Mutationc.182N>Tp.Ser61Leup.S61LQ9NZJ7protein_codingdeleterious_low_confidence(0.05)benign(0.025)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MTCH1SNVMissense_Mutationnovelc.685N>Tp.Arg229Trpp.R229WQ9NZJ7protein_codingtolerated(0.07)benign(0.04)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MTCH1SNVMissense_Mutationnovelc.902C>Tp.Ser301Phep.S301FQ9NZJ7protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.477)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MTCH1SNVMissense_Mutationc.1068N>Tp.Trp356Cysp.W356CQ9NZJ7protein_codingdeleterious(0)possibly_damaging(0.584)TCGA-DM-A28C-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MTCH1SNVMissense_Mutationc.1133G>Ap.Arg378Hisp.R378HQ9NZJ7protein_codingtolerated(0.06)benign(0.009)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MTCH1SNVMissense_Mutationnovelc.1072N>Tp.His358Tyrp.H358YQ9NZJ7protein_codingdeleterious(0.02)possibly_damaging(0.651)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MTCH1SNVMissense_Mutationc.871G>Tp.Gly291Trpp.G291WQ9NZJ7protein_codingdeleterious_low_confidence(0.01)benign(0.157)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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