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: LIG1

Gene summary for LIG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LIG1

Gene ID

3978

Gene nameDNA ligase 1
Gene AliasLIG1
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

P18858


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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
3978LIG1LZE3DHumanEsophagusHGIN3.91e-027.27e-010.0668
3978LIG1LZE7THumanEsophagusESCC1.92e-044.38e-010.0667
3978LIG1LZE21D1HumanEsophagusHGIN1.22e-043.24e-010.0632
3978LIG1LZE24THumanEsophagusESCC1.19e-042.14e-010.0596
3978LIG1LZE6THumanEsophagusESCC7.87e-043.44e-010.0845
3978LIG1P1T-EHumanEsophagusESCC2.97e-055.17e-010.0875
3978LIG1P2T-EHumanEsophagusESCC8.38e-134.63e-010.1177
3978LIG1P4T-EHumanEsophagusESCC4.34e-122.59e-010.1323
3978LIG1P5T-EHumanEsophagusESCC8.62e-072.08e-010.1327
3978LIG1P8T-EHumanEsophagusESCC1.59e-205.30e-010.0889
3978LIG1P9T-EHumanEsophagusESCC6.19e-036.27e-020.1131
3978LIG1P10T-EHumanEsophagusESCC8.66e-194.36e-010.116
3978LIG1P11T-EHumanEsophagusESCC2.49e-061.99e-010.1426
3978LIG1P12T-EHumanEsophagusESCC2.35e-101.97e-010.1122
3978LIG1P15T-EHumanEsophagusESCC2.70e-122.82e-010.1149
3978LIG1P16T-EHumanEsophagusESCC1.51e-122.65e-010.1153
3978LIG1P17T-EHumanEsophagusESCC1.07e-032.46e-010.1278
3978LIG1P19T-EHumanEsophagusESCC3.95e-021.78e-010.1662
3978LIG1P20T-EHumanEsophagusESCC2.42e-088.25e-020.1124
3978LIG1P21T-EHumanEsophagusESCC2.54e-071.69e-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
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:007189710EsophagusHGINDNA biosynthetic process44/2587180/187238.97e-051.96e-0344
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:00062843EsophagusESCCbase-excision repair33/855243/187233.25e-052.69e-0433
GO:00062661EsophagusESCCDNA ligation13/855216/187234.05e-031.62e-0213
GO:0006287EsophagusESCCbase-excision repair, gap-filling11/855214/187231.30e-024.27e-0211
GO:1902969EsophagusESCCmitotic DNA replication11/855214/187231.30e-024.27e-0211
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00718975LiverHCCDNA biosynthetic process99/7958180/187234.66e-043.08e-0399
GO:0006284LiverHCCbase-excision repair27/795843/187235.79e-032.40e-0227
GO:0006261LiverHCCDNA-dependent DNA replication80/7958151/187235.91e-032.44e-0280
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
GO:00062611Oral cavityOSCCDNA-dependent DNA replication84/7305151/187232.46e-052.30e-0484
GO:00062842Oral cavityOSCCbase-excision repair28/730543/187234.71e-042.79e-0328
GO:0006266Oral cavityOSCCDNA ligation12/730516/187233.83e-031.57e-0212
GO:000626011Oral cavityLPDNA replication97/4623260/187233.67e-067.75e-0597
GO:007189715Oral cavityLPDNA biosynthetic process71/4623180/187238.04e-061.52e-0471
GO:00062841Oral cavityLPbase-excision repair19/462343/187234.04e-032.61e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034205EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa0342012EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa030304EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa034304EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0303011EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa0343011EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa03030Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa030301Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa0342021Oral cavityLPNucleotide excision repair37/241863/84655.14e-076.33e-064.08e-0637
hsa034102Oral cavityLPBase excision repair23/241844/84657.66e-043.75e-032.42e-0323
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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
LIG1SNVMissense_Mutationnovelc.2183A>Gp.Asp728Glyp.D728GP18858protein_codingdeleterious(0.03)benign(0.205)TCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LIG1SNVMissense_Mutationc.2562N>Gp.Ile854Metp.I854MP18858protein_codingdeleterious(0.01)benign(0.436)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LIG1SNVMissense_Mutationc.751N>Gp.Pro251Alap.P251AP18858protein_codingtolerated(0.25)benign(0)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
LIG1insertionFrame_Shift_Insnovelc.2048_2049insCCCCCAGGGCCTTTCATTTCTTTCCATCTCCp.Glu684ProfsTer57p.E684Pfs*57P18858protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
LIG1insertionIn_Frame_Insnovelc.2181_2182insACTTTTATAAATCACAAATGTTTTp.Leu727_Asp728insThrPheIleAsnHisLysCysPhep.L727_D728insTFINHKCFP18858protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LIG1deletionFrame_Shift_Delnovelc.2392delNp.Thr798LeufsTer29p.T798Lfs*29P18858protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
LIG1deletionFrame_Shift_Delnovelc.205delNp.Glu69LysfsTer120p.E69Kfs*120P18858protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
LIG1SNVMissense_Mutationnovelc.1900N>Tp.Pro634Serp.P634SP18858protein_codingdeleterious(0.03)possibly_damaging(0.591)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LIG1SNVMissense_Mutationnovelc.1525N>Ap.Glu509Lysp.E509KP18858protein_codingdeleterious(0)possibly_damaging(0.554)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LIG1SNVMissense_Mutationc.661N>Tp.Pro221Serp.P221SP18858protein_codingtolerated(0.24)benign(0.003)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
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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
3978LIG1DNA REPAIR, DRUGGABLE GENOMEBLEOMYCINBLEOMYCIN
3978LIG1DNA REPAIR, DRUGGABLE GENOMEBLEOMYCINBLEOMYCIN
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