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: DTWD1

Gene summary for DTWD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DTWD1

Gene ID

56986

Gene nameDTW domain containing 1
Gene AliasMDS009
Cytomap15q21.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8N5C7


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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
56986DTWD1LZE4THumanEsophagusESCC8.46e-111.61e-010.0811
56986DTWD1LZE7THumanEsophagusESCC8.25e-113.29e-010.0667
56986DTWD1LZE8THumanEsophagusESCC1.29e-031.84e-010.067
56986DTWD1LZE22THumanEsophagusESCC2.72e-032.09e-010.068
56986DTWD1LZE24THumanEsophagusESCC2.11e-132.08e-010.0596
56986DTWD1LZE6THumanEsophagusESCC1.10e-094.84e-010.0845
56986DTWD1P1T-EHumanEsophagusESCC1.25e-113.77e-010.0875
56986DTWD1P2T-EHumanEsophagusESCC2.38e-152.29e-010.1177
56986DTWD1P4T-EHumanEsophagusESCC1.79e-256.62e-010.1323
56986DTWD1P5T-EHumanEsophagusESCC1.28e-193.30e-010.1327
56986DTWD1P8T-EHumanEsophagusESCC2.39e-284.65e-010.0889
56986DTWD1P9T-EHumanEsophagusESCC6.35e-234.51e-010.1131
56986DTWD1P10T-EHumanEsophagusESCC1.95e-316.46e-010.116
56986DTWD1P11T-EHumanEsophagusESCC5.92e-164.20e-010.1426
56986DTWD1P12T-EHumanEsophagusESCC5.87e-365.77e-010.1122
56986DTWD1P15T-EHumanEsophagusESCC3.57e-264.73e-010.1149
56986DTWD1P16T-EHumanEsophagusESCC8.08e-295.66e-010.1153
56986DTWD1P17T-EHumanEsophagusESCC2.94e-082.59e-010.1278
56986DTWD1P19T-EHumanEsophagusESCC1.71e-147.20e-010.1662
56986DTWD1P20T-EHumanEsophagusESCC1.47e-193.82e-010.1124
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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
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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
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:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
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
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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
DTWD1SNVMissense_Mutationrs765379698c.203N>Gp.Tyr68Cysp.Y68CQ8N5C7protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
DTWD1SNVMissense_Mutationnovelc.682N>Cp.Glu228Glnp.E228QQ8N5C7protein_codingdeleterious(0.03)probably_damaging(0.985)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DTWD1SNVMissense_Mutationc.746N>Tp.Ser249Phep.S249FQ8N5C7protein_codingdeleterious(0)probably_damaging(0.989)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DTWD1SNVMissense_Mutationc.53N>Cp.Lys18Thrp.K18TQ8N5C7protein_codingtolerated_low_confidence(0.14)benign(0.011)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DTWD1SNVMissense_Mutationc.812N>Tp.Arg271Ilep.R271IQ8N5C7protein_codingtolerated(0.11)benign(0)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DTWD1SNVMissense_Mutationnovelc.65C>Ap.Thr22Lysp.T22KQ8N5C7protein_codingtolerated_low_confidence(0.82)benign(0.01)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DTWD1SNVMissense_Mutationc.320N>Tp.Thr107Ilep.T107IQ8N5C7protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DTWD1SNVMissense_Mutationnovelc.139N>Ap.Leu47Ilep.L47IQ8N5C7protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DTWD1SNVMissense_Mutationc.194N>Ap.Arg65Lysp.R65KQ8N5C7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
DTWD1SNVMissense_Mutationrs764011116c.458N>Ap.Ser153Tyrp.S153YQ8N5C7protein_codingtolerated(1)possibly_damaging(0.597)TCGA-AG-A002-01Colorectumrectum 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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