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: GNLY

Gene summary for GNLY

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNLY

Gene ID

10578

Gene namegranulysin
Gene AliasD2S69E
Cytomap2p11.2
Gene Typeprotein-coding
GO ID

GO:0001906

UniProtAcc

B4E3H9


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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
10578GNLYC21HumanOral cavityOSCC7.74e-712.10e+000.2678
10578GNLYC30HumanOral cavityOSCC3.82e-291.32e+000.3055
10578GNLYC38HumanOral cavityOSCC6.76e-089.78e-010.172
10578GNLYC43HumanOral cavityOSCC5.50e-037.34e-020.1704
10578GNLYC46HumanOral cavityOSCC1.26e-235.15e-010.1673
10578GNLYC51HumanOral cavityOSCC1.85e-191.16e+000.2674
10578GNLYC57HumanOral cavityOSCC3.16e-082.47e-010.1679
10578GNLYC06HumanOral cavityOSCC3.16e-129.78e-010.2699
10578GNLYC07HumanOral cavityOSCC1.82e-071.11e+000.2491
10578GNLYC08HumanOral cavityOSCC1.10e-204.41e-010.1919
10578GNLYC86HumanOral cavityOSCC5.12e-045.31e-010.161
10578GNLYC09HumanOral cavityOSCC4.07e-071.62e-010.1431
10578GNLYLN22HumanOral cavityOSCC2.12e-036.41e-010.1733
10578GNLYLN46HumanOral cavityOSCC7.02e-204.58e-010.1666
10578GNLYLP15HumanOral cavityLP1.36e-031.39e+000.2174
10578GNLYSYSMH2HumanOral cavityOSCC2.80e-096.36e-010.2326
10578GNLYSYSMH5HumanOral cavityOSCC2.62e-022.34e+000.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
GNLYSNVMissense_Mutationc.281N>Tp.Arg94Metp.R94Mprotein_codingtolerated(0.26)benign(0.01)TCGA-D8-A27K-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamidSD
GNLYSNVMissense_Mutationc.146N>Tp.Ser49Phep.S49Fprotein_codingdeleterious(0)possibly_damaging(0.657)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
GNLYinsertionIn_Frame_Insnovelc.513_514insAAATCTGGTCTCCATp.Pro171_Leu172insLysSerGlyLeuHisp.P171_L172insKSGLHprotein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GNLYSNVMissense_Mutationnovelc.158N>Ap.Pro53Hisp.P53Hprotein_codingdeleterious(0)possibly_damaging(0.879)TCGA-ZX-AA5X-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GNLYSNVMissense_Mutationc.329N>Ap.Pro110Hisp.P110Hprotein_codingdeleterious(0.05)probably_damaging(0.979)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GNLYSNVMissense_Mutationrs201165294c.148C>Tp.Arg50Cysp.R50Cprotein_codingdeleterious(0.03)benign(0.255)TCGA-AG-4007-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
GNLYSNVMissense_Mutationrs778757101c.356N>Tp.Ala119Valp.A119Vprotein_codingtolerated(0.13)possibly_damaging(0.457)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
GNLYSNVMissense_Mutationnovelc.514N>Ap.Leu172Ilep.L172Iprotein_codingdeleterious_low_confidence(0)benign(0.005)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
GNLYSNVMissense_Mutationc.338N>Tp.Arg113Ilep.R113Iprotein_codingtolerated(0.06)benign(0.009)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
GNLYSNVMissense_Mutationrs767011139c.386G>Ap.Arg129Glnp.R129Qprotein_codingtolerated(0.47)benign(0)TCGA-BG-A0VX-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
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