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: DLX1

Gene summary for DLX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLX1

Gene ID

1745

Gene namedistal-less homeobox 1
Gene AliasDLX1
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P56177


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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
1745DLX1S014HumanLiverHCC4.34e-206.36e-010.2254
1745DLX1S015HumanLiverHCC6.83e-291.23e+000.2375
1745DLX1S016HumanLiverHCC2.19e-287.92e-010.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:190121412LiverHCCregulation of neuron death179/7958319/187235.65e-079.01e-06179
GO:007155921LiverHCCresponse to transforming growth factor beta141/7958256/187233.08e-053.16e-04141
GO:007156021LiverHCCcellular response to transforming growth factor beta stimulus137/7958250/187235.47e-055.14e-04137
GO:005140212LiverHCCneuron apoptotic process135/7958246/187235.64e-055.26e-04135
GO:004352312LiverHCCregulation of neuron apoptotic process117/7958212/187231.25e-041.03e-03117
GO:190121512LiverHCCnegative regulation of neuron death113/7958208/187233.68e-042.54e-03113
GO:19038442LiverHCCregulation of cellular response to transforming growth factor beta stimulus72/7958131/187232.65e-031.27e-0272
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:00420631LiverHCCgliogenesis148/7958301/187231.10e-024.07e-02148
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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
DLX1INMONEsophagusADJETFA,CAMK2A,RTCA-AS1, etc.2.74e-02The 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.
DLX1INMONEsophagusESCCETFA,CAMK2A,RTCA-AS1, etc.7.39e-02The 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.
DLX1SPIOral cavityEOLPDLX2,CIAO2B,FGF18, etc.2.16e-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.
DLX1SPIOral cavityNEOLPDLX2,CIAO2B,FGF18, etc.1.86e-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.
DLX1FIBOral cavityEOLPZNF454,OSR1,IMPDH1, etc.2.37e-02The 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.
DLX1ECMOral cavityEOLPZNF454,OSR1,IMPDH1, etc.1.75e-02The 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.
DLX1ECMOral cavityHealthyZNF454,OSR1,IMPDH1, etc.5.31e-02The 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.
DLX1CAFOral cavityNEOLPZNF454,OSR1,IMPDH1, etc.6.10e-02The 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.
DLX1ECMOral cavityNEOLPZNF454,OSR1,IMPDH1, etc.1.58e-02The 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.
DLX1ECMOral cavityOSCCZNF454,OSR1,IMPDH1, etc.1.28e-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
DLX1SNVMissense_Mutationc.340G>Tp.Val114Leup.V114LP56177protein_codingdeleterious(0.04)benign(0.031)TCGA-A1-A0SM-01Breastbreast invasive carcinomaMale>=65I/IIUnknownUnknownSD
DLX1SNVMissense_Mutationc.593N>Tp.Ala198Valp.A198VP56177protein_codingtolerated(0.51)benign(0.056)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DLX1SNVMissense_Mutationc.354N>Cp.Glu118Aspp.E118DP56177protein_codingtolerated(0.05)benign(0.068)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
DLX1SNVMissense_Mutationnovelc.676T>Gp.Ser226Alap.S226AP56177protein_codingtolerated(0.51)benign(0.003)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
DLX1insertionFrame_Shift_Insnovelc.662_663insTGp.Ser222AspfsTer96p.S222Dfs*96P56177protein_codingTCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DLX1SNVMissense_Mutationnovelc.400N>Cp.Ile134Leup.I134LP56177protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A7WJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DLX1SNVMissense_Mutationnovelc.28N>Tp.Leu10Phep.L10FP56177protein_codingdeleterious(0)possibly_damaging(0.779)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
DLX1SNVMissense_Mutationnovelc.471G>Tp.Glu157Aspp.E157DP56177protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
DLX1SNVMissense_Mutationnovelc.208N>Tp.Pro70Serp.P70SP56177protein_codingdeleterious(0.02)benign(0.085)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DLX1SNVMissense_Mutationnovelc.250N>Tp.Ile84Phep.I84FP56177protein_codingtolerated(0.07)benign(0.007)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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