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: MSN

Gene summary for MSN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MSN

Gene ID

4478

Gene namemoesin
Gene AliasHEL70
CytomapXq12
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P26038


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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
4478MSNLZE4THumanEsophagusESCC6.82e-261.36e+000.0811
4478MSNLZE7THumanEsophagusESCC1.14e-049.29e-010.0667
4478MSNLZE8THumanEsophagusESCC2.22e-054.44e-010.067
4478MSNLZE6THumanEsophagusESCC2.08e-141.06e+000.0845
4478MSNP2T-EHumanEsophagusESCC1.12e-499.76e-010.1177
4478MSNP4T-EHumanEsophagusESCC1.34e-183.39e-010.1323
4478MSNP5T-EHumanEsophagusESCC5.63e-328.52e-010.1327
4478MSNP8T-EHumanEsophagusESCC1.09e-122.90e-010.0889
4478MSNP9T-EHumanEsophagusESCC3.24e-207.54e-010.1131
4478MSNP10T-EHumanEsophagusESCC1.00e-154.57e-010.116
4478MSNP11T-EHumanEsophagusESCC4.71e-221.38e+000.1426
4478MSNP12T-EHumanEsophagusESCC6.60e-05-2.15e-020.1122
4478MSNP15T-EHumanEsophagusESCC1.32e-167.57e-010.1149
4478MSNP16T-EHumanEsophagusESCC3.40e-315.91e-010.1153
4478MSNP17T-EHumanEsophagusESCC1.52e-191.30e+000.1278
4478MSNP19T-EHumanEsophagusESCC1.40e-131.88e+000.1662
4478MSNP20T-EHumanEsophagusESCC1.87e-299.82e-010.1124
4478MSNP21T-EHumanEsophagusESCC1.48e-561.39e+000.1617
4478MSNP22T-EHumanEsophagusESCC1.49e-429.32e-010.1236
4478MSNP23T-EHumanEsophagusESCC6.26e-115.54e-010.108
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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
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:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
GO:004232610CervixCCnegative regulation of phosphorylation77/2311385/187231.09e-052.38e-0477
GO:0051250CervixCCnegative regulation of lymphocyte activation39/2311157/187231.23e-052.57e-0439
GO:000193310CervixCCnegative regulation of protein phosphorylation69/2311342/187232.29e-054.01e-0469
GO:0002695CervixCCnegative regulation of leukocyte activation43/2311187/187233.47e-055.60e-0443
GO:0050866CervixCCnegative regulation of cell activation44/2311210/187232.76e-043.02e-0344
GO:00507773CervixCCnegative regulation of immune response41/2311194/187233.63e-043.76e-0341
GO:0002819CervixCCregulation of adaptive immune response35/2311183/187235.38e-033.11e-0235
GO:000268312CervixHSIL_HPVnegative regulation of immune system process39/737434/187231.51e-066.60e-0539
GO:004593615CervixHSIL_HPVnegative regulation of phosphate metabolic process36/737441/187233.12e-058.94e-0436
GO:001056315CervixHSIL_HPVnegative regulation of phosphorus metabolic process36/737442/187233.27e-059.16e-0436
GO:000193314CervixHSIL_HPVnegative regulation of protein phosphorylation30/737342/187233.80e-051.03e-0330
GO:004232614CervixHSIL_HPVnegative regulation of phosphorylation32/737385/187236.03e-051.44e-0332
GO:0050864CervixHSIL_HPVregulation of B cell activation19/737198/187233.19e-045.15e-0319
GO:00028191CervixHSIL_HPVregulation of adaptive immune response17/737183/187239.31e-041.18e-0217
GO:00026951CervixHSIL_HPVnegative regulation of leukocyte activation17/737187/187231.18e-031.41e-0217
GO:00512501CervixHSIL_HPVnegative regulation of lymphocyte activation15/737157/187231.37e-031.56e-0215
GO:00508661CervixHSIL_HPVnegative regulation of cell activation18/737210/187231.68e-031.81e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0481028EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04810112EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa0453022LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa0481021LiverCirrhoticRegulation of actin cytoskeleton100/2530229/84655.28e-065.50e-053.39e-05100
hsa0520510LiverCirrhoticProteoglycans in cancer85/2530205/84652.37e-041.58e-039.75e-0485
hsa0467022LiverCirrhoticLeukocyte transendothelial migration49/2530114/84651.92e-038.55e-035.27e-0349
hsa0453032LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa0481031LiverCirrhoticRegulation of actin cytoskeleton100/2530229/84655.28e-065.50e-053.39e-05100
hsa0520511LiverCirrhoticProteoglycans in cancer85/2530205/84652.37e-041.58e-039.75e-0485
hsa0467032LiverCirrhoticLeukocyte transendothelial migration49/2530114/84651.92e-038.55e-035.27e-0349
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0467042LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
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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
MSNSNVMissense_Mutationc.1189N>Ap.Glu397Lysp.E397KP26038protein_codingtolerated(0.32)possibly_damaging(0.61)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
MSNSNVMissense_Mutationc.1678C>Tp.Arg560Cysp.R560CP26038protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A3XZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
MSNSNVMissense_Mutationc.1507N>Tp.Arg503Cysp.R503CP26038protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MSNSNVMissense_Mutationc.855N>Ap.Met285Ilep.M285IP26038protein_codingtolerated(0.23)benign(0.029)TCGA-C8-A12U-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MSNSNVMissense_Mutationrs753856958c.659N>Gp.Val220Glyp.V220GP26038protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E9-A1N5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MSNSNVMissense_Mutationrs770945316c.299G>Ap.Arg100Hisp.R100HP26038protein_codingtolerated(0.58)benign(0.068)TCGA-LL-A9Q3-01Breastbreast invasive carcinomaFemale>=65III/IVImmunotherapyherceptinCR
MSNSNVMissense_Mutationnovelc.1034A>Gp.Glu345Glyp.E345GP26038protein_codingtolerated(0.19)benign(0.007)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
MSNinsertionIn_Frame_Insnovelc.342_343insCTCACCTTACCCTTACCCTCCACTTGCATCCTTCTCCCAAAAAACp.Asp114_Ile115insLeuThrLeuProLeuProSerThrCysIleLeuLeuProLysAsnp.D114_I115insLTLPLPSTCILLPKNP26038protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MSNSNVMissense_Mutationnovelc.322N>Ap.Glu108Lysp.E108KP26038protein_codingtolerated(0.09)possibly_damaging(0.47)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MSNSNVMissense_Mutationrs778459733c.835N>Tp.Arg279Trpp.R279WP26038protein_codingdeleterious(0.03)possibly_damaging(0.598)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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