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: MX2

Gene summary for MX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MX2

Gene ID

4600

Gene nameMX dynamin like GTPase 2
Gene AliasMXB
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P20592


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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
4600MX2LZE4THumanEsophagusESCC1.03e-062.51e-010.0811
4600MX2LZE7THumanEsophagusESCC2.04e-022.04e-010.0667
4600MX2LZE8THumanEsophagusESCC1.47e-052.34e-010.067
4600MX2LZE20THumanEsophagusESCC2.78e-083.99e-010.0662
4600MX2LZE24THumanEsophagusESCC1.77e-401.48e+000.0596
4600MX2P1T-EHumanEsophagusESCC9.32e-118.41e-010.0875
4600MX2P2T-EHumanEsophagusESCC9.69e-143.50e-010.1177
4600MX2P4T-EHumanEsophagusESCC1.82e-194.87e-010.1323
4600MX2P5T-EHumanEsophagusESCC4.40e-092.09e-010.1327
4600MX2P8T-EHumanEsophagusESCC3.95e-304.88e-010.0889
4600MX2P9T-EHumanEsophagusESCC6.02e-154.42e-010.1131
4600MX2P10T-EHumanEsophagusESCC5.17e-274.45e-010.116
4600MX2P11T-EHumanEsophagusESCC3.16e-178.46e-010.1426
4600MX2P16T-EHumanEsophagusESCC1.62e-132.30e-010.1153
4600MX2P17T-EHumanEsophagusESCC1.76e-063.77e-010.1278
4600MX2P19T-EHumanEsophagusESCC3.41e-065.36e-010.1662
4600MX2P20T-EHumanEsophagusESCC4.59e-143.59e-010.1124
4600MX2P21T-EHumanEsophagusESCC2.03e-092.92e-010.1617
4600MX2P23T-EHumanEsophagusESCC1.93e-062.39e-010.108
4600MX2P24T-EHumanEsophagusESCC5.30e-214.58e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00016556EndometriumAEHurogenital system development67/2100338/187232.30e-066.76e-0567
GO:00720015EndometriumAEHrenal system development61/2100302/187233.43e-069.24e-0561
GO:000941010EndometriumAEHresponse to xenobiotic stimulus71/2100462/187233.66e-032.50e-0271
GO:000165512EndometriumEECurogenital system development69/2168338/187231.70e-065.18e-0569
GO:007200112EndometriumEECrenal system development63/2168302/187232.24e-066.59e-0563
GO:00613511EndometriumEECneural precursor cell proliferation29/2168145/187232.24e-031.67e-0229
GO:000941015EndometriumEECresponse to xenobiotic stimulus73/2168462/187233.55e-032.38e-0273
GO:00219874EndometriumEECcerebral cortex development23/2168114/187235.41e-033.32e-0223
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0006403110EsophagusESCCRNA localization166/8552201/187231.95e-276.18e-25166
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:005123617EsophagusESCCestablishment of RNA localization134/8552166/187231.23e-201.81e-18134
GO:005102815EsophagusESCCmRNA transport110/8552130/187232.76e-203.80e-18110
GO:005065717EsophagusESCCnucleic acid transport131/8552163/187236.94e-208.46e-18131
GO:005065817EsophagusESCCRNA transport131/8552163/187236.94e-208.46e-18131
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa05171211EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa05171310EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa0516016EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0517142LiverHCCCoronavirus disease - COVID-19167/4020232/84651.50e-144.19e-132.33e-13167
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0516021LiverHCCHepatitis C94/4020157/84651.11e-034.10e-032.28e-0394
hsa0516421LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
hsa0517152LiverHCCCoronavirus disease - COVID-19167/4020232/84651.50e-144.19e-132.33e-13167
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
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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
MX2SNVMissense_Mutationc.2050G>Ap.Glu684Lysp.E684KP20592protein_codingdeleterious(0.01)possibly_damaging(0.489)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MX2SNVMissense_Mutationrs527335705c.373G>Ap.Gly125Argp.G125RP20592protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MX2SNVMissense_Mutationc.649G>Ap.Glu217Lysp.E217KP20592protein_codingtolerated(0.07)benign(0.06)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
MX2insertionNonsense_Mutationnovelc.75_76insCTACAAGTAGCAAAGGAACATTGAGACTCTp.Glu25_Met26insLeuGlnValAlaLysGluHisTerAspSerp.E25_M26insLQVAKEH*DSP20592protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MX2insertionFrame_Shift_Insnovelc.144_145insGGGTGGGGTGAGGAGGGGTp.Trp49GlyfsTer60p.W49Gfs*60P20592protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
MX2SNVMissense_Mutationc.1655N>Tp.Thr552Metp.T552MP20592protein_codingtolerated(0.08)benign(0.01)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MX2SNVMissense_Mutationrs367788793c.1106G>Ap.Arg369Glnp.R369QP20592protein_codingtolerated(0.29)possibly_damaging(0.545)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
MX2SNVMissense_Mutationnovelc.78N>Ap.Met26Ilep.M26IP20592protein_codingtolerated_low_confidence(0.11)benign(0.001)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
MX2SNVMissense_Mutationnovelc.1003A>Cp.Asn335Hisp.N335HP20592protein_codingtolerated(0.05)benign(0.035)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MX2SNVMissense_Mutationnovelc.919N>Tp.Val307Phep.V307FP20592protein_codingdeleterious(0)probably_damaging(0.934)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<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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