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: LY96

Gene summary for LY96

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LY96

Gene ID

23643

Gene namelymphocyte antigen 96
Gene AliasESOP-1
Cytomap8q21.11
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

Q9Y6Y9


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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
23643LY96LZE4THumanEsophagusESCC5.17e-113.48e-010.0811
23643LY96LZE8THumanEsophagusESCC5.64e-091.60e-010.067
23643LY96LZE24THumanEsophagusESCC9.06e-101.65e-010.0596
23643LY96P4T-EHumanEsophagusESCC1.23e-143.63e-010.1323
23643LY96P5T-EHumanEsophagusESCC8.53e-092.12e-010.1327
23643LY96P8T-EHumanEsophagusESCC3.86e-132.84e-010.0889
23643LY96P9T-EHumanEsophagusESCC1.51e-032.06e-010.1131
23643LY96P11T-EHumanEsophagusESCC2.94e-063.09e-010.1426
23643LY96P12T-EHumanEsophagusESCC2.51e-029.82e-020.1122
23643LY96P15T-EHumanEsophagusESCC3.65e-031.06e-010.1149
23643LY96P19T-EHumanEsophagusESCC3.48e-073.94e-010.1662
23643LY96P20T-EHumanEsophagusESCC4.49e-022.11e-020.1124
23643LY96P21T-EHumanEsophagusESCC1.55e-081.38e-010.1617
23643LY96P23T-EHumanEsophagusESCC2.87e-061.81e-010.108
23643LY96P26T-EHumanEsophagusESCC2.38e-051.11e-010.1276
23643LY96P27T-EHumanEsophagusESCC1.33e-111.51e-010.1055
23643LY96P31T-EHumanEsophagusESCC8.17e-102.19e-010.1251
23643LY96P37T-EHumanEsophagusESCC7.86e-101.39e-010.1371
23643LY96P38T-EHumanEsophagusESCC1.95e-021.20e-010.127
23643LY96P44T-EHumanEsophagusESCC5.20e-051.75e-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
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
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:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:007122215EsophagusESCCcellular response to lipopolysaccharide113/8552209/187238.79e-033.10e-02113
GO:00316633EsophagusESCClipopolysaccharide-mediated signaling pathway37/855260/187239.17e-033.19e-0237
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:00324966LiverCirrhoticresponse to lipopolysaccharide111/4634343/187238.15e-045.95e-03111
GO:00321032LiverCirrhoticpositive regulation of response to external stimulus131/4634427/187232.90e-031.66e-02131
GO:00022376LiverCirrhoticresponse to molecule of bacterial origin113/4634363/187233.23e-031.81e-02113
GO:00028311LiverCirrhoticregulation of response to biotic stimulus101/4634327/187236.58e-033.25e-02101
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:003249611LiverHCCresponse to lipopolysaccharide174/7958343/187231.19e-036.62e-03174
GO:00712166LiverHCCcellular response to biotic stimulus128/7958246/187231.53e-038.10e-03128
GO:00712226LiverHCCcellular response to lipopolysaccharide110/7958209/187231.92e-039.77e-03110
GO:000223711LiverHCCresponse to molecule of bacterial origin181/7958363/187232.58e-031.24e-02181
GO:0002224LiverHCCtoll-like receptor signaling pathway67/7958121/187232.87e-031.34e-0267
GO:0031663LiverHCClipopolysaccharide-mediated signaling pathway36/795860/187234.68e-032.01e-0236
GO:00712196LiverHCCcellular response to molecule of bacterial origin113/7958221/187235.73e-032.38e-02113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa0514525EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa040645EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
hsa051339EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05417310EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa05145111EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa0406412EsophagusESCCNF-kappa B signaling pathway67/4205104/84651.62e-034.89e-032.50e-0367
hsa0513314EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0514512LiverCirrhoticToxoplasmosis47/2530112/84654.16e-031.63e-021.00e-0247
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0514513LiverCirrhoticToxoplasmosis47/2530112/84654.16e-031.63e-021.00e-0247
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa049362LiverHCCAlcoholic liver disease89/4020142/84651.73e-048.53e-044.75e-0489
hsa0514521LiverHCCToxoplasmosis70/4020112/84659.25e-043.52e-031.96e-0370
hsa051332LiverHCCPertussis48/402076/84654.17e-031.27e-027.06e-0348
hsa0541742LiverHCCLipid and atherosclerosis118/4020215/84651.66e-023.92e-022.18e-02118
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
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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
LY96SNVMissense_Mutationc.363N>Ap.Phe121Leup.F121LQ9Y6Y9protein_codingtolerated(0.4)possibly_damaging(0.525)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
LY96SNVMissense_Mutationrs868086563c.353N>Tp.Ser118Leup.S118LQ9Y6Y9protein_codingtolerated(0.09)benign(0.042)TCGA-UC-A7PD-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
LY96SNVMissense_Mutationc.268N>Tp.Arg90Cysp.R90CQ9Y6Y9protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
LY96SNVMissense_Mutationnovelc.104N>Gp.Thr35Serp.T35SQ9Y6Y9protein_codingtolerated(0.36)benign(0.034)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LY96SNVMissense_Mutationc.373A>Cp.Lys125Glnp.K125QQ9Y6Y9protein_codingtolerated(0.28)benign(0.033)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LY96insertionFrame_Shift_Insnovelc.22dupTp.Ser8PhefsTer10p.S8Ffs*10Q9Y6Y9protein_codingTCGA-NH-A8F7-06ColorectumNANANANANANANA
LY96SNVMissense_Mutationnovelc.208N>Ap.Asp70Asnp.D70NQ9Y6Y9protein_codingdeleterious(0.04)possibly_damaging(0.679)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LY96SNVMissense_Mutationc.373N>Cp.Lys125Glnp.K125QQ9Y6Y9protein_codingtolerated(0.28)benign(0.033)TCGA-BS-A0TC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LY96SNVMissense_Mutationc.268N>Tp.Arg90Cysp.R90CQ9Y6Y9protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-D1-A101-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LY96SNVMissense_Mutationc.373N>Cp.Lys125Glnp.K125QQ9Y6Y9protein_codingtolerated(0.28)benign(0.033)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<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
23643LY96DRUGGABLE GENOMEantagonistCHEMBL3301672ERITORAN TETRASODIUM
23643LY96DRUGGABLE GENOMEagonist315661222
23643LY96DRUGGABLE GENOMETumor necrosis factor alpha (TNF-alpha) inhibitors28696418
23643LY96DRUGGABLE GENOMEinhibitor315661112
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