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: DLX3

Gene summary for DLX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLX3

Gene ID

1747

Gene namedistal-less homeobox 3
Gene AliasAI4
Cytomap17q21.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O60479


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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
1747DLX3P2T-EHumanEsophagusESCC7.40e-132.36e-010.1177
1747DLX3P4T-EHumanEsophagusESCC4.48e-225.24e-010.1323
1747DLX3P5T-EHumanEsophagusESCC4.30e-031.08e-010.1327
1747DLX3P10T-EHumanEsophagusESCC1.13e-162.84e-010.116
1747DLX3P11T-EHumanEsophagusESCC1.06e-125.93e-010.1426
1747DLX3P12T-EHumanEsophagusESCC7.55e-041.83e-010.1122
1747DLX3P15T-EHumanEsophagusESCC1.31e-027.81e-020.1149
1747DLX3P16T-EHumanEsophagusESCC2.56e-163.23e-010.1153
1747DLX3P20T-EHumanEsophagusESCC5.73e-039.94e-020.1124
1747DLX3P21T-EHumanEsophagusESCC4.12e-112.06e-010.1617
1747DLX3P22T-EHumanEsophagusESCC2.72e-102.57e-010.1236
1747DLX3P26T-EHumanEsophagusESCC1.69e-071.75e-010.1276
1747DLX3P27T-EHumanEsophagusESCC9.35e-102.32e-010.1055
1747DLX3P28T-EHumanEsophagusESCC6.14e-049.72e-020.1149
1747DLX3P30T-EHumanEsophagusESCC1.02e-021.32e-010.137
1747DLX3P31T-EHumanEsophagusESCC6.98e-192.93e-010.1251
1747DLX3P37T-EHumanEsophagusESCC8.12e-039.31e-020.1371
1747DLX3P42T-EHumanEsophagusESCC2.62e-051.87e-010.1175
1747DLX3P47T-EHumanEsophagusESCC3.50e-027.74e-020.1067
1747DLX3P49T-EHumanEsophagusESCC7.48e-032.67e-010.1768
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0001890110EsophagusESCCplacenta development98/8552144/187234.46e-088.11e-0798
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
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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
DLX3COROral cavityOSCCTMEM45A,MSX2,ALDH1A1, etc.3.47e-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
DLX3insertionNonsense_Mutationnovelc.80_81insAATCTAGGAAAACTTCTAAGAAAAGTACTGTCTp.Lys27_Asp28insIleTerGluAsnPheTerGluLysTyrCysLeup.K27_D28insI*ENF*EKYCLO60479protein_codingTCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DLX3SNVMissense_Mutationc.760G>Ap.Ala254Thrp.A254TO60479protein_codingtolerated(0.23)benign(0)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DLX3SNVMissense_Mutationrs766585893c.701C>Tp.Pro234Leup.P234LO60479protein_codingdeleterious(0.01)benign(0.182)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DLX3SNVMissense_Mutationc.760G>Ap.Ala254Thrp.A254TO60479protein_codingtolerated(0.23)benign(0)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DLX3SNVMissense_Mutationrs762788082c.539G>Ap.Arg180Hisp.R180HO60479protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DLX3SNVMissense_Mutationc.265N>Ap.Gly89Argp.G89RO60479protein_codingdeleterious(0.02)benign(0.147)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DLX3SNVMissense_Mutationnovelc.250T>Cp.Ser84Prop.S84PO60479protein_codingdeleterious(0.05)probably_damaging(0.917)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
DLX3deletionFrame_Shift_Delc.839delNp.Pro280ArgfsTer17p.P280Rfs*17O60479protein_codingTCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DLX3SNVMissense_Mutationrs376543839c.640N>Ap.Ala214Thrp.A214TO60479protein_codingtolerated(0.08)benign(0.023)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DLX3SNVMissense_Mutationc.29G>Tp.Ser10Ilep.S10IO60479protein_codingdeleterious(0.02)benign(0.154)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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