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: HOXD10

Gene summary for HOXD10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HOXD10

Gene ID

3236

Gene namehomeobox D10
Gene AliasHOX4
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P28358


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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
3236HOXD10CCI_1HumanCervixCC6.20e-085.58e-010.528
3236HOXD10CCI_2HumanCervixCC4.19e-044.24e-010.5249
3236HOXD10CCI_3HumanCervixCC3.75e-156.89e-010.516
3236HOXD10sample3HumanCervixCC4.72e-061.77e-010.1387
3236HOXD10T3HumanCervixCC1.21e-081.92e-010.1389
3236HOXD10HTA11_347_2000001011HumanColorectumAD6.32e-041.88e-01-0.1954
3236HOXD10HTA11_411_2000001011HumanColorectumSER1.73e-109.88e-01-0.2602
3236HOXD10HTA11_5212_2000001011HumanColorectumAD3.11e-084.28e-01-0.2061
3236HOXD10HTA11_866_3004761011HumanColorectumAD1.51e-021.18e-010.096
3236HOXD10HTA11_6818_2000001021HumanColorectumAD1.01e-031.94e-010.0588
3236HOXD10A015-C-005HumanColorectumFAP5.90e-043.05e-01-0.0336
3236HOXD10CRC-1-8810HumanColorectumCRC3.18e-023.00e-010.6257
3236HOXD10P1T-EHumanEsophagusESCC2.97e-021.63e-010.0875
3236HOXD10P4T-EHumanEsophagusESCC8.00e-031.06e-010.1323
3236HOXD10P5T-EHumanEsophagusESCC3.50e-027.79e-020.1327
3236HOXD10P8T-EHumanEsophagusESCC7.90e-038.33e-020.0889
3236HOXD10P12T-EHumanEsophagusESCC3.75e-031.04e-010.1122
3236HOXD10P27T-EHumanEsophagusESCC7.90e-035.94e-020.1055
3236HOXD10P32T-EHumanEsophagusESCC8.40e-041.17e-010.1666
3236HOXD10P37T-EHumanEsophagusESCC1.87e-029.02e-020.1371
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00147064CervixCCstriated muscle tissue development72/2311384/187231.76e-042.07e-0372
GO:00487365CervixCCappendage development35/2311172/187231.88e-031.39e-0235
GO:00601735CervixCClimb development35/2311172/187231.88e-031.39e-0235
GO:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:00075192CervixCCskeletal muscle tissue development30/2311155/187237.97e-034.18e-0230
GO:0048736ColorectumADappendage development51/3918172/187234.20e-032.89e-0251
GO:0060173ColorectumADlimb development51/3918172/187234.20e-032.89e-0251
GO:0048568ColorectumADembryonic organ development112/3918427/187234.60e-033.14e-02112
GO:00487361ColorectumSERappendage development42/2897172/187231.43e-031.55e-0242
GO:00601731ColorectumSERlimb development42/2897172/187231.43e-031.55e-0242
GO:0035107ColorectumSERappendage morphogenesis33/2897138/187236.10e-034.42e-0233
GO:0035108ColorectumSERlimb morphogenesis33/2897138/187236.10e-034.42e-0233
GO:00351071ColorectumFAPappendage morphogenesis35/2622138/187232.74e-043.66e-0335
GO:00351081ColorectumFAPlimb morphogenesis35/2622138/187232.74e-043.66e-0335
GO:00487363ColorectumFAPappendage development40/2622172/187237.15e-047.66e-0340
GO:00601733ColorectumFAPlimb development40/2622172/187237.15e-047.66e-0340
GO:00485682ColorectumFAPembryonic organ development79/2622427/187235.32e-033.49e-0279
GO:0009952ColorectumFAPanterior/posterior pattern specification41/2622201/187237.82e-034.63e-0241
GO:00351072ColorectumCRCappendage morphogenesis32/2078138/187233.77e-059.26e-0432
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa052052ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa052053ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa052058ColorectumCRCProteoglycans in cancer47/1091205/84654.43e-058.70e-045.90e-0447
hsa052059ColorectumCRCProteoglycans in cancer47/1091205/84654.43e-058.70e-045.90e-0447
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
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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
HOXD10MVACervixHSIL_HPVHOXD9,HERC6,NME1, etc.5.02e-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.
HOXD10ABSColorectumADB3GNT7,HOXB13,HOXD11, etc.2.65e-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.
HOXD10EEColorectumADJWNT5B,AC116049.2,LEF1, etc.6.93e-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.
HOXD10GLANEndometriumADJHOXD11,IL15,HOXD9, etc.5.69e-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.
HOXD10GLANEndometriumAEHHOXD11,IL15,HOXD9, etc.3.06e-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.
HOXD10PVAEsophagusADJANGPT2,DNAJC12,HOXD9, etc.3.72e-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.
HOXD10LYMENDEsophagusADJANGPT2,DNAJC12,HOXD9, etc.9.52e-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.
HOXD10MVAEsophagusADJANGPT2,DNAJC12,HOXD9, etc.1.40e-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.
HOXD10MVAEsophagusESCCANGPT2,DNAJC12,HOXD9, etc.3.26e-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.
HOXD10SPIOral cavityLPHOXD11,SFTPD,HOXD9, etc.3.44e-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
HOXD10SNVMissense_Mutationrs868004054c.679N>Ap.Glu227Lysp.E227KP28358protein_codingtolerated(0.11)benign(0.003)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
HOXD10SNVMissense_Mutationnovelc.627N>Cp.Glu209Aspp.E209DP28358protein_codingtolerated(0.5)benign(0)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
HOXD10SNVMissense_Mutationrs148563899c.619N>Tp.Gly207Cysp.G207CP28358protein_codingtolerated(0.06)benign(0.311)TCGA-FU-A23L-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HOXD10SNVMissense_Mutationrs765114168c.61G>Ap.Ala21Thrp.A21TP28358protein_codingtolerated(0.13)benign(0.235)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HOXD10SNVMissense_Mutationc.374C>Tp.Ser125Leup.S125LP28358protein_codingdeleterious(0.02)benign(0.047)TCGA-AA-3941-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HOXD10SNVMissense_Mutationc.547N>Tp.Arg183Cysp.R183CP28358protein_codingdeleterious(0.01)benign(0.038)TCGA-G4-6299-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
HOXD10SNVMissense_Mutationrs761758159c.1013N>Tp.Thr338Metp.T338MP28358protein_codingdeleterious(0.01)probably_damaging(0.917)TCGA-AF-2693-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
HOXD10SNVMissense_Mutationrs770037719c.511N>Ap.Glu171Lysp.E171KP28358protein_codingtolerated(0.46)benign(0.206)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HOXD10SNVMissense_Mutationrs374700658c.266N>Ap.Arg89Glnp.R89QP28358protein_codingdeleterious(0)possibly_damaging(0.557)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HOXD10SNVMissense_Mutationnovelc.569N>Cp.Leu190Prop.L190PP28358protein_codingtolerated(0.29)benign(0.085)TCGA-AJ-A3EK-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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