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: TRNT1

Gene summary for TRNT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRNT1

Gene ID

51095

Gene nametRNA nucleotidyl transferase 1
Gene AliasCCA1
Cytomap3p26.2
Gene Typeprotein-coding
GO ID

GO:0000959

UniProtAcc

Q96Q11


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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
51095TRNT1LZE2THumanEsophagusESCC3.33e-034.47e-010.082
51095TRNT1LZE4THumanEsophagusESCC4.59e-028.45e-020.0811
51095TRNT1LZE8THumanEsophagusESCC1.10e-039.96e-020.067
51095TRNT1LZE22THumanEsophagusESCC7.61e-032.95e-010.068
51095TRNT1LZE24THumanEsophagusESCC3.28e-123.48e-010.0596
51095TRNT1LZE21THumanEsophagusESCC1.58e-032.32e-010.0655
51095TRNT1LZE6THumanEsophagusESCC3.59e-051.68e-010.0845
51095TRNT1P1T-EHumanEsophagusESCC5.90e-053.96e-010.0875
51095TRNT1P2T-EHumanEsophagusESCC9.58e-081.59e-010.1177
51095TRNT1P4T-EHumanEsophagusESCC1.28e-193.08e-010.1323
51095TRNT1P5T-EHumanEsophagusESCC5.81e-183.81e-010.1327
51095TRNT1P8T-EHumanEsophagusESCC1.89e-071.81e-010.0889
51095TRNT1P9T-EHumanEsophagusESCC7.76e-172.53e-010.1131
51095TRNT1P10T-EHumanEsophagusESCC1.01e-162.38e-010.116
51095TRNT1P11T-EHumanEsophagusESCC2.49e-133.35e-010.1426
51095TRNT1P12T-EHumanEsophagusESCC6.84e-102.18e-010.1122
51095TRNT1P15T-EHumanEsophagusESCC4.54e-091.85e-010.1149
51095TRNT1P16T-EHumanEsophagusESCC4.64e-111.91e-010.1153
51095TRNT1P17T-EHumanEsophagusESCC1.88e-062.17e-010.1278
51095TRNT1P19T-EHumanEsophagusESCC5.90e-033.38e-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
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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:00009631EsophagusESCCmitochondrial RNA processing19/855220/187233.83e-064.14e-0519
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:0090646EsophagusESCCmitochondrial tRNA processing11/855212/187231.26e-036.06e-0311
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0000959LiverHCCmitochondrial RNA metabolic process30/795849/187236.31e-032.57e-0230
GO:003447018ThyroidPTCncRNA processing215/5968395/187237.14e-211.22e-18215
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:00311235ThyroidPTCRNA 3'-end processing65/5968116/187236.24e-081.30e-0665
GO:01400536ThyroidPTCmitochondrial gene expression51/5968108/187236.04e-043.83e-0351
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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
TRNT1SNVMissense_Mutationc.806N>Cp.Leu269Serp.L269SQ96Q11protein_codingdeleterious(0)probably_damaging(0.987)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRNT1SNVMissense_Mutationnovelc.856N>Ap.Asp286Asnp.D286NQ96Q11protein_codingtolerated(0.62)benign(0)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
TRNT1SNVMissense_Mutationc.817N>Ap.Ala273Thrp.A273TQ96Q11protein_codingtolerated(0.16)benign(0.001)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
TRNT1SNVMissense_Mutationrs757405730c.947N>Tp.Ala316Valp.A316VQ96Q11protein_codingdeleterious(0)benign(0.003)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRNT1SNVMissense_Mutationc.337G>Ap.Ala113Thrp.A113TQ96Q11protein_codingdeleterious(0.03)possibly_damaging(0.827)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TRNT1SNVMissense_Mutationnovelc.1101N>Tp.Lys367Asnp.K367NQ96Q11protein_codingdeleterious(0.01)possibly_damaging(0.518)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRNT1SNVMissense_Mutationrs759826831c.295N>Tp.Arg99Trpp.R99WQ96Q11protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TRNT1SNVMissense_Mutationc.454N>Tp.Asp152Tyrp.D152YQ96Q11protein_codingdeleterious(0)probably_damaging(1)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRNT1insertionIn_Frame_Insnovelc.1100_1101insAACATACACp.Lys367_Tyr368insThrTyrThrp.K367_Y368insTYTQ96Q11protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRNT1deletionFrame_Shift_Delc.1246delNp.Ser418ValfsTer11p.S418Vfs*11Q96Q11protein_codingTCGA-D5-6540-01Colorectumcolon 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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