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: DAAM1

Gene summary for DAAM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAAM1

Gene ID

23002

Gene namedishevelled associated activator of morphogenesis 1
Gene AliasDAAM1
Cytomap14q23.1
Gene Typeprotein-coding
GO ID

GO:0001736

UniProtAcc

Q9Y4D1


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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
23002DAAM1CA_HPV_2HumanCervixCC8.82e-052.63e-010.0391
23002DAAM1CCI_1HumanCervixCC1.53e-068.24e-010.528
23002DAAM1CCI_2HumanCervixCC1.05e-058.69e-010.5249
23002DAAM1CCI_3HumanCervixCC2.86e-024.75e-010.516
23002DAAM1TumorHumanCervixCC1.41e-195.40e-010.1241
23002DAAM1sample3HumanCervixCC5.98e-366.78e-010.1387
23002DAAM1T3HumanCervixCC8.22e-326.49e-010.1389
23002DAAM1HTA11_3410_2000001011HumanColorectumAD3.49e-10-4.61e-010.0155
23002DAAM1HTA11_3361_2000001011HumanColorectumAD6.39e-04-5.08e-01-0.1207
23002DAAM1HTA11_696_2000001011HumanColorectumAD3.63e-06-3.20e-01-0.1464
23002DAAM1HTA11_99999971662_82457HumanColorectumMSS3.21e-05-3.23e-010.3859
23002DAAM1HTA11_99999973899_84307HumanColorectumMSS2.56e-02-4.75e-010.2585
23002DAAM1HTA11_99999974143_84620HumanColorectumMSS1.73e-16-5.18e-010.3005
23002DAAM1A015-C-203HumanColorectumFAP6.11e-24-9.49e-02-0.1294
23002DAAM1A015-C-204HumanColorectumFAP1.32e-03-1.65e-01-0.0228
23002DAAM1A002-C-201HumanColorectumFAP2.38e-11-2.83e-010.0324
23002DAAM1A002-C-203HumanColorectumFAP9.96e-03-1.72e-010.2786
23002DAAM1A001-C-119HumanColorectumFAP1.06e-03-2.38e-01-0.1557
23002DAAM1A001-C-108HumanColorectumFAP2.72e-15-1.31e-01-0.0272
23002DAAM1A002-C-205HumanColorectumFAP7.52e-16-1.75e-01-0.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00017384CervixCCmorphogenesis of a polarized epithelium22/231194/187232.09e-031.52e-0222
GO:00901752CervixCCregulation of establishment of planar polarity14/231156/187236.93e-033.74e-0214
GO:00600712CervixCCWnt signaling pathway, planar cell polarity pathway13/231152/187239.09e-034.60e-0213
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0001738ColorectumADmorphogenesis of a polarized epithelium31/391894/187234.30e-032.95e-0231
GO:00160552ColorectumMSSWnt signaling pathway124/3467444/187236.06e-072.26e-05124
GO:01987382ColorectumMSScell-cell signaling by wnt124/3467446/187237.83e-072.77e-05124
GO:00160553ColorectumFAPWnt signaling pathway104/2622444/187234.92e-083.92e-06104
GO:01987383ColorectumFAPcell-cell signaling by wnt104/2622446/187236.26e-084.54e-06104
GO:00017381ColorectumFAPmorphogenesis of a polarized epithelium23/262294/187234.64e-033.14e-0223
GO:00160554ColorectumCRCWnt signaling pathway88/2078444/187233.91e-085.28e-0688
GO:01987384ColorectumCRCcell-cell signaling by wnt88/2078446/187234.85e-086.04e-0688
GO:2000027ColorectumCRCregulation of animal organ morphogenesis24/2078125/187235.12e-033.92e-0224
GO:001605516EsophagusHGINWnt signaling pathway83/2587444/187232.27e-032.33e-0283
GO:019873816EsophagusHGINcell-cell signaling by wnt83/2587446/187232.58e-032.55e-0283
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043103ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043104ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043105ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043106ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
hsa043107ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
hsa043108LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431011LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431021LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431031LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431016Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
hsa0431017Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
hsa0431024Oral cavityNEOLPWnt signaling pathway34/1112171/84658.05e-032.88e-021.81e-0234
hsa0431034Oral cavityNEOLPWnt signaling pathway34/1112171/84658.05e-032.88e-021.81e-0234
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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
DAAM1SNVMissense_Mutationrs150686067c.2215A>Gp.Ser739Glyp.S739GQ9Y4D1protein_codingtolerated(0.2)benign(0.062)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAAM1SNVMissense_Mutationrs763633195c.2057N>Tp.Ser686Leup.S686LQ9Y4D1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAAM1SNVMissense_Mutationc.2916N>Ap.Phe972Leup.F972LQ9Y4D1protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAAM1SNVMissense_Mutationc.772C>Gp.Gln258Glup.Q258EQ9Y4D1protein_codingdeleterious(0)probably_damaging(0.973)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DAAM1SNVMissense_Mutationc.1079C>Tp.Ala360Valp.A360VQ9Y4D1protein_codingtolerated(0.07)probably_damaging(0.994)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
DAAM1SNVMissense_Mutationc.645N>Cp.Glu215Aspp.E215DQ9Y4D1protein_codingtolerated(0.15)probably_damaging(0.989)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAAM1SNVMissense_Mutationc.503N>Cp.Met168Thrp.M168TQ9Y4D1protein_codingtolerated(0.06)probably_damaging(0.954)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
DAAM1SNVMissense_Mutationc.13N>Cp.Lys5Glnp.K5QQ9Y4D1protein_codingtolerated(0.1)probably_damaging(0.95)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
DAAM1SNVMissense_Mutationnovelc.766N>Ap.Arg256Serp.R256SQ9Y4D1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-OL-A6VR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DAAM1SNVMissense_Mutationnovelc.991N>Tp.His331Tyrp.H331YQ9Y4D1protein_codingdeleterious(0)probably_damaging(0.988)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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