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: DACH1

Gene summary for DACH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DACH1

Gene ID

1602

Gene namedachshund family transcription factor 1
Gene AliasDACH
Cytomap13q21.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A087WY66


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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
1602DACH1HTA11_2487_2000001011HumanColorectumSER3.93e-03-5.18e-01-0.1808
1602DACH1HTA11_347_2000001011HumanColorectumAD1.31e-04-4.75e-01-0.1954
1602DACH1HTA11_1391_2000001011HumanColorectumAD4.34e-036.72e-01-0.059
1602DACH1HTA11_2992_2000001011HumanColorectumSER1.14e-03-7.31e-01-0.1706
1602DACH1HTA11_5212_2000001011HumanColorectumAD1.68e-05-8.45e-01-0.2061
1602DACH1HTA11_5216_2000001011HumanColorectumSER1.19e-02-7.58e-01-0.1462
1602DACH1HTA11_866_3004761011HumanColorectumAD6.59e-107.49e-010.096
1602DACH1HTA11_6818_2000001011HumanColorectumAD2.16e-088.96e-010.0112
1602DACH1HTA11_99999970781_79442HumanColorectumMSS3.25e-035.16e-010.294
1602DACH1HTA11_99999965062_69753HumanColorectumMSI-H4.88e-151.97e+000.3487
1602DACH1HTA11_99999965104_69814HumanColorectumMSS1.52e-392.37e+000.281
1602DACH1HTA11_99999971662_82457HumanColorectumMSS2.94e-261.62e+000.3859
1602DACH1HTA11_99999973899_84307HumanColorectumMSS3.48e-058.25e-010.2585
1602DACH1HTA11_99999974143_84620HumanColorectumMSS1.76e-231.02e+000.3005
1602DACH1F007HumanColorectumFAP4.06e-095.30e-010.1176
1602DACH1A002-C-010HumanColorectumFAP2.06e-427.81e-010.242
1602DACH1A001-C-207HumanColorectumFAP4.14e-053.86e-010.1278
1602DACH1A015-C-203HumanColorectumFAP2.30e-18-1.32e-02-0.1294
1602DACH1A002-C-201HumanColorectumFAP1.37e-071.64e-010.0324
1602DACH1A002-C-203HumanColorectumFAP2.88e-256.75e-010.2786
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
∗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:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:2000278ColorectumADregulation of DNA biosynthetic process41/3918106/187232.17e-054.33e-0441
GO:0071897ColorectumADDNA biosynthetic process55/3918180/187231.46e-031.24e-0255
GO:20002781ColorectumSERregulation of DNA biosynthetic process33/2897106/187233.83e-059.82e-0433
GO:00510521ColorectumSERregulation of DNA metabolic process83/2897359/187238.03e-051.77e-0383
GO:00718971ColorectumSERDNA biosynthetic process43/2897180/187231.99e-031.98e-0243
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:20002782ColorectumMSSregulation of DNA biosynthetic process37/3467106/187234.48e-058.28e-0437
GO:00718972ColorectumMSSDNA biosynthetic process50/3467180/187231.45e-031.35e-0250
GO:00510523ColorectumMSI-Hregulation of DNA metabolic process45/1319359/187231.20e-043.56e-0345
GO:20002783ColorectumMSI-Hregulation of DNA biosynthetic process19/1319106/187231.40e-044.11e-0319
GO:00718973ColorectumMSI-HDNA biosynthetic process26/1319180/187233.73e-048.56e-0326
GO:0006260ColorectumMSI-HDNA replication31/1319260/187232.83e-033.63e-0231
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
GO:20002784ColorectumFAPregulation of DNA biosynthetic process33/2622106/187234.62e-061.54e-0433
GO:00510525ColorectumCRCregulation of DNA metabolic process70/2078359/187231.75e-068.92e-0570
GO:20002785ColorectumCRCregulation of DNA biosynthetic process27/2078106/187232.59e-057.16e-0427
GO:0006275ColorectumCRCregulation of DNA replication21/2078107/187236.56e-034.70e-0221
GO:00303364EndometriumAEHnegative regulation of cell migration65/2100344/187231.65e-053.42e-0465
GO:20001464EndometriumAEHnegative regulation of cell motility67/2100359/187231.86e-053.77e-0467
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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
DACH1SNVMissense_Mutationnovelc.1993N>Ap.Asp665Asnp.D665NQ9UI36protein_codingdeleterious_low_confidence(0.04)benign(0.433)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
DACH1SNVMissense_Mutationnovelc.1430N>Tp.Arg477Ilep.R477IQ9UI36protein_codingdeleterious_low_confidence(0)probably_damaging(0.967)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DACH1SNVMissense_Mutationnovelc.1174N>Gp.Ser392Glyp.S392GQ9UI36protein_codingtolerated_low_confidence(0.27)benign(0.006)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DACH1SNVMissense_Mutationnovelc.1304N>Ap.Arg435Hisp.R435HQ9UI36protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-D8-A141-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
DACH1deletionFrame_Shift_Delnovelc.1605delNp.Asp535GlufsTer8p.D535Efs*8Q9UI36protein_codingTCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DACH1SNVMissense_Mutationnovelc.1544A>Gp.Glu515Glyp.E515GQ9UI36protein_codingdeleterious_low_confidence(0.04)benign(0.121)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DACH1SNVMissense_Mutationnovelc.1126G>Ap.Gly376Argp.G376RQ9UI36protein_codingdeleterious_low_confidence(0)benign(0.071)TCGA-C5-A7CL-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
DACH1SNVMissense_Mutationnovelc.113N>Tp.Ser38Leup.S38LQ9UI36protein_codingdeleterious_low_confidence(0)benign(0.217)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
DACH1SNVMissense_Mutationrs867054570c.1907N>Tp.Ala636Valp.A636VQ9UI36protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.98)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
DACH1SNVMissense_Mutationnovelc.1933N>Cp.Glu645Glnp.E645QQ9UI36protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.999)TCGA-EA-A3QD-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
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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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