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: DAG1

Gene summary for DAG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAG1

Gene ID

1605

Gene namedystroglycan 1
Gene Alias156DAG
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R2W4


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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
1605DAG1HTA11_1938_2000001011HumanColorectumAD3.22e-116.63e-01-0.0811
1605DAG1HTA11_78_2000001011HumanColorectumAD3.67e-022.93e-01-0.1088
1605DAG1HTA11_347_2000001011HumanColorectumAD1.72e-083.92e-01-0.1954
1605DAG1HTA11_83_2000001011HumanColorectumSER1.91e-021.97e-01-0.1526
1605DAG1HTA11_1391_2000001011HumanColorectumAD3.20e-126.31e-01-0.059
1605DAG1HTA11_866_3004761011HumanColorectumAD2.36e-053.07e-010.096
1605DAG1HTA11_99999970781_79442HumanColorectumMSS5.15e-033.57e-010.294
1605DAG1HTA11_99999965062_69753HumanColorectumMSI-H4.35e-049.04e-010.3487
1605DAG1HTA11_99999971662_82457HumanColorectumMSS1.89e-095.51e-010.3859
1605DAG1A015-C-203HumanColorectumFAP6.70e-04-1.37e-01-0.1294
1605DAG1A015-C-104HumanColorectumFAP4.77e-04-1.40e-01-0.1899
1605DAG1A002-C-016HumanColorectumFAP8.81e-03-1.05e-010.0521
1605DAG1A002-C-116HumanColorectumFAP8.22e-03-1.01e-01-0.0452
1605DAG1LZE2THumanEsophagusESCC2.55e-024.36e-010.082
1605DAG1LZE4THumanEsophagusESCC4.25e-041.73e-010.0811
1605DAG1LZE7THumanEsophagusESCC4.60e-034.42e-010.0667
1605DAG1LZE8THumanEsophagusESCC1.12e-025.43e-020.067
1605DAG1LZE24THumanEsophagusESCC2.33e-112.82e-010.0596
1605DAG1LZE21THumanEsophagusESCC1.68e-052.87e-010.0655
1605DAG1P2T-EHumanEsophagusESCC3.63e-152.63e-010.1177
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0046718ColorectumADviral entry into host cell51/3918144/187233.99e-057.16e-0451
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0044409ColorectumADentry into host51/3918151/187231.60e-042.21e-0351
GO:0022612ColorectumADgland morphogenesis42/3918118/187231.62e-042.23e-0342
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0007568ColorectumADaging98/3918339/187232.77e-043.39e-0398
GO:0010720ColorectumADpositive regulation of cell development87/3918298/187234.17e-044.71e-0387
GO:0043409ColorectumADnegative regulation of MAPK cascade57/3918180/187234.61e-045.14e-0357
GO:0060562ColorectumADepithelial tube morphogenesis93/3918325/187235.65e-046.00e-0393
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0060425ColorectumADlung morphogenesis20/391850/187231.65e-031.38e-0220
GO:0045995ColorectumADregulation of embryonic development24/391864/187231.72e-031.43e-0224
GO:0050767ColorectumADregulation of neurogenesis99/3918364/187232.35e-031.82e-0299
GO:0019048ColorectumADmodulation by virus of host process7/391811/187232.59e-031.96e-027
GO:0097305ColorectumADresponse to alcohol71/3918253/187234.01e-032.80e-0271
GO:0033619ColorectumADmembrane protein proteolysis21/391857/187234.16e-032.88e-0221
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05416ColorectumMSI-HViral myocarditis14/79760/84651.09e-031.20e-021.01e-0214
hsa054161ColorectumMSI-HViral myocarditis14/79760/84651.09e-031.20e-021.01e-0214
hsa05412ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa054121ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa0541630EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa05416114EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa0541614LiverCirrhoticViral myocarditis28/253060/84654.38e-031.68e-021.03e-0228
hsa0541615LiverCirrhoticViral myocarditis28/253060/84654.38e-031.68e-021.03e-0228
hsa0541629Oral cavityOSCCViral myocarditis39/370460/84657.13e-042.09e-031.07e-0339
hsa05416113Oral cavityOSCCViral myocarditis39/370460/84657.13e-042.09e-031.07e-0339
hsa05416210Oral cavityLPViral myocarditis32/241860/84654.55e-052.91e-041.88e-0432
hsa0541637Oral cavityLPViral myocarditis32/241860/84654.55e-052.91e-041.88e-0432
hsa0541628ProstateTumorViral myocarditis24/179160/84656.83e-043.33e-032.06e-0324
hsa0541636ProstateTumorViral myocarditis24/179160/84656.83e-043.33e-032.06e-0324
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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
LAMA2DAG1LAMA2_DAG1LAMININBreastDCIS
LAMA3DAG1LAMA3_DAG1LAMININBreastDCIS
LAMA4DAG1LAMA4_DAG1LAMININBreastDCIS
LAMB1DAG1LAMB1_DAG1LAMININBreastDCIS
LAMB2DAG1LAMB2_DAG1LAMININBreastDCIS
LAMC1DAG1LAMC1_DAG1LAMININBreastDCIS
HSPG2DAG1HSPG2_DAG1HSPGBreastDCIS
LAMA2DAG1LAMA2_DAG1LAMININCervixPrecancer
LAMA3DAG1LAMA3_DAG1LAMININCervixPrecancer
LAMA4DAG1LAMA4_DAG1LAMININCervixPrecancer
LAMA5DAG1LAMA5_DAG1LAMININCervixPrecancer
LAMB1DAG1LAMB1_DAG1LAMININCervixPrecancer
LAMB2DAG1LAMB2_DAG1LAMININCervixPrecancer
LAMB3DAG1LAMB3_DAG1LAMININCervixPrecancer
LAMC1DAG1LAMC1_DAG1LAMININCervixPrecancer
LAMC3DAG1LAMC3_DAG1LAMININCervixPrecancer
HSPG2DAG1HSPG2_DAG1HSPGCervixPrecancer
AGRNDAG1AGRN_DAG1AGRNCervixPrecancer
LAMA2DAG1LAMA2_DAG1LAMININCRCAD
LAMA4DAG1LAMA4_DAG1LAMININCRCAD
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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
DAG1insertionFrame_Shift_Insnovelc.273_274insAACCACTGp.Asp92AsnfsTer45p.D92Nfs*45Q14118protein_codingTCGA-A8-A091-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
DAG1insertionFrame_Shift_Insnovelc.275_276insATTGCTCAAGTCTAAACCTGCTTTTCTTp.Asp92GlufsTer41p.D92Efs*41Q14118protein_codingTCGA-A8-A091-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
DAG1deletionFrame_Shift_Delnovelc.1477delNp.Asn494ThrfsTer13p.N494Tfs*13Q14118protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DAG1deletionFrame_Shift_Delnovelc.2389delNp.Pro797LeufsTer46p.P797Lfs*46Q14118protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DAG1deletionFrame_Shift_Delnovelc.836delNp.Pro280LeufsTer103p.P280Lfs*103Q14118protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DAG1SNVMissense_Mutationnovelc.592G>Ap.Asp198Asnp.D198NQ14118protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DAG1SNVMissense_Mutationrs562046526c.643C>Tp.Arg215Trpp.R215WQ14118protein_codingdeleterious(0)benign(0.402)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DAG1SNVMissense_Mutationrs752984606c.1118N>Ap.Arg373Glnp.R373QQ14118protein_codingdeleterious(0.04)probably_damaging(0.986)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
DAG1SNVMissense_Mutationc.266C>Tp.Ser89Phep.S89FQ14118protein_codingtolerated(0.22)possibly_damaging(0.731)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DAG1SNVMissense_Mutationc.2666N>Ap.Pro889Hisp.P889HQ14118protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon 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
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