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: DTWD2

Gene summary for DTWD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DTWD2

Gene ID

285605

Gene nameDTW domain containing 2
Gene AliasDTWD2
Cytomap5q23.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

J3KND6


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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
285605DTWD2HTA11_3410_2000001011HumanColorectumAD9.65e-145.64e-010.0155
285605DTWD2HTA11_2487_2000001011HumanColorectumSER3.97e-139.48e-01-0.1808
285605DTWD2HTA11_1938_2000001011HumanColorectumAD7.79e-191.53e+00-0.0811
285605DTWD2HTA11_78_2000001011HumanColorectumAD3.84e-251.23e+00-0.1088
285605DTWD2HTA11_347_2000001011HumanColorectumAD1.24e-451.49e+00-0.1954
285605DTWD2HTA11_411_2000001011HumanColorectumSER4.80e-091.24e+00-0.2602
285605DTWD2HTA11_3361_2000001011HumanColorectumAD1.54e-061.13e+00-0.1207
285605DTWD2HTA11_83_2000001011HumanColorectumSER4.65e-151.13e+00-0.1526
285605DTWD2HTA11_696_2000001011HumanColorectumAD1.88e-211.02e+00-0.1464
285605DTWD2HTA11_866_2000001011HumanColorectumAD3.16e-208.84e-01-0.1001
285605DTWD2HTA11_1391_2000001011HumanColorectumAD3.63e-251.77e+00-0.059
285605DTWD2HTA11_2992_2000001011HumanColorectumSER3.31e-036.18e-01-0.1706
285605DTWD2HTA11_5212_2000001011HumanColorectumAD2.28e-067.93e-01-0.2061
285605DTWD2HTA11_5216_2000001011HumanColorectumSER4.30e-078.83e-01-0.1462
285605DTWD2HTA11_546_2000001011HumanColorectumAD1.68e-068.80e-01-0.0842
285605DTWD2HTA11_7862_2000001011HumanColorectumAD9.19e-201.10e+00-0.0179
285605DTWD2HTA11_866_3004761011HumanColorectumAD2.13e-541.75e+000.096
285605DTWD2HTA11_4255_2000001011HumanColorectumSER3.57e-171.48e+000.0446
285605DTWD2HTA11_8622_2000001021HumanColorectumSER2.47e-111.13e+000.0528
285605DTWD2HTA11_7663_2000001011HumanColorectumSER2.15e-211.58e+000.0131
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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
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
∗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:0034470ColorectumMSI-HncRNA processing48/1319395/187231.54e-044.47e-0348
GO:0034660ColorectumMSI-HncRNA metabolic process53/1319485/187239.66e-041.68e-0253
GO:00344704LiverNAFLDncRNA processing57/1882395/187233.34e-032.93e-0257
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
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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
DTWD2SNVMissense_Mutationrs200315964c.850N>Tp.Arg284Cysp.R284CQ8NBA8protein_codingdeleterious(0)benign(0.015)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DTWD2SNVMissense_Mutationc.870N>Tp.Glu290Aspp.E290DQ8NBA8protein_codingdeleterious(0.04)possibly_damaging(0.621)TCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DTWD2SNVMissense_Mutationrs140154641c.737N>Ap.Arg246Hisp.R246HQ8NBA8protein_codingdeleterious(0.04)benign(0.048)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DTWD2SNVMissense_Mutationnovelc.813N>Cp.Lys271Asnp.K271NQ8NBA8protein_codingdeleterious(0)benign(0.348)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DTWD2SNVMissense_Mutationc.50C>Tp.Pro17Leup.P17LQ8NBA8protein_codingtolerated_low_confidence(0.12)benign(0)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DTWD2SNVMissense_Mutationrs769159957c.851G>Ap.Arg284Hisp.R284HQ8NBA8protein_codingtolerated(0.11)possibly_damaging(0.791)TCGA-DM-A28A-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DTWD2SNVMissense_Mutationrs753917662c.787N>Tp.Arg263Cysp.R263CQ8NBA8protein_codingdeleterious(0)possibly_damaging(0.543)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DTWD2SNVMissense_Mutationrs771577328c.389N>Ap.Arg130Hisp.R130HQ8NBA8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DTWD2SNVMissense_Mutationc.538N>Gp.Thr180Alap.T180AQ8NBA8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DTWD2SNVMissense_Mutationnovelc.880N>Cp.Asn294Hisp.N294HQ8NBA8protein_codingdeleterious(0)benign(0.123)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid 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
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