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: DLX5

Gene summary for DLX5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DLX5

Gene ID

1749

Gene namedistal-less homeobox 5
Gene AliasSHFM1
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P56178


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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
1749DLX5LZE2THumanEsophagusESCC4.39e-034.57e-010.082
1749DLX5LZE4THumanEsophagusESCC8.51e-044.15e-010.0811
1749DLX5LZE7THumanEsophagusESCC6.10e-077.03e-010.0667
1749DLX5LZE21D1HumanEsophagusHGIN3.51e-043.54e-010.0632
1749DLX5LZE22THumanEsophagusESCC1.16e-048.09e-010.068
1749DLX5LZE24THumanEsophagusESCC1.33e-042.51e-010.0596
1749DLX5LZE21THumanEsophagusESCC2.27e-075.95e-010.0655
1749DLX5P2T-EHumanEsophagusESCC4.30e-101.78e-010.1177
1749DLX5P4T-EHumanEsophagusESCC2.55e-287.60e-010.1323
1749DLX5P5T-EHumanEsophagusESCC4.41e-072.04e-010.1327
1749DLX5P9T-EHumanEsophagusESCC1.49e-278.34e-010.1131
1749DLX5P10T-EHumanEsophagusESCC2.85e-731.45e+000.116
1749DLX5P11T-EHumanEsophagusESCC6.76e-108.18e-010.1426
1749DLX5P12T-EHumanEsophagusESCC1.77e-861.87e+000.1122
1749DLX5P15T-EHumanEsophagusESCC5.54e-692.11e+000.1149
1749DLX5P16T-EHumanEsophagusESCC1.85e-551.21e+000.1153
1749DLX5P20T-EHumanEsophagusESCC5.96e-072.30e-010.1124
1749DLX5P22T-EHumanEsophagusESCC1.13e-163.81e-010.1236
1749DLX5P23T-EHumanEsophagusESCC2.38e-144.77e-010.108
1749DLX5P24T-EHumanEsophagusESCC1.97e-103.27e-010.1287
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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
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
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:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:0030177110ThyroidATCpositive regulation of Wnt signaling pathway80/6293140/187238.75e-091.86e-0780
GO:000717823ThyroidATCtransmembrane receptor protein serine/threonine kinase signaling pathway170/6293355/187231.40e-082.87e-07170
GO:0090263110ThyroidATCpositive regulation of canonical Wnt signaling pathway62/6293106/187231.26e-072.09e-0662
GO:006034813ThyroidATCbone development102/6293205/187231.18e-061.52e-05102
GO:006054121ThyroidATCrespiratory system development100/6293203/187232.66e-063.08e-05100
GO:006032511ThyroidATCface morphogenesis21/629328/187238.94e-068.95e-0521
GO:001017111ThyroidATCbody morphogenesis28/629343/187232.35e-052.06e-0428
GO:006032411ThyroidATCface development28/629344/187234.39e-053.54e-0428
GO:003090015ThyroidATCforebrain development164/6293379/187234.85e-053.87e-04164
GO:0060349ThyroidATCbone morphogenesis50/629393/187234.87e-053.88e-0450
GO:006032311ThyroidATChead morphogenesis22/629332/187235.14e-053.99e-0422
GO:002153712ThyroidATCtelencephalon development113/6293248/187235.61e-054.32e-04113
GO:00487053ThyroidATCskeletal system morphogenesis101/6293220/187239.48e-056.93e-04101
GO:190152221ThyroidATCpositive regulation of transcription from RNA polymerase II promoter involved in cellular response to chemical stimulus16/629322/187232.03e-041.35e-0316
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
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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
DLX5MESCervixHSIL_HPVDSG1,AMTN,KLK8, etc.4.57e-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.
DLX5STMEndometriumHealthyMSX1,HLA-B,SH3YL1, etc.2.36e-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.
DLX5CILIAEndometriumHealthyMSX1,HLA-B,SH3YL1, etc.6.96e-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.
DLX5PLAEndometriumADJKRT18,MSX1,WFDC2, etc.4.80e-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.
DLX5TH1EndometriumADJKRT18,MSX1,WFDC2, etc.1.12e-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.
DLX5M1MACEndometriumAEHKRT18,MSX1,WFDC2, etc.4.61e-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.
DLX5PLAEndometriumAEHKRT18,MSX1,WFDC2, etc.3.07e-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.
DLX5M1MACEndometriumEECKRT18,MSX1,WFDC2, etc.6.86e-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.
DLX5PERIEsophagusADJRGS5,ARHGAP15,KCNJ8, etc.1.39e-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.
DLX5PERIEsophagusESCCRGS5,ARHGAP15,KCNJ8, etc.4.37e-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
DLX5SNVMissense_Mutationc.590N>Cp.Lys197Thrp.K197TP56178protein_codingdeleterious(0)probably_damaging(0.987)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DLX5SNVMissense_Mutationnovelc.499N>Tp.Arg167Cysp.R167CP56178protein_codingdeleterious(0)probably_damaging(1)TCGA-OL-A66I-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
DLX5SNVMissense_Mutationrs773641315c.355G>Ap.Glu119Lysp.E119KP56178protein_codingtolerated(0.34)benign(0.341)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DLX5SNVMissense_Mutationc.546N>Cp.Lys182Asnp.K182NP56178protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DLX5SNVMissense_Mutationc.500G>Ap.Arg167Hisp.R167HP56178protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6548-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DLX5SNVMissense_Mutationnovelc.134C>Ap.Ser45Tyrp.S45YP56178protein_codingdeleterious(0.02)probably_damaging(0.964)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DLX5SNVMissense_Mutationc.413G>Ap.Arg138Hisp.R138HP56178protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DLX5SNVMissense_Mutationnovelc.68C>Ap.Thr23Lysp.T23KP56178protein_codingtolerated(0.58)benign(0.03)TCGA-G4-6297-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
DLX5SNVMissense_Mutationc.500G>Ap.Arg167Hisp.R167HP56178protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DLX5SNVMissense_Mutationc.691N>Tp.Arg231Cysp.R231CP56178protein_codingdeleterious(0.01)probably_damaging(0.924)TCGA-AG-A015-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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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