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:190382912LiverCirrhoticpositive regulation of cellular protein localization123/4634276/187234.06e-133.22e-11123
GO:190336412LiverCirrhoticpositive regulation of cellular protein catabolic process80/4634155/187235.04e-133.86e-1180
GO:004325412LiverCirrhoticregulation of protein-containing complex assembly169/4634428/187237.40e-124.99e-10169
GO:003238811LiverCirrhoticpositive regulation of intracellular transport92/4634202/187238.60e-114.66e-0992
GO:002260412LiverCirrhoticregulation of cell morphogenesis127/4634309/187231.45e-107.44e-09127
GO:190165412LiverCirrhoticresponse to ketone86/4634194/187231.82e-097.73e-0886
GO:001648211LiverCirrhoticcytosolic transport74/4634168/187233.34e-081.12e-0674
GO:000836012LiverCirrhoticregulation of cell shape69/4634154/187234.21e-081.36e-0669
GO:00313347LiverCirrhoticpositive regulation of protein-containing complex assembly95/4634237/187231.21e-073.39e-0695
GO:004873212LiverCirrhoticgland development154/4634436/187234.03e-079.42e-06154
GO:003253512LiverCirrhoticregulation of cellular component size135/4634383/187232.32e-064.26e-05135
GO:000716312LiverCirrhoticestablishment or maintenance of cell polarity82/4634218/187231.55e-052.11e-0482
GO:00224065LiverCirrhoticmembrane docking39/463486/187232.47e-053.22e-0439
GO:19016551LiverCirrhoticcellular response to ketone42/463496/187233.55e-054.32e-0442
GO:00989274LiverCirrhoticvesicle-mediated transport between endosomal compartments23/463443/187234.90e-055.65e-0423
GO:000206412LiverCirrhoticepithelial cell development80/4634220/187237.63e-058.44e-0480
GO:00335743LiverCirrhoticresponse to testosterone22/463442/187231.08e-041.10e-0322
GO:00450223LiverCirrhoticearly endosome to late endosome transport21/463440/187231.48e-041.42e-0321
GO:1902115LiverCirrhoticregulation of organelle assembly66/4634186/187236.66e-045.04e-0366
GO:00018855LiverCirrhoticendothelial cell development27/463464/187231.63e-031.05e-0227
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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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