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: ARNTL

Gene summary for ARNTL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARNTL

Gene ID

406

Gene namearyl hydrocarbon receptor nuclear translocator like
Gene AliasBMAL1
Cytomap11p15.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A140VKD3


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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
406ARNTLAdj_PTCwithHT_6HumanThyroidHT1.78e-02-2.35e-010.02
406ARNTLPTCwithHT_8HumanThyroidHT1.21e-04-2.52e-010.0351
406ARNTLmale-WTAHumanThyroidPTC1.63e-352.66e-010.1037
406ARNTLPTC01HumanThyroidPTC9.90e-072.22e-010.1899
406ARNTLPTC04HumanThyroidPTC2.52e-073.98e-010.1927
406ARNTLPTC05HumanThyroidPTC3.79e-241.29e+000.2065
406ARNTLPTC06HumanThyroidPTC2.37e-471.55e+000.2057
406ARNTLPTC07HumanThyroidPTC3.61e-205.27e-010.2044
406ARNTLATC09HumanThyroidATC1.79e-02-1.18e-010.2871
406ARNTLATC12HumanThyroidATC1.91e-11-1.11e-010.34
406ARNTLATC13HumanThyroidATC1.36e-06-2.21e-010.34
406ARNTLATC2HumanThyroidATC4.20e-072.40e-010.34
406ARNTLATC4HumanThyroidATC1.06e-04-4.36e-020.34
406ARNTLATC5HumanThyroidATC8.73e-09-2.16e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
GO:00076238CervixCCcircadian rhythm46/2311210/187236.76e-059.60e-0446
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:000762319EsophagusESCCcircadian rhythm119/8552210/187238.47e-044.36e-03119
GO:00427529EsophagusESCCregulation of circadian rhythm68/8552121/187231.27e-024.21e-0268
GO:000762321LiverHCCcircadian rhythm117/7958210/187237.29e-056.54e-04117
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
GO:004275211LiverHCCregulation of circadian rhythm65/7958121/187238.25e-033.24e-0265
GO:004851116Oral cavityOSCCrhythmic process157/7305298/187231.00e-061.36e-05157
GO:000762316Oral cavityOSCCcircadian rhythm110/7305210/187235.40e-054.48e-04110
GO:000697930ThyroidHTresponse to oxidative stress81/1272446/187232.53e-161.17e-1381
GO:006053718ThyroidHTmuscle tissue development62/1272403/187231.10e-091.20e-0762
GO:006219730ThyroidHTcellular response to chemical stress54/1272337/187233.07e-092.89e-0754
GO:004854530ThyroidHTresponse to steroid hormone54/1272339/187233.80e-093.52e-0754
GO:003459929ThyroidHTcellular response to oxidative stress46/1272288/187234.97e-083.15e-0646
GO:001470610ThyroidHTstriated muscle tissue development55/1272384/187231.16e-076.59e-0655
GO:007138327ThyroidHTcellular response to steroid hormone stimulus34/1272204/187231.00e-063.99e-0534
GO:000206427ThyroidHTepithelial cell development35/1272220/187232.12e-067.61e-0535
GO:000762324ThyroidHTcircadian rhythm33/1272210/187235.38e-061.66e-0433
GO:000756828ThyroidHTaging46/1272339/187235.52e-061.68e-0446
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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
ARNTLMYOEPIBreastIDCLMOD1,FAM184B,DDIT3, etc.1.08e-01The 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.
ARNTLLYMENDColorectumADJNPHP4,FRMD5,MYRIP, etc.1.41e-01The 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.
ARNTLFIBEndometriumAEHCRADD,RTKN2,GPSM3, etc.6.71e-02The 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.
ARNTLFIBEndometriumEECCRADD,RTKN2,GPSM3, etc.8.74e-02The 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.
ARNTLTFHLiverCirrhoticSMG1,TPM2,KRAS, etc.3.29e-01The 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.
ARNTLTFHLiverHCCSMG1,TPM2,KRAS, etc.1.96e-01The 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.
ARNTLTFHLiverHealthySMG1,TPM2,KRAS, etc.3.30e-01The 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.
ARNTLCAFLiverCirrhoticSKAP1,IL2RB,AOAH, etc.3.09e-02The 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.
ARNTLTH17Oral cavityADJRORA,HIST1H2BE,HEATR1, etc.3.31e-02The 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.
ARNTLTREGOral cavityADJRORA,HIST1H2BE,HEATR1, etc.2.21e-02The 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.
∗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
ARNTLSNVMissense_Mutationnovelc.971N>Cp.Val324Alap.V324AO00327protein_codingtolerated(0.39)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ARNTLSNVMissense_Mutationc.1651N>Tp.Ser551Cysp.S551CO00327protein_codingdeleterious(0.02)benign(0.172)TCGA-D8-A145-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ARNTLSNVMissense_Mutationrs760404876c.418N>Tp.Thr140Serp.T140SO00327protein_codingtolerated(1)benign(0)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ARNTLinsertionNonsense_Mutationnovelc.607_608insCTTACTAGAGGCTTGGCATTGTTCTAGGAACATCCp.Lys203ThrfsTer3p.K203Tfs*3O00327protein_codingTCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ARNTLSNVMissense_Mutationc.737N>Gp.Ser246Cysp.S246CO00327protein_codingdeleterious(0)probably_damaging(0.988)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ARNTLSNVMissense_Mutationc.1372N>Tp.Ala458Serp.A458SO00327protein_codingtolerated(1)benign(0)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
ARNTLSNVMissense_Mutationc.1391A>Tp.Asp464Valp.D464VO00327protein_codingtolerated(0.37)benign(0.017)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ARNTLSNVMissense_Mutationrs370345058c.1184C>Tp.Thr395Metp.T395MO00327protein_codingtolerated(0.13)benign(0.006)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ARNTLSNVMissense_Mutationc.250N>Tp.Arg84Cysp.R84CO00327protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
ARNTLSNVMissense_Mutationnovelc.264N>Tp.Met88Ilep.M88IO00327protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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