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:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:009031617EsophagusESCCpositive regulation of intracellular protein transport122/8552160/187232.45e-151.49e-13122
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
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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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