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: ARNT

Gene summary for ARNT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARNT

Gene ID

405

Gene namearyl hydrocarbon receptor nuclear translocator
Gene AliasHIF-1-beta
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A8K6P0


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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
405ARNTLZE4THumanEsophagusESCC2.83e-092.88e-010.0811
405ARNTLZE5THumanEsophagusESCC8.14e-072.88e-010.0514
405ARNTLZE7THumanEsophagusESCC4.11e-053.03e-010.0667
405ARNTLZE8THumanEsophagusESCC2.93e-027.32e-020.067
405ARNTLZE20THumanEsophagusESCC3.61e-031.49e-010.0662
405ARNTLZE22THumanEsophagusESCC1.19e-053.41e-010.068
405ARNTLZE24THumanEsophagusESCC8.17e-172.11e-010.0596
405ARNTP1T-EHumanEsophagusESCC1.51e-021.55e-010.0875
405ARNTP2T-EHumanEsophagusESCC3.24e-122.25e-010.1177
405ARNTP4T-EHumanEsophagusESCC4.41e-091.81e-010.1323
405ARNTP5T-EHumanEsophagusESCC1.50e-072.04e-010.1327
405ARNTP8T-EHumanEsophagusESCC1.56e-102.69e-010.0889
405ARNTP9T-EHumanEsophagusESCC1.49e-091.99e-010.1131
405ARNTP10T-EHumanEsophagusESCC1.82e-081.22e-010.116
405ARNTP11T-EHumanEsophagusESCC2.23e-073.67e-010.1426
405ARNTP12T-EHumanEsophagusESCC1.67e-062.01e-010.1122
405ARNTP15T-EHumanEsophagusESCC1.79e-224.33e-010.1149
405ARNTP16T-EHumanEsophagusESCC1.76e-141.83e-010.1153
405ARNTP17T-EHumanEsophagusESCC8.03e-052.96e-010.1278
405ARNTP19T-EHumanEsophagusESCC3.14e-053.57e-010.1662
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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
∗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:006082820ThyroidHTregulation of canonical Wnt signaling pathway29/1272253/187234.01e-032.96e-0229
GO:003051825ThyroidHTintracellular steroid hormone receptor signaling pathway16/1272116/187235.21e-033.48e-0216
GO:003011120ThyroidHTregulation of Wnt signaling pathway35/1272328/187235.41e-033.58e-0235
GO:005076715ThyroidHTregulation of neurogenesis38/1272364/187235.56e-033.64e-0238
GO:00020661ThyroidHTcolumnar/cuboidal epithelial cell development8/127244/187238.78e-034.95e-028
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0006979113ThyroidPTCresponse to oxidative stress234/5968446/187236.97e-209.77e-18234
GO:0062197113ThyroidPTCcellular response to chemical stress180/5968337/187231.36e-161.16e-14180
GO:00064737ThyroidPTCprotein acetylation116/5968201/187233.05e-141.92e-12116
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:00435437ThyroidPTCprotein acylation134/5968243/187234.22e-142.58e-12134
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
GO:0034599113ThyroidPTCcellular response to oxidative stress151/5968288/187232.82e-131.43e-11151
GO:0030111110ThyroidPTCregulation of Wnt signaling pathway163/5968328/187231.05e-114.29e-10163
GO:0048545113ThyroidPTCresponse to steroid hormone158/5968339/187238.10e-092.00e-07158
GO:0060828110ThyroidPTCregulation of canonical Wnt signaling pathway123/5968253/187231.83e-084.26e-07123
GO:0060070110ThyroidPTCcanonical Wnt signaling pathway141/5968303/187235.71e-081.21e-06141
GO:003052228ThyroidPTCintracellular receptor signaling pathway126/5968265/187236.31e-081.31e-06126
GO:003292219ThyroidPTCcircadian regulation of gene expression43/596868/187231.03e-072.05e-0643
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa0521118EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa05208310EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa0521119EsophagusESCCRenal cell carcinoma51/420569/84653.29e-051.53e-047.83e-0551
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
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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
ARNTGOBColorectumCRCSGSM3,TNFAIP8,ZG16, etc.3.07e-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.
ARNTIMGOBColorectumFAPSGSM3,TNFAIP8,ZG16, etc.2.13e-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.
ARNTPLALungAISIGHA1,SELENOM,AP000787.1, etc.1.22e-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.
ARNTCD8TEREXLungMIACFYCO1,DENND2C,C11orf80, etc.3.70e-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.
ARNTCOROral cavityLPTBC1D12,APBB1,DGKD, etc.2.28e-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.
ARNTGRAOral cavityLPTBC1D12,APBB1,DGKD, etc.2.90e-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.
ARNTGRAOral cavityOSCCTBC1D12,APBB1,DGKD, etc.1.35e-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.
ARNTMSC.PVASkinADJFEM1B,MT-ND6,AC092683.1, etc.1.48e-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.
ARNTMSC.PVASkinAKFEM1B,MT-ND6,AC092683.1, etc.1.11e-16The 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.
ARNTADIPOSkinSCCISFEM1B,MT-ND6,AC092683.1, etc.0.00e+00The 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
ARNTSNVMissense_Mutationrs777162532c.593N>Cp.Asn198Thrp.N198TP27540protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ARNTSNVMissense_Mutationc.2033N>Tp.Ser678Phep.S678FP27540protein_codingtolerated_low_confidence(0.23)benign(0.122)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
ARNTSNVMissense_Mutationc.1106N>Cp.Ile369Thrp.I369TP27540protein_codingtolerated(0.9)benign(0)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
ARNTSNVMissense_Mutationc.2281N>Cp.Glu761Glnp.E761QP27540protein_codingdeleterious_low_confidence(0)benign(0.26)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ARNTSNVMissense_Mutationrs777162532c.593N>Cp.Asn198Thrp.N198TP27540protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
ARNTSNVMissense_Mutationrs777162532c.593N>Cp.Asn198Thrp.N198TP27540protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
ARNTSNVMissense_Mutationrs777162532c.593N>Cp.Asn198Thrp.N198TP27540protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A1EX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ARNTSNVMissense_Mutationrs777162532c.593N>Cp.Asn198Thrp.N198TP27540protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A1F2-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ARNTSNVMissense_Mutationnovelc.1427N>Ap.Ser476Tyrp.S476YP27540protein_codingdeleterious(0)possibly_damaging(0.73)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
ARNTSNVMissense_Mutationc.1403N>Ap.Ser468Asnp.S468NP27540protein_codingtolerated(0.21)benign(0)TCGA-D8-A143-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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
405ARNTCLINICALLY ACTIONABLE, DRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORHYDROCORTISONEHYDROCORTISONE10048155
405ARNTCLINICALLY ACTIONABLE, DRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORTCDD9787404,11026553,9579024,14687977
405ARNTCLINICALLY ACTIONABLE, DRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORFUROSPONGOLIDEFUROSPONGOLIDE18989978
405ARNTCLINICALLY ACTIONABLE, DRUGGABLE GENOME, NUCLEAR HORMONE RECEPTORPROTEASOME INHIBITOR10409767
405ARNTCLINICALLY ACTIONABLE, DRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOREPICATECHIN GALLATEEPICATECHIN GALLATE15620252
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