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: DIO2

Gene summary for DIO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DIO2

Gene ID

1734

Gene nameiodothyronine deiodinase 2
Gene Alias5DII
Cytomap14q31.1
Gene Typeprotein-coding
GO ID

GO:0001514

UniProtAcc

A8K845


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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
1734DIO2AEH-subject1HumanEndometriumAEH1.41e-03-4.14e-01-0.3059
1734DIO2AEH-subject2HumanEndometriumAEH2.73e-19-5.06e-01-0.2525
1734DIO2AEH-subject3HumanEndometriumAEH2.07e-07-4.59e-01-0.2576
1734DIO2AEH-subject5HumanEndometriumAEH5.83e-13-5.17e-01-0.2953
1734DIO2EEC-subject1HumanEndometriumEEC5.32e-11-4.68e-01-0.2682
1734DIO2EEC-subject2HumanEndometriumEEC4.72e-24-5.51e-01-0.2607
1734DIO2EEC-subject3HumanEndometriumEEC1.14e-12-4.68e-01-0.2525
1734DIO2EEC-subject4HumanEndometriumEEC3.30e-18-5.37e-01-0.2571
1734DIO2EEC-subject5HumanEndometriumEEC1.44e-17-5.53e-01-0.249
1734DIO2GSM5276935HumanEndometriumEEC5.36e-14-5.37e-01-0.123
1734DIO2GSM5276937HumanEndometriumEEC3.43e-03-3.00e-01-0.0897
1734DIO2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.93e-23-5.67e-01-0.1869
1734DIO2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.43e-18-5.46e-01-0.1875
1734DIO2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.04e-21-5.54e-01-0.1883
1734DIO2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.06e-19-5.37e-01-0.1934
1734DIO2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.72e-24-5.67e-01-0.1917
1734DIO2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.23e-31-5.67e-01-0.1916
1734DIO2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.27e-18-5.35e-01-0.1269
1734DIO2Adj_PTCwithHT_6HumanThyroidHT4.76e-12-5.71e-010.02
1734DIO2PTCwithHT_1HumanThyroidHT4.80e-03-6.02e-010.0238
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:000641716EndometriumAEHregulation of translation94/2100468/187231.14e-087.62e-0794
GO:00194399EndometriumAEHaromatic compound catabolic process80/2100467/187237.21e-051.10e-0380
GO:19013619EndometriumAEHorganic cyclic compound catabolic process83/2100495/187231.13e-041.60e-0383
GO:00064149EndometriumAEHtranslational elongation13/210055/187236.76e-033.94e-0213
GO:000641717EndometriumEECregulation of translation94/2168468/187235.37e-082.88e-0694
GO:001943913EndometriumEECaromatic compound catabolic process83/2168467/187234.32e-057.10e-0483
GO:190136113EndometriumEECorganic cyclic compound catabolic process86/2168495/187237.31e-051.07e-0386
GO:00454446EndometriumEECfat cell differentiation39/2168229/187238.69e-034.71e-0239
GO:000641414EndometriumEECtranslational elongation13/216855/187238.79e-034.74e-0213
GO:000641730ThyroidHTregulation of translation78/1272468/187231.12e-132.83e-1178
GO:00065759ThyroidHTcellular modified amino acid metabolic process28/1272188/187237.21e-051.31e-0328
GO:0006590ThyroidHTthyroid hormone generation7/127220/187232.32e-043.29e-037
GO:0042403ThyroidHTthyroid hormone metabolic process8/127227/187233.07e-044.08e-038
GO:004544417ThyroidHTfat cell differentiation29/1272229/187238.88e-049.30e-0329
GO:19908455ThyroidHTadaptive thermogenesis22/1272157/187239.54e-049.83e-0322
GO:000641424ThyroidHTtranslational elongation11/127255/187231.02e-031.04e-0211
GO:00016595ThyroidHTtemperature homeostasis23/1272174/187231.64e-031.50e-0223
GO:01061067ThyroidHTcold-induced thermogenesis20/1272144/187231.77e-031.59e-0220
GO:01201617ThyroidHTregulation of cold-induced thermogenesis20/1272144/187231.77e-031.59e-0220
GO:001943920ThyroidHTaromatic compound catabolic process48/1272467/187232.74e-032.25e-0248
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491920EndometriumAEHThyroid hormone signaling pathway30/1197121/84651.20e-037.52e-035.50e-0330
hsa04919110EndometriumAEHThyroid hormone signaling pathway30/1197121/84651.20e-037.52e-035.50e-0330
hsa0491923EndometriumEECThyroid hormone signaling pathway29/1237121/84654.08e-032.24e-021.67e-0229
hsa0491933EndometriumEECThyroid hormone signaling pathway29/1237121/84654.08e-032.24e-021.67e-0229
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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
DIO2SNVMissense_Mutationc.550N>Ap.Glu184Lysp.E184Kprotein_codingtolerated(0.15)benign(0.097)TCGA-E2-A15R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DIO2deletionFrame_Shift_Delc.285_289delNNNNNp.Tyr96LysfsTer?p.Y96Kfs*?protein_codingTCGA-A2-A0T7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DIO2SNVMissense_Mutationc.722N>Tp.Pro241Leup.P241Lprotein_codingtolerated(0.07)benign(0.028)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DIO2SNVMissense_Mutationc.626N>Tp.Pro209Leup.P209Lprotein_codingdeleterious(0.01)benign(0.441)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
DIO2SNVMissense_Mutationc.878N>Tp.Trp293Leup.W293Lprotein_codingtolerated(0.07)probably_damaging(0.966)TCGA-AF-A56K-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownPD
DIO2SNVMissense_Mutationrs773948064c.748C>Tp.Arg250Cysp.R250Cprotein_codingtolerated(0.42)benign(0)TCGA-AG-3909-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
DIO2SNVMissense_Mutationrs540962070c.181N>Tp.Arg61Cysp.R61Cprotein_codingdeleterious(0)probably_damaging(0.954)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DIO2SNVMissense_Mutationrs553834317c.538C>Tp.Arg180Cysp.R180Cprotein_codingtolerated(0.09)benign(0.003)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DIO2SNVMissense_Mutationnovelc.373G>Cp.Val125Leup.V125Lprotein_codingtolerated(0.7)benign(0.006)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DIO2SNVMissense_Mutationnovelc.840G>Tp.Lys280Asnp.K280Nprotein_codingtolerated(0.17)benign(0.019)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid 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
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