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: DTD1

Gene summary for DTD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DTD1

Gene ID

92675

Gene nameD-aminoacyl-tRNA deacylase 1
Gene AliasC20orf88
Cytomap20p11.23
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8TEA8


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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
92675DTD1HTA11_2487_2000001011HumanColorectumSER1.60e-022.42e-01-0.1808
92675DTD1HTA11_1938_2000001011HumanColorectumAD4.34e-073.86e-01-0.0811
92675DTD1HTA11_78_2000001011HumanColorectumAD4.37e-082.89e-01-0.1088
92675DTD1HTA11_347_2000001011HumanColorectumAD4.57e-051.93e-01-0.1954
92675DTD1HTA11_83_2000001011HumanColorectumSER1.66e-063.19e-01-0.1526
92675DTD1HTA11_696_2000001011HumanColorectumAD1.85e-052.01e-01-0.1464
92675DTD1HTA11_866_2000001011HumanColorectumAD8.86e-031.73e-01-0.1001
92675DTD1HTA11_1391_2000001011HumanColorectumAD2.76e-133.72e-01-0.059
92675DTD1HTA11_866_3004761011HumanColorectumAD7.69e-123.70e-010.096
92675DTD1HTA11_4255_2000001011HumanColorectumSER1.01e-034.25e-010.0446
92675DTD1HTA11_8622_2000001021HumanColorectumSER1.05e-033.68e-010.0528
92675DTD1HTA11_10623_2000001011HumanColorectumAD1.98e-022.66e-01-0.0177
92675DTD1HTA11_10711_2000001011HumanColorectumAD2.08e-032.42e-010.0338
92675DTD1HTA11_7696_3000711011HumanColorectumAD2.57e-153.54e-010.0674
92675DTD1HTA11_6818_2000001021HumanColorectumAD3.66e-022.38e-010.0588
92675DTD1HTA11_99999970781_79442HumanColorectumMSS9.24e-224.66e-010.294
92675DTD1HTA11_99999965062_69753HumanColorectumMSI-H1.59e-068.72e-010.3487
92675DTD1HTA11_99999965104_69814HumanColorectumMSS5.44e-052.83e-010.281
92675DTD1HTA11_99999971662_82457HumanColorectumMSS1.70e-031.80e-010.3859
92675DTD1HTA11_99999974143_84620HumanColorectumMSS2.12e-214.34e-010.3005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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:0034660ColorectumMSI-HncRNA metabolic process53/1319485/187239.66e-041.68e-0253
GO:0006260ColorectumMSI-HDNA replication31/1319260/187232.83e-033.63e-0231
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
GO:000626011Oral cavityLPDNA replication97/4623260/187233.67e-067.75e-0597
GO:003466013SkincSCCncRNA metabolic process234/4864485/187231.37e-264.77e-24234
GO:000626012SkincSCCDNA replication106/4864260/187231.18e-072.77e-06106
GO:00063993SkincSCCtRNA metabolic process64/4864179/187232.34e-031.36e-0264
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
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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
DTD1SNVMissense_Mutationc.275N>Gp.Asp92Glyp.D92GQ8TEA8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
DTD1SNVMissense_Mutationnovelc.566N>Ap.Arg189Glnp.R189QQ8TEA8protein_codingdeleterious_low_confidence(0.02)benign(0.152)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
DTD1insertionIn_Frame_Insnovelc.337_338insAGACCTCAACGCTAAGTCAGCCTTp.Gln112_Leu113insGlnThrSerThrLeuSerGlnProp.Q112_L113insQTSTLSQPQ8TEA8protein_codingTCGA-AO-A0JF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
DTD1SNVMissense_Mutationrs146358079c.578N>Ap.Arg193Hisp.R193HQ8TEA8protein_codingtolerated_low_confidence(0.21)benign(0.057)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DTD1SNVMissense_Mutationnovelc.307N>Ap.Glu103Lysp.E103KQ8TEA8protein_codingtolerated(1)benign(0.006)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
DTD1SNVMissense_Mutationrs761352624c.158N>Ap.Arg53Hisp.R53HQ8TEA8protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DTD1SNVMissense_Mutationrs754144369c.583N>Ap.Ala195Thrp.A195TQ8TEA8protein_codingtolerated_low_confidence(0.06)benign(0.006)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
DTD1SNVMissense_Mutationc.85N>Cp.Val29Leup.V29LQ8TEA8protein_codingdeleterious(0)possibly_damaging(0.465)TCGA-F4-6461-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DTD1SNVMissense_Mutationnovelc.167A>Tp.Glu56Valp.E56VQ8TEA8protein_codingdeleterious(0.02)benign(0.011)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
DTD1SNVMissense_Mutationrs753802514c.356C>Tp.Pro119Leup.P119LQ8TEA8protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AG-A02G-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapyfolinicPD
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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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