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: FYN

Gene summary for FYN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FYN

Gene ID

2534

Gene nameFYN proto-oncogene, Src family tyrosine kinase
Gene AliasSLK
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

P06241


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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
2534FYNLZE7THumanEsophagusESCC4.17e-085.18e-010.0667
2534FYNLZE24THumanEsophagusESCC1.68e-056.07e-020.0596
2534FYNLZE6THumanEsophagusESCC8.08e-033.09e-010.0845
2534FYNP2T-EHumanEsophagusESCC1.43e-058.22e-020.1177
2534FYNP4T-EHumanEsophagusESCC3.14e-081.57e-010.1323
2534FYNP5T-EHumanEsophagusESCC7.31e-067.12e-020.1327
2534FYNP9T-EHumanEsophagusESCC4.88e-039.66e-020.1131
2534FYNP10T-EHumanEsophagusESCC7.67e-233.48e-010.116
2534FYNP12T-EHumanEsophagusESCC3.69e-192.47e-010.1122
2534FYNP16T-EHumanEsophagusESCC1.11e-131.99e-010.1153
2534FYNP23T-EHumanEsophagusESCC9.15e-049.56e-020.108
2534FYNP24T-EHumanEsophagusESCC1.92e-023.62e-020.1287
2534FYNP26T-EHumanEsophagusESCC1.47e-084.68e-020.1276
2534FYNP27T-EHumanEsophagusESCC8.58e-041.44e-020.1055
2534FYNP28T-EHumanEsophagusESCC3.70e-122.32e-010.1149
2534FYNP31T-EHumanEsophagusESCC8.53e-034.68e-030.1251
2534FYNP32T-EHumanEsophagusESCC1.30e-098.52e-020.1666
2534FYNP37T-EHumanEsophagusESCC3.88e-021.04e-010.1371
2534FYNP42T-EHumanEsophagusESCC6.10e-034.57e-020.1175
2534FYNP44T-EHumanEsophagusESCC4.68e-041.19e-010.1096
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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
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:003134610Oral cavityOSCCpositive regulation of cell projection organization176/7305353/187231.94e-051.87e-04176
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:004352310Oral cavityOSCCregulation of neuron apoptotic process111/7305212/187235.12e-054.27e-04111
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
GO:00011019Oral cavityOSCCresponse to acid chemical74/7305135/187231.38e-049.76e-0474
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:00321037Oral cavityOSCCpositive regulation of response to external stimulus203/7305427/187231.79e-041.22e-03203
GO:00508527Oral cavityOSCCT cell receptor signaling pathway68/7305123/187231.80e-041.22e-0368
GO:009730519Oral cavityOSCCresponse to alcohol127/7305253/187231.81e-041.24e-03127
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:00432006Oral cavityOSCCresponse to amino acid64/7305116/187232.96e-041.86e-0364
GO:190303715Oral cavityOSCCregulation of leukocyte cell-cell adhesion162/7305336/187233.39e-042.08e-03162
GO:00182123Oral cavityOSCCpeptidyl-tyrosine modification180/7305378/187233.63e-042.22e-03180
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:005090010Oral cavityOSCCleukocyte migration176/7305369/187233.80e-042.31e-03176
GO:00712304Oral cavityOSCCcellular response to amino acid stimulus42/730571/187234.59e-042.76e-0342
GO:00712295Oral cavityOSCCcellular response to acid chemical46/730580/187236.08e-043.44e-0346
GO:0050730Oral cavityOSCCregulation of peptidyl-tyrosine phosphorylation129/7305264/187236.70e-043.75e-03129
GO:00181083Oral cavityOSCCpeptidyl-tyrosine phosphorylation177/7305375/187236.86e-043.83e-03177
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0541630EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa046607EsophagusESCCT cell receptor signaling pathway63/4205104/84651.60e-023.60e-021.84e-0263
hsa0502038EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
hsa05130310EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa05416114EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0466013EsophagusESCCT cell receptor signaling pathway63/4205104/84651.60e-023.60e-021.84e-0263
hsa0452016LungIACAdherens junction37/105393/84651.99e-112.16e-091.43e-0937
hsa045108LungIACFocal adhesion59/1053203/84651.31e-101.06e-087.06e-0959
hsa0513016LungIACPathogenic Escherichia coli infection45/1053197/84652.93e-056.14e-044.08e-0445
hsa040719LungIACSphingolipid signaling pathway28/1053121/84657.30e-046.08e-034.04e-0328
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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
FYNSNVMissense_Mutationrs376211530c.163G>Ap.Ala55Thrp.A55TP06241protein_codingtolerated(0.88)benign(0)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
FYNSNVMissense_Mutationrs376211530c.163N>Ap.Ala55Thrp.A55TP06241protein_codingtolerated(0.88)benign(0)TCGA-AC-A3EH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
FYNSNVMissense_Mutationc.925N>Ap.Glu309Lysp.E309KP06241protein_codingtolerated(0.23)benign(0.049)TCGA-LL-A6FP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FYNSNVMissense_Mutationrs760289292c.721N>Tp.Arg241Cysp.R241CP06241protein_codingtolerated(0.06)benign(0.005)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FYNSNVMissense_Mutationc.478N>Ap.Glu160Lysp.E160KP06241protein_codingdeleterious(0)probably_damaging(0.982)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FYNSNVMissense_Mutationnovelc.439N>Ap.Glu147Lysp.E147KP06241protein_codingdeleterious(0.02)benign(0.179)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FYNSNVMissense_Mutationc.1540G>Ap.Glu514Lysp.E514KP06241protein_codingdeleterious(0)possibly_damaging(0.674)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
FYNSNVMissense_Mutationc.359G>Tp.Trp120Leup.W120LP06241protein_codingdeleterious(0)possibly_damaging(0.735)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FYNSNVMissense_Mutationc.1119N>Tp.Gln373Hisp.Q373HP06241protein_codingdeleterious(0.01)possibly_damaging(0.821)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FYNSNVMissense_Mutationc.616N>Tp.Arg206Cysp.R206CP06241protein_codingdeleterious(0)possibly_damaging(0.661)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
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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
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMEinhibitorCHEMBL403989TG100-801
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMEinhibitor385612188
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYME681640CHEMBL379975
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMEDASATINIBDASATINIB
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMEOSI-632OSI-632
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMEILORASERTIBILORASERTIB
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMEinhibitorCHEMBL3545085XL-228
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMEAZAKENPAULLONEAZAKENPAULLONE
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMETAMATINIBR-406
2534FYNDRUGGABLE GENOME, CELL SURFACE, TYROSINE KINASE, KINASE, ENZYMEinhibitorCHEMBL3545133JNJ-26483327
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