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: HOXB4

Gene summary for HOXB4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HOXB4

Gene ID

3214

Gene namehomeobox B4
Gene AliasHOX-2.6
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P17483


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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
3214HOXB4LZE24THumanEsophagusESCC9.01e-112.58e-010.0596
3214HOXB4P2T-EHumanEsophagusESCC1.28e-121.22e-010.1177
3214HOXB4P5T-EHumanEsophagusESCC4.69e-072.49e-010.1327
3214HOXB4P9T-EHumanEsophagusESCC5.13e-122.81e-010.1131
3214HOXB4P10T-EHumanEsophagusESCC1.11e-203.29e-010.116
3214HOXB4P12T-EHumanEsophagusESCC3.17e-071.75e-010.1122
3214HOXB4P15T-EHumanEsophagusESCC2.67e-213.78e-010.1149
3214HOXB4P16T-EHumanEsophagusESCC2.75e-051.12e-010.1153
3214HOXB4P19T-EHumanEsophagusESCC8.50e-031.90e-010.1662
3214HOXB4P20T-EHumanEsophagusESCC2.23e-061.00e-010.1124
3214HOXB4P21T-EHumanEsophagusESCC1.56e-041.06e-010.1617
3214HOXB4P22T-EHumanEsophagusESCC1.38e-213.87e-010.1236
3214HOXB4P23T-EHumanEsophagusESCC8.48e-275.88e-010.108
3214HOXB4P24T-EHumanEsophagusESCC2.33e-041.06e-010.1287
3214HOXB4P27T-EHumanEsophagusESCC2.74e-101.86e-010.1055
3214HOXB4P32T-EHumanEsophagusESCC1.60e-152.34e-010.1666
3214HOXB4P36T-EHumanEsophagusESCC2.43e-041.51e-010.1187
3214HOXB4P37T-EHumanEsophagusESCC1.66e-061.01e-010.1371
3214HOXB4P39T-EHumanEsophagusESCC5.88e-072.13e-010.0894
3214HOXB4P40T-EHumanEsophagusESCC4.86e-092.53e-010.109
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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:00020115EsophagusESCCmorphogenesis of an epithelial sheet42/855257/187231.62e-051.45e-0442
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:00602185EsophagusESCChematopoietic stem cell differentiation22/855230/187231.98e-038.90e-0322
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
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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
HOXB4BMEMBreastADJCITED4,TPD52L1,ADGRG5, etc.2.47e-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.
HOXB4pDCBreastDCISCITED4,TPD52L1,ADGRG5, etc.3.85e-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.
HOXB4pDCBreastHealthyCITED4,TPD52L1,ADGRG5, etc.5.78e-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.
HOXB4NKBreastIDCCITED4,TPD52L1,ADGRG5, etc.6.65e-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.
HOXB4pDCBreastIDCCITED4,TPD52L1,ADGRG5, etc.2.52e-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.
HOXB4NKBreastPrecancerCITED4,TPD52L1,ADGRG5, etc.2.90e-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.
HOXB4CD8TEREXBreastPrecancerCITED4,TPD52L1,ADGRG5, etc.2.33e-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.
HOXB4MESCervixN_HPVTFF3,SRSF1,GALNT4, etc.5.95e-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.
HOXB4PLALiverCirrhoticFGFBP2,MYOM2,IDH2, etc.8.97e-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.
HOXB4PLALiverHCCFGFBP2,MYOM2,IDH2, etc.1.37e-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
HOXB4SNVMissense_Mutationc.625T>Gp.Trp209Glyp.W209GP17483protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A7CO-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
HOXB4SNVMissense_Mutationnovelc.615N>Tp.Gln205Hisp.Q205HP17483protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HOXB4SNVMissense_Mutationc.88C>Tp.Pro30Serp.P30SP17483protein_codingdeleterious(0.01)possibly_damaging(0.854)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HOXB4SNVMissense_Mutationc.604N>Cp.Ser202Prop.S202PP17483protein_codingdeleterious(0.01)possibly_damaging(0.893)TCGA-NH-A6GA-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
HOXB4SNVMissense_Mutationnovelc.645N>Tp.Met215Ilep.M215IP17483protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HOXB4SNVMissense_Mutationnovelc.12N>Ap.Ser4Argp.S4RP17483protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
HOXB4SNVMissense_Mutationnovelc.289N>Tp.Pro97Serp.P97SP17483protein_codingtolerated(0.28)benign(0)TCGA-DD-AAC9-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
HOXB4SNVMissense_Mutationnovelc.356N>Ap.Pro119Glnp.P119QP17483protein_codingdeleterious(0.03)benign(0.014)TCGA-05-4249-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
HOXB4SNVMissense_Mutationc.722N>Ap.Pro241Hisp.P241HP17483protein_codingtolerated(0.2)benign(0.274)TCGA-49-6767-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
HOXB4SNVMissense_Mutationc.715N>Ap.Gly239Argp.G239RP17483protein_codingtolerated(0.18)benign(0.05)TCGA-55-7994-01Lunglung adenocarcinomaMale>=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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