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: TRIT1

Gene summary for TRIT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIT1

Gene ID

54802

Gene nametRNA isopentenyltransferase 1
Gene AliasCOXPD35
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0000959

UniProtAcc

Q53F11


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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
54802TRIT1LZE4THumanEsophagusESCC1.33e-082.49e-010.0811
54802TRIT1LZE7THumanEsophagusESCC4.02e-115.47e-010.0667
54802TRIT1LZE24THumanEsophagusESCC3.00e-102.67e-010.0596
54802TRIT1P1T-EHumanEsophagusESCC1.05e-042.29e-010.0875
54802TRIT1P2T-EHumanEsophagusESCC2.74e-163.85e-010.1177
54802TRIT1P4T-EHumanEsophagusESCC1.88e-132.85e-010.1323
54802TRIT1P5T-EHumanEsophagusESCC5.11e-142.86e-010.1327
54802TRIT1P8T-EHumanEsophagusESCC4.48e-091.99e-010.0889
54802TRIT1P10T-EHumanEsophagusESCC2.63e-611.05e+000.116
54802TRIT1P11T-EHumanEsophagusESCC9.92e-092.91e-010.1426
54802TRIT1P12T-EHumanEsophagusESCC3.91e-234.31e-010.1122
54802TRIT1P15T-EHumanEsophagusESCC5.78e-234.36e-010.1149
54802TRIT1P16T-EHumanEsophagusESCC1.41e-143.19e-010.1153
54802TRIT1P20T-EHumanEsophagusESCC7.47e-154.17e-010.1124
54802TRIT1P21T-EHumanEsophagusESCC9.63e-203.82e-010.1617
54802TRIT1P22T-EHumanEsophagusESCC1.67e-112.22e-010.1236
54802TRIT1P23T-EHumanEsophagusESCC4.17e-213.19e-010.108
54802TRIT1P24T-EHumanEsophagusESCC7.38e-151.61e-010.1287
54802TRIT1P26T-EHumanEsophagusESCC2.50e-132.88e-010.1276
54802TRIT1P27T-EHumanEsophagusESCC3.19e-165.80e-010.1055
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:00009631EsophagusESCCmitochondrial RNA processing19/855220/187233.83e-064.14e-0519
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:0090646EsophagusESCCmitochondrial tRNA processing11/855212/187231.26e-036.06e-0311
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00064001Oral cavityOSCCtRNA modification53/730590/187231.04e-047.70e-0453
GO:00009591Oral cavityOSCCmitochondrial RNA metabolic process29/730549/187233.33e-031.42e-0229
GO:0000963Oral cavityOSCCmitochondrial RNA processing14/730520/187234.95e-031.94e-0214
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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
TRIT1SNVMissense_Mutationc.706C>Ap.Leu236Ilep.L236IQ9H3H1protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIT1SNVMissense_Mutationc.1272N>Cp.Lys424Asnp.K424NQ9H3H1protein_codingdeleterious(0.01)benign(0.334)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRIT1SNVMissense_Mutationrs768054657c.1381C>Gp.Gln461Glup.Q461EQ9H3H1protein_codingtolerated_low_confidence(0.66)benign(0)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
TRIT1insertionNonsense_Mutationnovelc.427_428insATTTGAATATAAATACCTCCTTGTATTTTTAACCTCCTCTCTCTGTCCCTCCACCTp.Gly143AspfsTer11p.G143Dfs*11Q9H3H1protein_codingTCGA-BH-A1F6-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRIT1SNVMissense_Mutationnovelc.881N>Gp.Thr294Serp.T294SQ9H3H1protein_codingtolerated(0.6)benign(0.01)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TRIT1SNVMissense_Mutationnovelc.337N>Ap.Asp113Asnp.D113NQ9H3H1protein_codingtolerated(0.84)benign(0.003)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIT1SNVMissense_Mutationnovelc.1226N>Tp.Glu409Valp.E409VQ9H3H1protein_codingdeleterious(0)probably_damaging(0.983)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRIT1SNVMissense_Mutationc.1078N>Ap.Leu360Ilep.L360IQ9H3H1protein_codingdeleterious(0.01)benign(0.011)TCGA-AA-3489-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRIT1SNVMissense_Mutationc.664N>Cp.Ser222Prop.S222PQ9H3H1protein_codingtolerated(1)benign(0)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRIT1SNVMissense_Mutationc.706C>Ap.Leu236Ilep.L236IQ9H3H1protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-AA-3977-01Colorectumcolon 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
54802TRIT1NA5-AZACYTIDINEAZACITIDINE2479825
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