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: DLX6

Gene summary for DLX6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLX6

Gene ID

1750

Gene namedistal-less homeobox 6
Gene AliasDLX6
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P56179


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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
1750DLX6ATC13HumanThyroidATC1.83e-561.05e+000.34
1750DLX6ATC5HumanThyroidATC3.84e-651.14e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00600211ThyroidATCroof of mouth development42/629385/187231.83e-039.02e-0342
GO:00485688ThyroidATCembryonic organ development172/6293427/187232.08e-039.84e-03172
GO:00351074ThyroidATCappendage morphogenesis63/6293138/187232.13e-031.00e-0263
GO:00351084ThyroidATClimb morphogenesis63/6293138/187232.13e-031.00e-0263
GO:00487368ThyroidATCappendage development76/6293172/187232.41e-031.12e-0276
GO:00601738ThyroidATClimb development76/6293172/187232.41e-031.12e-0276
GO:0050673111ThyroidATCepithelial cell proliferation174/6293437/187233.49e-031.55e-02174
GO:0050678110ThyroidATCregulation of epithelial cell proliferation151/6293381/187237.47e-032.92e-02151
GO:00303262ThyroidATCembryonic limb morphogenesis52/6293116/187237.67e-033.00e-0252
GO:00351132ThyroidATCembryonic appendage morphogenesis52/6293116/187237.67e-033.00e-0252
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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
DLX6STMEndometriumHealthySORBS2,ZRSR2,LCA5L, etc.2.34e-01The 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.
∗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
DLX6SNVMissense_Mutationc.391N>Ap.Tyr131Asnp.Y131NP56179protein_codingtolerated(0.08)possibly_damaging(0.481)TCGA-AR-A254-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
DLX6SNVMissense_Mutationc.794N>Cp.Ser265Thrp.S265TP56179protein_codingtolerated(0.56)benign(0.025)TCGA-D8-A1XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
DLX6insertionFrame_Shift_Insnovelc.779_780insTTTCTp.Ala261PhefsTer34p.A261Ffs*34P56179protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
DLX6SNVMissense_Mutationrs373223835c.740N>Ap.Arg247Hisp.R247HP56179protein_codingtolerated(0.21)probably_damaging(0.921)TCGA-CM-4748-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
DLX6SNVMissense_Mutationrs762084855c.595N>Ap.Glu199Lysp.E199KP56179protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DLX6deletionFrame_Shift_Delc.708delNp.Leu238SerfsTer55p.L238Sfs*55P56179protein_codingTCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DLX6deletionFrame_Shift_Delc.708delNp.Leu238SerfsTer55p.L238Sfs*55P56179protein_codingTCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DLX6SNVMissense_Mutationnovelc.653N>Tp.Lys218Ilep.K218IP56179protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
DLX6SNVMissense_Mutationrs762084855c.595N>Ap.Glu199Lysp.E199KP56179protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DLX6SNVMissense_Mutationnovelc.444N>Cp.Gln148Hisp.Q148HP56179protein_codingdeleterious(0)probably_damaging(0.964)TCGA-QF-A5YS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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