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: TPO

Gene summary for TPO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TPO

Gene ID

7173

Gene namethyroid peroxidase
Gene AliasMSA
Cytomap2p25.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P07202


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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
7173TPOAdj_PTCwithHT_6HumanThyroidHT2.93e-61-1.54e+000.02
7173TPOAdj_PTCwithHT_8HumanThyroidHT8.95e-08-5.95e-010.0267
7173TPOPTCwithHT_1HumanThyroidHT5.57e-25-1.57e+000.0238
7173TPOPTCwithHT_6HumanThyroidHT1.34e-57-1.47e+000.02
7173TPOPTCwithHT_8HumanThyroidHT6.02e-59-1.51e+000.0351
7173TPOPTCwithoutHT_2HumanThyroidPTC8.90e-62-1.52e+000.0419
7173TPOPTCwithoutHT_7HumanThyroidPTC1.57e-20-1.45e+000.0381
7173TPOmale-WTAHumanThyroidPTC3.68e-25-8.76e-010.1037
7173TPOfemale-WTAHumanThyroidPTC1.38e-04-7.84e-010.0726
7173TPOPTC01HumanThyroidPTC2.83e-66-1.37e+000.1899
7173TPOPTC04HumanThyroidPTC2.36e-33-4.69e-010.1927
7173TPOPTC05HumanThyroidPTC6.70e-18-1.31e+000.2065
7173TPOPTC06HumanThyroidPTC9.87e-11-6.68e-010.2057
7173TPOPTC07HumanThyroidPTC6.58e-10-3.86e-010.2044
7173TPOATC08HumanThyroidATC2.88e-23-1.55e+000.0541
7173TPOATC09HumanThyroidATC4.93e-26-1.57e+000.2871
7173TPOATC11HumanThyroidATC1.02e-07-1.57e+000.3386
7173TPOATC12HumanThyroidATC4.01e-71-1.57e+000.34
7173TPOATC13HumanThyroidATC1.59e-68-1.57e+000.34
7173TPOATC1HumanThyroidATC2.78e-22-1.57e+000.2878
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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:000697930ThyroidHTresponse to oxidative stress81/1272446/187232.53e-161.17e-1381
GO:000963627ThyroidHTresponse to toxic substance50/1272262/187232.25e-113.75e-0950
GO:199074827ThyroidHTcellular detoxification31/1272116/187232.29e-113.75e-0931
GO:009875420ThyroidHTdetoxification36/1272152/187232.63e-114.07e-0936
GO:009723727ThyroidHTcellular response to toxic substance32/1272124/187233.00e-114.51e-0932
GO:009886926ThyroidHTcellular oxidant detoxification26/1272101/187232.23e-092.26e-0726
GO:004274315ThyroidHThydrogen peroxide metabolic process17/127258/187231.73e-079.32e-0617
GO:007259320ThyroidHTreactive oxygen species metabolic process39/1272239/187232.90e-071.38e-0539
GO:00427447ThyroidHThydrogen peroxide catabolic process11/127232/187234.65e-061.48e-0411
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:0006979113ThyroidPTCresponse to oxidative stress234/5968446/187236.97e-209.77e-18234
GO:0072593110ThyroidPTCreactive oxygen species metabolic process108/5968239/187231.02e-051.13e-04108
GO:0009636111ThyroidPTCresponse to toxic substance115/5968262/187232.70e-052.63e-04115
GO:000657513ThyroidPTCcellular modified amino acid metabolic process85/5968188/187238.29e-057.01e-0485
GO:1990748112ThyroidPTCcellular detoxification56/5968116/187231.63e-041.26e-0356
GO:0097237112ThyroidPTCcellular response to toxic substance59/5968124/187231.83e-041.39e-0359
GO:0098869111ThyroidPTCcellular oxidant detoxification49/5968101/187233.52e-042.41e-0349
GO:00065901ThyroidPTCthyroid hormone generation14/596820/187235.24e-043.37e-0314
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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
∗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
TPOSNVMissense_Mutationc.2798T>Ap.Leu933Hisp.L933HP07202protein_codingdeleterious_low_confidence(0)probably_damaging(0.926)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
TPOSNVMissense_Mutationc.1990N>Gp.Leu664Valp.L664VP07202protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TPOSNVMissense_Mutationc.2278N>Ap.Gly760Argp.G760RP07202protein_codingdeleterious(0.04)probably_damaging(0.989)TCGA-AO-A12D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TPOSNVMissense_Mutationrs199694732c.157N>Ap.Ala53Thrp.A53TP07202protein_codingdeleterious(0.03)benign(0.427)TCGA-BH-A0BW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinCR
TPOSNVMissense_Mutationrs761593853c.2723N>Ap.Arg908Glnp.R908QP07202protein_codingtolerated_low_confidence(0.56)benign(0)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TPOSNVMissense_Mutationc.2432N>Gp.Ser811Cysp.S811CP07202protein_codingdeleterious(0)probably_damaging(0.99)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TPOSNVMissense_Mutationc.2415N>Ap.His805Glnp.H805QP07202protein_codingtolerated(0.35)benign(0.106)TCGA-E2-A14Q-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TPOSNVMissense_Mutationc.23N>Gp.Ser8Cysp.S8CP07202protein_codingdeleterious(0.02)benign(0.125)TCGA-E2-A1IU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TPOSNVMissense_Mutationrs369563732c.2587N>Ap.Ala863Thrp.A863TP07202protein_codingdeleterious(0.02)benign(0.123)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
TPOinsertionFrame_Shift_Insnovelc.2714_2715insCAGGGCCTGTGGTCCTCTTCAGGCAGGCGGGGCGGGGAp.Pro906ArgfsTer81p.P906Rfs*81P07202protein_codingTCGA-A8-A07B-01Breastbreast invasive 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
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACEMethimazoleMETHIMAZOLE
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACEPropylthiouracilPROPYLTHIOURACIL
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACEinhibitor178103263PROPYLTHIOURACIL
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACEPROPYLTHIOURACILPROPYLTHIOURACIL
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACERETINOIC ACID8396187
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACECarbimazoleCARBIMAZOLE
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACEPROPYLTHIOURACILPROPYLTHIOURACIL
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACEMETHIMAZOLEMETHIMAZOLE
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACECARBIMAZOLECARBIMAZOLE
7173TPOENZYME, DRUGGABLE GENOME, CELL SURFACECARBIMAZOLECARBIMAZOLE
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