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: LYN

Gene summary for LYN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LYN

Gene ID

4067

Gene nameLYN proto-oncogene, Src family tyrosine kinase
Gene AliasJTK8
Cytomap8q12.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P07948


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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
4067LYNCA_HPV_1HumanCervixCC1.07e-103.97e-010.0264
4067LYNCCI_2HumanCervixCC4.28e-039.41e-010.5249
4067LYNCCI_3HumanCervixCC6.57e-048.77e-010.516
4067LYNL1HumanCervixCC1.26e-04-3.28e-010.0802
4067LYNLZE4THumanEsophagusESCC2.98e-022.81e-020.0811
4067LYNLZE8THumanEsophagusESCC3.77e-031.94e-010.067
4067LYNLZE20THumanEsophagusESCC2.22e-043.47e-010.0662
4067LYNLZE22D1HumanEsophagusHGIN9.11e-041.29e-010.0595
4067LYNLZE24THumanEsophagusESCC1.99e-061.13e-010.0596
4067LYNLZE21THumanEsophagusESCC4.98e-022.72e-010.0655
4067LYNP1T-EHumanEsophagusESCC7.66e-111.20e+000.0875
4067LYNP4T-EHumanEsophagusESCC6.61e-051.05e-010.1323
4067LYNP8T-EHumanEsophagusESCC5.18e-255.58e-010.0889
4067LYNP9T-EHumanEsophagusESCC3.38e-055.03e-020.1131
4067LYNP11T-EHumanEsophagusESCC1.62e-023.82e-010.1426
4067LYNP15T-EHumanEsophagusESCC6.13e-032.85e-010.1149
4067LYNP17T-EHumanEsophagusESCC3.28e-054.24e-010.1278
4067LYNP21T-EHumanEsophagusESCC1.59e-246.96e-010.1617
4067LYNP22T-EHumanEsophagusESCC3.03e-097.31e-020.1236
4067LYNP23T-EHumanEsophagusESCC2.15e-411.54e+000.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:001095210CervixCCpositive regulation of peptidase activity54/2311197/187238.06e-096.99e-0754
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:00603267CervixCCcell chemotaxis73/2311310/187232.82e-081.96e-0673
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:005165110CervixCCmaintenance of location in cell55/2311214/187236.63e-083.85e-0655
GO:00975298CervixCCmyeloid leukocyte migration56/2311220/187237.21e-084.15e-0656
GO:001095010CervixCCpositive regulation of endopeptidase activity48/2311179/187231.12e-075.71e-0648
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541720CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0516720CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa0516920CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
hsa0466612CervixCCFc gamma R-mediated phagocytosis31/126797/84651.78e-051.42e-048.40e-0531
hsa051207CervixCCEpithelial cell signaling in Helicobacter pylori infection24/126770/84654.35e-053.09e-041.83e-0424
hsa04062CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa046115CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa05417110CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa05167110CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa05169110CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
hsa0466613CervixCCFc gamma R-mediated phagocytosis31/126797/84651.78e-051.42e-048.40e-0531
hsa0512014CervixCCEpithelial cell signaling in Helicobacter pylori infection24/126770/84654.35e-053.09e-041.83e-0424
hsa040621CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa0461113CervixCCPlatelet activation28/1267124/84651.50e-024.45e-022.63e-0228
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa0516730EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0541739EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa05169114EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa05167114EsophagusHGINKaposi sarcoma-associated herpesvirus infection51/1383194/84652.46e-042.69e-032.14e-0351
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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
LYNSNVMissense_Mutationc.475N>Ap.Glu159Lysp.E159KP07948protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
LYNSNVMissense_Mutationc.627N>Tp.Lys209Asnp.K209NP07948protein_codingtolerated(0.16)benign(0.056)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
LYNSNVMissense_Mutationc.57N>Cp.Leu19Phep.L19FP07948protein_codingtolerated(0.72)benign(0.013)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LYNSNVMissense_Mutationnovelc.1096N>Tp.Arg366Trpp.R366WP07948protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AC-A2FM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LYNSNVMissense_Mutationnovelc.1442N>Cp.Lys481Thrp.K481TP07948protein_codingdeleterious(0.01)benign(0.432)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LYNSNVMissense_Mutationc.1508N>Ap.Ala503Aspp.A503DP07948protein_codingdeleterious(0)probably_damaging(0.949)TCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
LYNSNVMissense_Mutationc.1252N>Ap.Gly418Argp.G418RP07948protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
LYNSNVMissense_Mutationnovelc.905N>Cp.Leu302Prop.L302PP07948protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LYNSNVMissense_Mutationc.20A>Tp.Lys7Ilep.K7IP07948protein_codingdeleterious(0.01)possibly_damaging(0.482)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
LYNSNVMissense_Mutationc.907G>Ap.Val303Metp.V303MP07948protein_codingdeleterious(0)probably_damaging(0.945)TCGA-MA-AA42-01Cervixcervical & 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
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCECYC-116CYC-116
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCEILORASERTIBILORASERTIB
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCESORAFENIBSORAFENIB
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCEinhibitor178102666
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCEGW459057AGW459057A16890436
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCEinhibitorNINTEDANIBNINTEDANIB
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCENILOTINIBNILOTINIB18191450
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCEinhibitorMASITINIBMASITINIB
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCEBafetinibBAFETINIB
4067LYNDRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLE, DRUG RESISTANCEinhibitor178103494IBRUTINIB
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