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: ARNTL2

Gene summary for ARNTL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARNTL2

Gene ID

56938

Gene namearyl hydrocarbon receptor nuclear translocator like 2
Gene AliasBMAL2
Cytomap12p11.23
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8WYA1


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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
56938ARNTL2CCI_1HumanCervixCC2.31e-121.00e+000.528
56938ARNTL2CCI_2HumanCervixCC1.18e-121.24e+000.5249
56938ARNTL2CCI_3HumanCervixCC1.21e-191.28e+000.516
56938ARNTL2TumorHumanCervixCC9.88e-072.71e-010.1241
56938ARNTL2sample3HumanCervixCC1.54e-234.43e-010.1387
56938ARNTL2H2HumanCervixHSIL_HPV7.62e-032.09e-010.0632
56938ARNTL2T3HumanCervixCC1.98e-244.24e-010.1389
56938ARNTL2LZE20THumanEsophagusESCC7.08e-071.90e-010.0662
56938ARNTL2LZE22THumanEsophagusESCC2.18e-022.79e-010.068
56938ARNTL2LZE24THumanEsophagusESCC6.05e-051.70e-010.0596
56938ARNTL2LZE21THumanEsophagusESCC3.99e-043.37e-010.0655
56938ARNTL2P1T-EHumanEsophagusESCC1.94e-074.51e-010.0875
56938ARNTL2P2T-EHumanEsophagusESCC1.08e-101.98e-010.1177
56938ARNTL2P4T-EHumanEsophagusESCC2.66e-082.57e-010.1323
56938ARNTL2P5T-EHumanEsophagusESCC2.46e-305.76e-010.1327
56938ARNTL2P8T-EHumanEsophagusESCC5.22e-122.20e-010.0889
56938ARNTL2P9T-EHumanEsophagusESCC5.83e-102.62e-010.1131
56938ARNTL2P12T-EHumanEsophagusESCC5.41e-224.78e-010.1122
56938ARNTL2P15T-EHumanEsophagusESCC7.92e-072.13e-010.1149
56938ARNTL2P16T-EHumanEsophagusESCC1.10e-071.56e-010.1153
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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
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: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
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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
ARNTL2TH17ColorectumCRCMAP3K13,LANCL2,MIR646HG, etc.6.49e-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.
ARNTL2TH17ColorectumHealthyMAP3K13,LANCL2,MIR646HG, etc.3.18e-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.
ARNTL2DCColorectumMSI-HMAP3K13,LANCL2,MIR646HG, etc.2.88e-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.
ARNTL2CD8TEXINTColorectumMSSMAP3K13,LANCL2,MIR646HG, etc.8.44e-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.
ARNTL2CD8TCMColorectumMSSMAP3K13,LANCL2,MIR646HG, etc.6.51e-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.
ARNTL2cDCLungAAHBIRC3,TBC1D4,CCR7, etc.6.29e-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.
ARNTL2cDCLungMIACBIRC3,LAMP3,WNT5B, etc.5.31e-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.
ARNTL2TH17Oral cavityADJLAMP3,BIRC3,FSCN1, etc.2.79e-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.
ARNTL2M1MACOral cavityEOLPLAMP3,BIRC3,FSCN1, etc.6.43e-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.
ARNTL2CD8TEXOral cavityHealthyLAMP3,BIRC3,FSCN1, etc.7.29e-03The 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
ARNTL2SNVMissense_Mutationrs140062821c.352N>Tp.Arg118Trpp.R118WQ8WYA1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0ES-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
ARNTL2SNVMissense_Mutationc.353N>Ap.Arg118Glnp.R118QQ8WYA1protein_codingdeleterious(0)probably_damaging(0.993)TCGA-C8-A26Z-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
ARNTL2SNVMissense_Mutationnovelc.596N>Ap.Cys199Tyrp.C199YQ8WYA1protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ARNTL2SNVMissense_Mutationc.1264N>Ap.Ala422Thrp.A422TQ8WYA1protein_codingtolerated(0.22)benign(0.263)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ARNTL2SNVMissense_Mutationrs780181750c.149N>Ap.Arg50Glnp.R50QQ8WYA1protein_codingdeleterious(0)benign(0.087)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ARNTL2SNVMissense_Mutationc.1321N>Tp.Asp441Tyrp.D441YQ8WYA1protein_codingtolerated(0.16)possibly_damaging(0.736)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ARNTL2SNVMissense_Mutationc.1036N>Ap.Leu346Ilep.L346IQ8WYA1protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ARNTL2SNVMissense_Mutationc.1784C>Tp.Ala595Valp.A595VQ8WYA1protein_codingtolerated(0.12)benign(0.003)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ARNTL2SNVMissense_Mutationc.1484C>Tp.Ser495Phep.S495FQ8WYA1protein_codingtolerated(0.79)benign(0.001)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ARNTL2SNVMissense_Mutationrs756988598c.83N>Ap.Arg28Hisp.R28HQ8WYA1protein_codingtolerated(0.67)benign(0)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=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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