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: MTX2

Gene summary for MTX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MTX2

Gene ID

10651

Gene namemetaxin 2
Gene AliasMDPS
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O75431


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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
10651MTX2CCI_2HumanCervixCC2.24e-056.39e-010.5249
10651MTX2CCI_3HumanCervixCC6.93e-054.80e-010.516
10651MTX2TumorHumanCervixCC3.18e-103.14e-010.1241
10651MTX2sample3HumanCervixCC1.52e-143.19e-010.1387
10651MTX2T3HumanCervixCC1.43e-113.22e-010.1389
10651MTX2HTA11_3410_2000001011HumanColorectumAD8.87e-20-6.77e-010.0155
10651MTX2HTA11_1938_2000001011HumanColorectumAD8.88e-03-3.22e-01-0.0811
10651MTX2HTA11_3361_2000001011HumanColorectumAD2.72e-04-4.91e-01-0.1207
10651MTX2HTA11_696_2000001011HumanColorectumAD1.76e-15-5.22e-01-0.1464
10651MTX2HTA11_866_2000001011HumanColorectumAD6.00e-05-4.09e-01-0.1001
10651MTX2HTA11_1391_2000001011HumanColorectumAD1.90e-04-4.55e-01-0.059
10651MTX2HTA11_546_2000001011HumanColorectumAD4.83e-02-5.31e-01-0.0842
10651MTX2HTA11_7862_2000001011HumanColorectumAD3.80e-02-5.50e-01-0.0179
10651MTX2HTA11_866_3004761011HumanColorectumAD5.45e-06-4.80e-010.096
10651MTX2HTA11_10711_2000001011HumanColorectumAD1.90e-08-6.47e-010.0338
10651MTX2HTA11_7696_3000711011HumanColorectumAD9.49e-12-4.76e-010.0674
10651MTX2HTA11_6818_2000001021HumanColorectumAD4.24e-02-4.98e-010.0588
10651MTX2HTA11_99999971662_82457HumanColorectumMSS5.18e-10-4.44e-010.3859
10651MTX2HTA11_99999973899_84307HumanColorectumMSS2.63e-03-5.93e-010.2585
10651MTX2HTA11_99999974143_84620HumanColorectumMSS2.56e-16-5.50e-010.3005
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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
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
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
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:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:00070067CervixCCmitochondrial membrane organization28/2311116/187233.28e-043.47e-0328
GO:00070074CervixCCinner mitochondrial membrane organization11/231138/187234.94e-032.95e-0211
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0007006ColorectumADmitochondrial membrane organization48/3918116/187234.53e-071.72e-0548
GO:0007007ColorectumADinner mitochondrial membrane organization18/391838/187232.45e-043.09e-0318
GO:00068392ColorectumMSSmitochondrial transport93/3467254/187236.14e-129.82e-1093
GO:00070062ColorectumMSSmitochondrial membrane organization42/3467116/187234.99e-061.38e-0442
GO:00070072ColorectumMSSinner mitochondrial membrane organization14/346738/187236.00e-034.03e-0214
GO:00068394ColorectumFAPmitochondrial transport55/2622254/187235.58e-046.24e-0355
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:000700619EsophagusESCCmitochondrial membrane organization93/8552116/187232.16e-141.11e-1293
GO:000700713EsophagusESCCinner mitochondrial membrane organization31/855238/187235.93e-066.10e-0531
GO:00068397LiverCirrhoticmitochondrial transport112/4634254/187231.03e-116.66e-10112
GO:00070065LiverCirrhoticmitochondrial membrane organization57/4634116/187231.13e-084.29e-0757
GO:00070073LiverCirrhoticinner mitochondrial membrane organization19/463438/187236.75e-045.06e-0319
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:000700612LiverHCCmitochondrial membrane organization80/7958116/187237.09e-091.81e-0780
GO:000700711LiverHCCinner mitochondrial membrane organization28/795838/187239.60e-058.34e-0428
GO:000683918Oral cavityOSCCmitochondrial transport162/7305254/187238.96e-166.52e-14162
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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
MTX2SNVMissense_Mutationc.567N>Gp.Cys189Trpp.C189WO75431protein_codingdeleterious(0)probably_damaging(0.997)TCGA-B6-A0WX-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
MTX2insertionFrame_Shift_Insnovelc.343_344insCACATGCTGCTAATTTTTTTGTTTGTTTTGTTTTGTTTTTp.Met115ThrfsTer32p.M115Tfs*32O75431protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
MTX2SNVMissense_Mutationnovelc.190G>Ap.Glu64Lysp.E64KO75431protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MTX2SNVMissense_Mutationc.25N>Ap.Val9Ilep.V9IO75431protein_codingtolerated(0.46)benign(0.015)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MTX2SNVMissense_Mutationc.575C>Tp.Ala192Valp.A192VO75431protein_codingdeleterious(0.01)possibly_damaging(0.868)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
MTX2SNVMissense_Mutationrs867441047c.758A>Gp.Tyr253Cysp.Y253CO75431protein_codingdeleterious(0)probably_damaging(0.926)TCGA-QG-A5Z1-01Colorectumcolon adenocarcinomaMale>=65III/IVUnspecificComplete Response
MTX2SNVMissense_Mutationnovelc.92N>Tp.Glu31Valp.E31VO75431protein_codingdeleterious(0.05)benign(0.142)TCGA-AJ-A3NE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MTX2SNVMissense_Mutationc.467N>Gp.Ile156Serp.I156SO75431protein_codingdeleterious(0)benign(0.103)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MTX2SNVMissense_Mutationnovelc.293N>Ap.Ser98Tyrp.S98YO75431protein_codingdeleterious(0)probably_damaging(0.94)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
MTX2SNVMissense_Mutationnovelc.65C>Tp.Ala22Valp.A22VO75431protein_codingtolerated(0.97)benign(0.039)TCGA-AX-A0J1-01Endometriumuterine 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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