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: GON4L

Gene summary for GON4L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GON4L

Gene ID

54856

Gene namegon-4 like
Gene AliasGON-4
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q3T8J9


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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
54856GON4LCA_HPV_1HumanCervixCC1.09e-021.13e-020.0264
54856GON4LCCI_1HumanCervixCC1.41e-087.93e-010.528
54856GON4LCCI_2HumanCervixCC2.04e-024.15e-010.5249
54856GON4LCCI_3HumanCervixCC1.41e-107.04e-010.516
54856GON4LAEH-subject2HumanEndometriumAEH1.35e-081.07e-01-0.2525
54856GON4LAEH-subject3HumanEndometriumAEH4.95e-052.08e-01-0.2576
54856GON4LEEC-subject2HumanEndometriumEEC1.28e-042.43e-01-0.2607
54856GON4LEEC-subject3HumanEndometriumEEC2.63e-074.05e-02-0.2525
54856GON4LGSM5276935HumanEndometriumEEC1.17e-033.00e-01-0.123
54856GON4LGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.71e-21-1.54e-01-0.1869
54856GON4LGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC6.39e-17-2.12e-01-0.1875
54856GON4LGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.29e-19-2.19e-01-0.1883
54856GON4LGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC9.33e-162.88e-02-0.1934
54856GON4LGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.44e-27-1.33e-01-0.1917
54856GON4LGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.96e-25-1.37e-01-0.1916
54856GON4LGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.04e-02-8.27e-02-0.1269
54856GON4LLZE2DHumanEsophagusHGIN1.80e-025.79e-010.0642
54856GON4LLZE2THumanEsophagusESCC4.44e-046.84e-010.082
54856GON4LLZE3DHumanEsophagusHGIN1.45e-024.32e-010.0668
54856GON4LLZE4THumanEsophagusESCC2.53e-205.24e-010.0811
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:19031314CervixCCmononuclear cell differentiation76/2311426/187235.66e-045.42e-0376
GO:00300981CervixCClymphocyte differentiation63/2311374/187236.21e-033.52e-0263
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:19031311LungIACmononuclear cell differentiation66/2061426/187232.63e-032.44e-0266
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:190313114Oral cavityEOLPmononuclear cell differentiation88/2218426/187231.07e-073.61e-0688
GO:003009812Oral cavityEOLPlymphocyte differentiation76/2218374/187231.50e-063.55e-0576
GO:00421132Oral cavityEOLPB cell activation61/2218334/187233.68e-043.35e-0361
GO:190313122Oral cavityNEOLPmononuclear cell differentiation77/2005426/187232.80e-066.41e-0577
GO:003009821Oral cavityNEOLPlymphocyte differentiation66/2005374/187233.08e-054.67e-0466
GO:0030183Oral cavityNEOLPB cell differentiation25/2005141/187237.85e-033.90e-0225
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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
GON4LSNVMissense_Mutationnovelc.1753N>Ap.Glu585Lysp.E585KQ3T8J9protein_codingdeleterious(0)possibly_damaging(0.844)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
GON4LSNVMissense_Mutationnovelc.1822N>Cp.Asp608Hisp.D608HQ3T8J9protein_codingdeleterious(0)probably_damaging(0.991)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
GON4LSNVMissense_Mutationc.4558N>Cp.Glu1520Glnp.E1520QQ3T8J9protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
GON4LSNVMissense_Mutationnovelc.1093G>Cp.Glu365Glnp.E365QQ3T8J9protein_codingtolerated(0.09)probably_damaging(0.994)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GON4LSNVMissense_Mutationc.1694N>Cp.Leu565Prop.L565PQ3T8J9protein_codingdeleterious(0.03)possibly_damaging(0.873)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GON4LSNVMissense_Mutationc.1897G>Cp.Glu633Glnp.E633QQ3T8J9protein_codingdeleterious(0.04)probably_damaging(0.972)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
GON4LSNVMissense_Mutationnovelc.1630N>Ap.Asp544Asnp.D544NQ3T8J9protein_codingdeleterious(0.04)probably_damaging(0.936)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
GON4LSNVMissense_Mutationnovelc.4106G>Ap.Gly1369Glup.G1369EQ3T8J9protein_codingtolerated_low_confidence(0.23)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GON4LSNVMissense_Mutationc.2348C>Gp.Thr783Serp.T783SQ3T8J9protein_codingtolerated(0.56)benign(0.012)TCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GON4LSNVMissense_Mutationc.2877N>Gp.Asp959Glup.D959EQ3T8J9protein_codingtolerated(0.5)benign(0)TCGA-AN-A0XO-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
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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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