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
1749DLX5P62T-EHumanEsophagusESCC1.99e-103.07e-010.1302
1749DLX5P65T-EHumanEsophagusESCC1.93e-062.65e-010.0978
1749DLX5P74T-EHumanEsophagusESCC2.89e-331.32e+000.1479
1749DLX5P76T-EHumanEsophagusESCC1.53e-195.22e-010.1207
1749DLX5P79T-EHumanEsophagusESCC3.19e-234.83e-010.1154
1749DLX5P80T-EHumanEsophagusESCC4.24e-042.73e-010.155
1749DLX5P84T-EHumanEsophagusESCC8.29e-088.06e-010.0933
1749DLX5P89T-EHumanEsophagusESCC2.13e-034.73e-010.1752
1749DLX5P107T-EHumanEsophagusESCC2.94e-053.19e-010.171
1749DLX5P127T-EHumanEsophagusESCC3.35e-031.73e-010.0826
1749DLX5P128T-EHumanEsophagusESCC5.69e-033.34e-010.1241
1749DLX5P130T-EHumanEsophagusESCC3.75e-031.47e-010.1676
1749DLX5C38HumanOral cavityOSCC1.63e-091.06e+000.172
1749DLX5C43HumanOral cavityOSCC2.40e-134.00e-010.1704
1749DLX5C46HumanOral cavityOSCC4.16e-052.36e-010.1673
1749DLX5C08HumanOral cavityOSCC1.19e-084.28e-010.1919
1749DLX5LN38HumanOral cavityOSCC1.34e-039.83e-010.168
1749DLX5LN46HumanOral cavityOSCC1.39e-064.25e-010.1666
1749DLX5SYSMH1HumanOral cavityOSCC5.37e-084.18e-010.1127
1749DLX5ATC13HumanThyroidATC1.88e-571.16e+000.34
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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:000164917EsophagusHGINosteoblast differentiation50/2587229/187235.88e-048.30e-0350
GO:003011116EsophagusHGINregulation of Wnt signaling pathway65/2587328/187231.53e-031.77e-0265
GO:009026310EsophagusHGINpositive regulation of canonical Wnt signaling pathway26/2587106/187232.17e-032.25e-0226
GO:001605516EsophagusHGINWnt signaling pathway83/2587444/187232.27e-032.33e-0283
GO:019873816EsophagusHGINcell-cell signaling by wnt83/2587446/187232.58e-032.55e-0283
GO:003017710EsophagusHGINpositive regulation of Wnt signaling pathway31/2587140/187234.77e-034.09e-0231
GO:006082816EsophagusHGINregulation of canonical Wnt signaling pathway50/2587253/187235.27e-034.35e-0250
GO:000150316EsophagusHGINossification75/2587408/187235.49e-034.49e-0275
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00603242EsophagusESCCface development34/855244/187231.90e-051.67e-0434
GO:009026316EsophagusESCCpositive regulation of canonical Wnt signaling pathway69/8552106/187234.22e-053.39e-0469
GO:003017716EsophagusESCCpositive regulation of Wnt signaling pathway87/8552140/187236.18e-054.73e-0487
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
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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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