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pmid:35710803

Identification of HOX signatures contributing to oral cancer phenotype.

Kanaka Sai Ram Padam · Richard Morgan · Keith Hunter · Sanjiban Chakrabarty · Naveena A N Kumar · Raghu Radhakrishnan

Scientific reports · 2022 doi:10.1038/s41598-022-14412-6

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Experiment

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:35710803
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title
Identification of HOX signatures contributing to oral cancer phenotype.
doi
10.1038/s41598-022-14412-6
pmid
35710803
authors array · 6 items
[0]
Kanaka Sai Ram Padam
[1]
Richard Morgan
[2]
Keith Hunter
[3]
Sanjiban Chakrabarty
[4]
Naveena A N Kumar
[5]
Raghu Radhakrishnan
journal
Scientific reports
year
2022
abstract
The role of evolutionarily conserved homeobox-containing HOX genes as transcriptional regulators in the developmental specification of organisms is well known. The contribution of HOX genes involvement in oral cancer phenotype has yet to be fully ascertained. TCGA-HNSC HTSeq-counts and clinical data were retrieved from the GDC portal for oral cavity neoplasms. GEO datasets (GSE72627, GSE30784, GSE37991) were accessed and analyzed using GEO2R. Differential HOX gene expression was profiled using the DESeq2 R package with a log2 fold change cut-off (- 1 and + 1) and Benjamini-Hochberg p-adjusted value at ≤ 0.01. Gene set over-representation analysis and semantic analysis associated with the disease ontology was performed using the ClusterProfiler R package, and pathway over-representation analysis was performed using IMPaLa. HOX protein interaction network was constructed using the Pathfind R package. HOX phenotype associations were performed using Mammalian Phenotype Ontology, Human Phenotype Ontology, PhenGenI associations, Jensen tissues, and OMIM entries. Drug connectivity mapping was carried out with Dr. Insight R package. HOXA2 was upregulated in oral dysplasia but silenced during tumor progression. Loss of HOXB2 expression was consistent in the potentially malignant oral lesions as well as in the primary tumor. HOXA7, HOXA10, HOXB7, HOXC6, HOXC10, HOXD10, and HOXD11 were consistently upregulated from premalignancy to malignancy and were notably associated with risk factors. Overrepresentation analysis suggested HOXA10 was involved in the transcriptional misregulation contributing to the oral cancer phenotype. HOX genes subnetwork analysis showed crucial interactions with cell cycle regulators, growth responsive elements, and proto-oncogenes. Phenotype associations specific to the oral region involving HOX genes provide intrinsic cues to tumor development. The 5' HOX genes were aberrantly upregulated during oral carcinogenesis reflecting their posterior prevalence.
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Quality control, normalization and differential expression of the HOX genes in the sample cohorts were performed using the DESeq2 package19, which uses negative binomial distribution to model RNA-seq counts data. A log2 fold change of + 1 and − 1 was used as a threshold with 1% FDR corrected with the Benjamini–Hochberg procedure to determine the differentially expressed HOX genes. An adjusted p-value of ≤ 0.01 was considered to be statistically significant.
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sections[4] "Identification of differential expression of HOX genes" paragraph 2
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Quality control, normalization and differential expression of the HOX genes in the sample cohorts were performed using the DESeq2 package19, which uses negative binomial distribution to model RNA-seq counts data. A log2 fold change of + 1 and − 1 was used as a threshold with 1% FDR corrected with the Benjamini–Hochberg procedure to determine the differentially expressed HOX genes. An adjusted p-value of ≤ 0.01 was considered to be statistically significant.
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All the data used in the present study are freely available for the research community to access from publicly archived datasets, analyzed and/ generated from DepMap repository (https://depmap.org/portal/download/), Genomic Data Commons portal (https://portal.gdc.cancer.gov/), Gene Expression Omnibus Datasets ((https://www.ncbi.nlm.nih.gov/geo/)—GSE72627, GSE30784, GSE37991).
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All the data used in the present study are freely available for the research community to access from publicly archived datasets, analyzed and/ generated from DepMap repository (https://depmap.org/portal/download/), Genomic Data Commons portal (https://portal.gdc.cancer.gov/), Gene Expression Omnibus Datasets ((https://www.ncbi.nlm.nih.gov/geo/)—GSE72627, GSE30784, GSE37991).
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The 5′ HOX genes were aberrantly upregulated during oral carcinogenesis, reflecting their posterior prevalence.
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The 5′ HOX genes were aberrantly upregulated during oral carcinogenesis reflecting their posterior prevalence.
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The 5′ HOX genes were aberrantly upregulated during oral carcinogenesis, reflecting their posterior prevalence.
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Quality control, normalization and differential expression of the HOX genes in the sample cohorts were performed using the DESeq2 package19, which uses negative binomial distribution to model RNA-seq counts data. A log2 fold change of + 1 and − 1 was used as a threshold with 1% FDR corrected with the Benjamini–Hochberg procedure to determine the differentially expressed HOX genes. An adjusted p-value of ≤ 0.01 was considered to be statistically significant.
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All the data used in the present study are freely available for the research community to access from publicly archived datasets, analyzed and/ generated from DepMap repository (https://depmap.org/portal/download/), Genomic Data Commons portal (https://portal.gdc.cancer.gov/), Gene Expression Omnibus Datasets ((https://www.ncbi.nlm.nih.gov/geo/)—GSE72627, GSE30784, GSE37991).
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Quality control, normalization and differential expression of the HOX genes in the sample cohorts were performed using the DESeq2 package19, which uses negative binomial distribution to model RNA-seq counts data. A log2 fold change of + 1 and − 1 was used as a threshold with 1% FDR corrected with the Benjamini–Hochberg procedure to determine the differentially expressed HOX genes. An adjusted p-value of ≤ 0.01 was considered to be statistically significant.
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The contribution of HOX genes involvement in oral cancer phenotype has yet to be fully ascertained. TCGA-HNSC HTSeq-counts and clinical data were retrieved from the GDC portal for oral cavity neoplasms. GEO datasets (GSE72627, GSE30784, GSE37991) were accessed and analyzed using GEO2R. Differential HOX gene expression was profiled using the DESeq2 R package with a log2 fold change cut-off (- 1 and + 1) and Benjamini-Hochberg p-adjusted value at ≤ 0.01. Gene set over-representation analysis and semantic analysis associated with the disease ontology was performed using the ClusterProfiler R package, and pathway over-representation analysis was performed using IMPaLa. HOX protein interaction network was constructed using the Pathfind R package. HOX phenotype associations were performed using Mammalian Phenotype Ontology, Human Phenotype Ontology, PhenGenI associations, Jensen tissues, and OMIM entries. Drug connectivity mapping was carried out with Dr. Insight R package. HOXA2 was upregulated in oral dysplasia but silenced during tumor progression. Loss of HOXB2 expression was consistent in the potentially malignant oral lesions as well as in the primary tumor. HOXA7, HOXA10, HOXB7, HOXC6, HOXC10, HOXD10, and HOXD11 were consistently upregulated from premalignancy to malignancy and were notably associated with risk factors. Overrepresentation analysis suggested HOXA10 was involved in the transcriptional misregulation contributing to the oral cancer phenotype. HOX genes subnetwork analysis showed crucial interactions with cell cycle regulators, growth responsive elements, and proto-oncogenes. Phenotype associations specific to the oral region involving HOX genes provide intrinsic cues to tumor development. 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