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: DIO1

Gene summary for DIO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DIO1

Gene ID

1733

Gene nameiodothyronine deiodinase 1
Gene Alias5DI
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A8K415


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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
1733DIO1HCC1_MengHumanLiverHCC2.79e-331.28e-010.0246
1733DIO1HCC1HumanLiverHCC2.66e-103.45e+000.5336
1733DIO1HCC2HumanLiverHCC6.30e-304.16e+000.5341
1733DIO1Pt13.bHumanLiverHCC2.79e-049.14e-020.0251
1733DIO1S027HumanLiverHCC6.80e-101.01e+000.2446
1733DIO1S028HumanLiverHCC6.26e-381.28e+000.2503
1733DIO1S029HumanLiverHCC1.32e-451.89e+000.2581
1733DIO1PTC01HumanThyroidPTC1.09e-02-2.16e-010.1899
1733DIO1ATC5HumanThyroidATC4.82e-02-2.20e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:000657513ThyroidPTCcellular modified amino acid metabolic process85/5968188/187238.29e-057.01e-0485
GO:00065901ThyroidPTCthyroid hormone generation14/596820/187235.24e-043.37e-0314
GO:00424031ThyroidPTCthyroid hormone metabolic process15/596827/187239.19e-033.79e-0215
GO:000657522ThyroidATCcellular modified amino acid metabolic process82/6293188/187232.60e-031.20e-0282
GO:00065903ThyroidATCthyroid hormone generation12/629320/187231.39e-024.81e-0212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491912LiverHCCThyroid hormone signaling pathway75/4020121/84658.76e-043.38e-031.88e-0375
hsa0491913LiverHCCThyroid hormone signaling pathway75/4020121/84658.76e-043.38e-031.88e-0375
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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
DIO1SNVMissense_Mutationrs377060126c.220N>Ap.Val74Ilep.V74IP49895protein_codingtolerated(0.94)benign(0.018)TCGA-A7-A426-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
DIO1insertionIn_Frame_Insnovelc.578_579insAGCCAGAGTGAACTTCAAGTGTAAATCTGGTTATTACATp.Gln193_Cys194insAlaArgValAsnPheLysCysLysSerGlyTyrTyrMetp.Q193_C194insARVNFKCKSGYYMP49895protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DIO1SNVMissense_Mutationnovelc.406N>Cp.Phe136Leup.F136LP49895protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DIO1SNVMissense_Mutationnovelc.416N>Gp.Leu139Argp.L139RP49895protein_codingdeleterious(0)probably_damaging(0.99)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DIO1SNVMissense_Mutationnovelc.213C>Ap.Phe71Leup.F71LP49895protein_codingtolerated(0.69)benign(0.031)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DIO1SNVMissense_Mutationnovelc.380N>Tp.Pro127Leup.P127LP49895protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A023-01Colorectumrectum adenocarcinomaFemale<65III/IVUnknownUnknownPD
DIO1SNVMissense_Mutationrs762243504c.538C>Tp.Arg180Cysp.R180CP49895protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DIO1SNVMissense_Mutationnovelc.640G>Cp.Glu214Glnp.E214QP49895protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
DIO1SNVMissense_Mutationrs766339963c.721N>Tp.Arg241Cysp.R241CP49895protein_codingdeleterious(0.03)probably_damaging(0.968)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DIO1SNVMissense_Mutationrs766339963c.721N>Tp.Arg241Cysp.R241CP49895protein_codingdeleterious(0.03)probably_damaging(0.968)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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
1733DIO1DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL1518PROPYLTHIOURACIL
1733DIO1DRUGGABLE GENOME, ENZYMEPropylthiouracilPROPYLTHIOURACIL
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