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Pappalardo XG, Jansen G, Amaradio M, Costanza J, Umeton R, Guarino F, De Pinto V, Oliver SG, Messina A, Nicosia G. Inferring gene regulatory networks of ALS from blood transcriptome profiles. Heliyon 2024; 10:e40696. [PMID: 39687198 PMCID: PMC11648123 DOI: 10.1016/j.heliyon.2024.e40696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2024] [Revised: 11/21/2024] [Accepted: 11/24/2024] [Indexed: 12/18/2024] Open
Abstract
One of the most robust approaches to the prediction of causal driver genes of complex diseases is to apply reverse engineering methods to infer a gene regulatory network (GRN) from gene expression profiles (GEPs). In this work, we analysed 794 GEPs of 1117 human whole-blood samples from Amyotrophic Lateral Sclerosis (ALS) patients and healthy subjects reported in the GSE112681 dataset. GRNs for ALS and healthy individuals were reconstructed by ARACNe-AP (Algorithm for the Reconstruction of Accurate Cellular Networks - Adaptive Partitioning). In order to examine phenotypic differences in the ALS population surveyed, several datasets were built by arranging GEPs according to sex, spinal or bulbar onset, and survival time. The designed reverse engineering methodology identified a significant number of potential ALS-promoting mechanisms and putative transcriptional biomarkers that were previously unknown. In particular, the characterization of ALS phenotypic networks by pathway enrichment analysis has identified a gender-specific disease signature, namely network activation related to the radiation damage response, reported in the networks of bulbar and female ALS patients. Also, focusing on a smaller interaction network, we selected some hub genes to investigate their inferred pathological and healthy subnetworks. The inferred GRNs revealed the interconnection of the four selected hub genes (TP53, SOD1, ALS2, VDAC3) with p53-mediated pathways, suggesting the potential neurovascular response to ALS neuroinflammation. In addition to being well consistent with literature data, our results provide a novel integrated view of ALS transcriptional regulators, expanding information on the possible mechanisms underlying ALS and also offering important insights for diagnostic purposes and for developing possible therapies for a disease yet incurable.
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Affiliation(s)
- Xena G. Pappalardo
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
| | - Giorgio Jansen
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
- Department of Biochemistry, University of Cambridge, Cambridge, UK
| | - Matteo Amaradio
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
| | - Jole Costanza
- The National Institute of Molecular Genetics “Romeo and Enrica Invernizzi”, Milano, Italy
| | - Renato Umeton
- Department of Informatics and Analytics, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Francesca Guarino
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
- National Institute of Biostructures and Biosystems, Section of Catania, Catania, Italy
| | - Vito De Pinto
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
- National Institute of Biostructures and Biosystems, Section of Catania, Catania, Italy
| | | | - Angela Messina
- Department of Biological, Geological and Environmental Sciences, University of Catania, Catania, Italy
- National Institute of Biostructures and Biosystems, Section of Catania, Catania, Italy
| | - Giuseppe Nicosia
- Department of Biomedical and Biotechnological Sciences, University of Catania, Catania, Italy
- Department of Biochemistry, University of Cambridge, Cambridge, UK
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Abstract
Metazoans encode clusters of paralogous Hox genes that are critical for proper development of the body plan. However, there are a number of unresolved issues regarding how paralogous Hox factors achieve specificity to control distinct cell fates. First, how do Hox paralogs, which have very similar DNA binding preferences in vitro, drive different transcriptional programs in vivo? Second, the number of potential Hox binding sites within the genome is vast compared to the number of sites bound. Hence, what determines where in the genome Hox factors bind? Third, what determines whether a Hox factor will activate or repress a specific target gene? Here, we review the current evidence that is beginning to shed light onto these questions. In particular, we highlight how cooperative interactions with other transcription factors (especially PBC and HMP proteins) and the sequences of cis-regulatory modules provide a basis for the mechanisms of Hox specificity. We conclude by integrating a number of the concepts described throughout the review in a case study of a highly interrogated Drosophila cis-regulatory module named “The Distal-less Conserved Regulatory Element” (DCRE).
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Affiliation(s)
- Arya Zandvakili
- Molecular and Developmental Biology Graduate Program, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229, USA
- Medical-Scientist Training Program, University of Cincinnati College of Medicine, Cincinnati, OH 45267, USA;
| | - Brian Gebelein
- Division of Developmental Biology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH 45229, USA
- Correspondence: ; Tel.: +1-513-636-3366
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Role of HOXA9 in leukemia: dysregulation, cofactors and essential targets. Oncogene 2015; 35:1090-8. [PMID: 26028034 DOI: 10.1038/onc.2015.174] [Citation(s) in RCA: 128] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2015] [Revised: 03/24/2015] [Accepted: 04/14/2015] [Indexed: 02/08/2023]
Abstract
HOXA9 is a homeodomain-containing transcription factor that has an important role in hematopoietic stem cell expansion and is commonly deregulated in acute leukemias. A variety of upstream genetic alterations in acute myeloid leukemia lead to overexpression of HOXA9, which is a strong predictor of poor prognosis. In many cases, HOXA9 has been shown to be necessary for maintaining leukemic transformation; however, the molecular mechanisms through which it promotes leukemogenesis remain elusive. Recent work has established that HOXA9 regulates downstream gene expression through binding at promoter distal enhancers along with a subset of cell-specific cofactor and collaborator proteins. Increasing efforts are being made to identify both the critical cofactors and target genes required for maintaining transformation in HOXA9-overexpressing leukemias. With continued advances in understanding HOXA9-mediated transformation, there is a wealth of opportunity for developing novel therapeutics that would be applicable for greater than 50% of AML with overexpression of HOXA9.
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Di Bonito M, Glover JC, Studer M. Hox genes and region-specific sensorimotor circuit formation in the hindbrain and spinal cord. Dev Dyn 2013; 242:1348-68. [PMID: 23996673 DOI: 10.1002/dvdy.24055] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2013] [Revised: 08/29/2013] [Accepted: 08/29/2013] [Indexed: 01/17/2023] Open
Abstract
Homeobox (Hox) genes were originally discovered in the fruit fly Drosophila, where they function through a conserved homeodomain as transcriptional regulators to control embryonic morphogenesis. In vertebrates, 39 Hox genes have been identified and like their Drosophila counterparts they are organized within chromosomal clusters. Hox genes interact with various cofactors, such as the TALE homeodomain proteins, in recognition of consensus sequences within regulatory elements of their target genes. In vertebrates, Hox genes display spatially restricted patterns of expression within the developing hindbrain and spinal cord, and are considered crucial determinants of segmental identity and cell specification along the anterioposterior and dorsoventral axes of the embryo. Here, we review their later roles in the assembly of neuronal circuitry, in stereotypic neuronal migration, axon pathfinding, and topographic connectivity. Importantly, we will put some emphasis on how their early-segmented expression patterns can influence the formation of complex vital hindbrain and spinal cord circuitries.
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Affiliation(s)
- Maria Di Bonito
- University of Nice-Sophia Antipolis, F-06108, Nice, France; INSERM, iBV, UMR 1091, F-06108, Nice, France
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Lacombe J, Hanley O, Jung H, Philippidou P, Surmeli G, Grinstein J, Dasen JS. Genetic and functional modularity of Hox activities in the specification of limb-innervating motor neurons. PLoS Genet 2013; 9:e1003184. [PMID: 23359544 PMCID: PMC3554521 DOI: 10.1371/journal.pgen.1003184] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2012] [Accepted: 11/06/2012] [Indexed: 11/18/2022] Open
Abstract
A critical step in the assembly of the neural circuits that control tetrapod locomotion is the specification of the lateral motor column (LMC), a diverse motor neuron population targeting limb musculature. Hox6 paralog group genes have been implicated as key determinants of LMC fate at forelimb levels of the spinal cord, through their ability to promote expression of the LMC-restricted genes Foxp1 and Raldh2 and to suppress thoracic fates through exclusion of Hoxc9. The specific roles and mechanisms of Hox6 gene function in LMC neurons, however, are not known. We show that Hox6 genes are critical for diverse facets of LMC identity and define motifs required for their in vivo specificities. Although Hox6 genes are necessary for generating the appropriate number of LMC neurons, they are not absolutely required for the induction of forelimb LMC molecular determinants. In the absence of Hox6 activity, LMC identity appears to be preserved through a diverse array of Hox5–Hox8 paralogs, which are sufficient to reprogram thoracic motor neurons to an LMC fate. In contrast to the apparently permissive Hox inputs to early LMC gene programs, individual Hox genes, such as Hoxc6, have specific roles in promoting motor neuron pool diversity within the LMC. Dissection of motifs required for Hox in vivo specificities reveals that either cross-repressive interactions or cooperativity with Pbx cofactors are sufficient to induce LMC identity, with the N-terminus capable of promoting columnar, but not pool, identity when transferred to a heterologous homeodomain. These results indicate that Hox proteins orchestrate diverse aspects of cell fate specification through both the convergent regulation of gene programs regulated by many paralogs and also more restricted actions encoded through specificity determinants in the N-terminus. Coordinated motor behaviors—as complex as playing a musical instrument or as simple as walking—rely on the ability of motor neurons within the spinal cord to navigate towards and establish specific connections with muscles in the limbs. The establishment of connections between motor neurons and limb muscles is mediated through the actions of genes encoding Hox proteins, a large family of transcription factors conserved amongst all metazoans. However, the specific requirements for Hox genes in motor neuron specification and patterns of muscle connectivity are poorly understood. We have found that members of the Hox6 gene paralog group (Hoxa6, Hoxc6, and Hoxb6) contribute to diverse aspects of motor neuron subtype differentiation. Hox6 gene activity is required during two critical phases of motor neuron development: first as motor axons select a trajectory toward the forelimb and second as they choose specific muscles to innervate. At the molecular level, these two functions are encoded by distinct peptide domains within Hox proteins. This work indicates that Hox proteins execute their critical functions in motor neurons through intrinsic modules that confer distinct specificities and that these activities are central in the genetic network required for motor neuron differentiation.
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Affiliation(s)
- Julie Lacombe
- Smilow Neuroscience Program, Department of Physiology and Neuroscience, Howard Hughes Medical Institute, NYU School of Medicine, New York, New York, United States of America
| | - Olivia Hanley
- Smilow Neuroscience Program, Department of Physiology and Neuroscience, Howard Hughes Medical Institute, NYU School of Medicine, New York, New York, United States of America
| | - Heekyung Jung
- Smilow Neuroscience Program, Department of Physiology and Neuroscience, Howard Hughes Medical Institute, NYU School of Medicine, New York, New York, United States of America
| | - Polyxeni Philippidou
- Smilow Neuroscience Program, Department of Physiology and Neuroscience, Howard Hughes Medical Institute, NYU School of Medicine, New York, New York, United States of America
| | - Gulsen Surmeli
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, New York, United States of America
| | - Jonathan Grinstein
- Smilow Neuroscience Program, Department of Physiology and Neuroscience, Howard Hughes Medical Institute, NYU School of Medicine, New York, New York, United States of America
| | - Jeremy S. Dasen
- Smilow Neuroscience Program, Department of Physiology and Neuroscience, Howard Hughes Medical Institute, NYU School of Medicine, New York, New York, United States of America
- * E-mail:
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