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: LIG3

Gene summary for LIG3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LIG3

Gene ID

3980

Gene nameDNA ligase 3
Gene AliasLIG2
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

P49916


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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
3980LIG3LZE4THumanEsophagusESCC5.51e-082.15e-010.0811
3980LIG3LZE5THumanEsophagusESCC1.40e-021.95e-010.0514
3980LIG3LZE7THumanEsophagusESCC7.90e-052.39e-010.0667
3980LIG3LZE8THumanEsophagusESCC5.69e-031.28e-010.067
3980LIG3LZE24THumanEsophagusESCC7.42e-173.70e-010.0596
3980LIG3LZE6THumanEsophagusESCC3.93e-021.45e-010.0845
3980LIG3P2T-EHumanEsophagusESCC1.67e-193.88e-010.1177
3980LIG3P4T-EHumanEsophagusESCC2.27e-122.70e-010.1323
3980LIG3P5T-EHumanEsophagusESCC3.20e-131.67e-010.1327
3980LIG3P8T-EHumanEsophagusESCC2.80e-081.67e-010.0889
3980LIG3P9T-EHumanEsophagusESCC1.61e-071.42e-010.1131
3980LIG3P10T-EHumanEsophagusESCC9.48e-181.57e-010.116
3980LIG3P11T-EHumanEsophagusESCC2.09e-153.88e-010.1426
3980LIG3P12T-EHumanEsophagusESCC1.07e-153.27e-010.1122
3980LIG3P15T-EHumanEsophagusESCC1.61e-214.21e-010.1149
3980LIG3P16T-EHumanEsophagusESCC1.56e-264.95e-010.1153
3980LIG3P17T-EHumanEsophagusESCC2.47e-042.11e-010.1278
3980LIG3P19T-EHumanEsophagusESCC2.32e-042.55e-010.1662
3980LIG3P20T-EHumanEsophagusESCC3.03e-092.23e-010.1124
3980LIG3P21T-EHumanEsophagusESCC1.94e-193.14e-010.1617
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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
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:00062843EsophagusESCCbase-excision repair33/855243/187233.25e-052.69e-0433
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00000021EsophagusESCCmitochondrial genome maintenance17/855221/187231.03e-035.19e-0317
GO:0006303EsophagusESCCdouble-strand break repair via nonhomologous end joining43/855266/187231.10e-035.53e-0343
GO:00062661EsophagusESCCDNA ligation13/855216/187234.05e-031.62e-0213
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:0090329EsophagusESCCregulation of DNA-dependent DNA replication30/855246/187235.91e-032.18e-0230
GO:0006287EsophagusESCCbase-excision repair, gap-filling11/855214/187231.30e-024.27e-0211
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00718975LiverHCCDNA biosynthetic process99/7958180/187234.66e-043.08e-0399
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:00062751LiverHCCregulation of DNA replication60/7958107/187233.15e-031.46e-0260
GO:0006284LiverHCCbase-excision repair27/795843/187235.79e-032.40e-0227
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
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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
LIG3SNVMissense_Mutationc.2392N>Cp.Asp798Hisp.D798HP49916protein_codingtolerated(0.11)possibly_damaging(0.468)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
LIG3SNVMissense_Mutationrs749058293c.1757N>Gp.Gln586Argp.Q586RP49916protein_codingtolerated(0.09)benign(0.06)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
LIG3SNVMissense_Mutationrs761685440c.1427N>Tp.Ser476Leup.S476LP49916protein_codingdeleterious(0.01)benign(0.068)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LIG3SNVMissense_Mutationnovelc.2035N>Ap.Asp679Asnp.D679NP49916protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LIG3SNVMissense_Mutationc.1244N>Cp.Leu415Serp.L415SP49916protein_codingdeleterious(0.02)probably_damaging(0.93)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LIG3SNVMissense_Mutationc.1013N>Gp.Pro338Argp.P338RP49916protein_codingtolerated(0.34)benign(0.102)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LIG3SNVMissense_Mutationc.707N>Gp.Ser236Cysp.S236CP49916protein_codingdeleterious(0.02)possibly_damaging(0.599)TCGA-BH-A18M-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
LIG3SNVMissense_Mutationnovelc.194N>Ap.Arg65Lysp.R65KP49916protein_codingtolerated_low_confidence(0.62)benign(0)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LIG3insertionNonsense_Mutationnovelc.2755_2756insGCTCTTAGGCTGTATATGTATTCTCCACCCCACTGTCCp.Glu919GlyfsTer3p.E919Gfs*3P49916protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LIG3insertionIn_Frame_Insnovelc.1849_1850insAAAGGCAAGCTCCTATGTCAGCTCAGGTGATTAp.Leu617delinsGlnArgGlnAlaProMetSerAlaGlnValIleIlep.L617delinsQRQAPMSAQVIIP49916protein_codingTCGA-B6-A0IM-01Breastbreast invasive 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
3980LIG3NAcyclophosphamideCYCLOPHOSPHAMIDE24533712
3980LIG3NAcisplatinCISPLATIN24533712
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