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1.
Nat Rev Mol Cell Biol ; 25(6): 488-509, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38355760

RESUMO

Over the past two decades, protein S-acylation (often referred to as S-palmitoylation) has emerged as an important regulator of vital signalling pathways. S-Acylation is a reversible post-translational modification that involves the attachment of a fatty acid to a protein. Maintenance of the equilibrium between protein S-acylation and deacylation has demonstrated profound effects on various cellular processes, including innate immunity, inflammation, glucose metabolism and fat metabolism, as well as on brain and heart function. This Review provides an overview of current understanding of S-acylation and deacylation enzymes, their spatiotemporal regulation by sophisticated multilayered mechanisms, and their influence on protein function, cellular processes and physiological pathways. Furthermore, we examine how disruptions in protein S-acylation are associated with a broad spectrum of diseases from cancer to autoinflammatory disorders and neurological conditions.


Assuntos
Processamento de Proteína Pós-Traducional , Humanos , Animais , Acilação , Transdução de Sinais , Lipoilação , Proteínas/metabolismo
2.
Cell ; 178(1): 122-134.e12, 2019 06 27.
Artigo em Inglês | MEDLINE | ID: mdl-31230714

RESUMO

Epitranscriptomic regulation controls information flow through the central dogma and provides unique opportunities for manipulating cells at the RNA level. However, both fundamental studies and potential translational applications are impeded by a lack of methods to target specific RNAs with effector proteins. Here, we present CRISPR-Cas-inspired RNA targeting system (CIRTS), a protein engineering strategy for constructing programmable RNA control elements. We show that CIRTS is a simple and generalizable approach to deliver a range of effector proteins, including nucleases, degradation machinery, translational activators, and base editors to target transcripts. We further demonstrate that CIRTS is not only smaller than naturally occurring CRISPR-Cas programmable RNA binding systems but can also be built entirely from human protein parts. CIRTS provides a platform to probe fundamental RNA regulatory processes, and the human-derived nature of CIRTS provides a potential strategy to avoid immune issues when applied to epitranscriptome-modulating therapies.


Assuntos
Edição de Genes/métodos , Engenharia de Proteínas/métodos , RNA Guia de Cinetoplastídeos/metabolismo , RNA/metabolismo , Nucleases dos Efetores Semelhantes a Ativadores de Transcrição/metabolismo , Sistemas CRISPR-Cas/genética , Escherichia coli/genética , Técnicas de Silenciamento de Genes , Células HEK293 , Humanos , Biossíntese de Proteínas , Proteólise , RNA Interferente Pequeno , Nucleases dos Efetores Semelhantes a Ativadores de Transcrição/genética , Transfecção
3.
Proc Natl Acad Sci U S A ; 121(29): e2400883121, 2024 Jul 16.
Artigo em Inglês | MEDLINE | ID: mdl-38980908

RESUMO

Gasdermin D (GSDMD)-mediated pyroptotic cell death drives inflammatory cytokine release and downstream immune responses upon inflammasome activation, which play important roles in host defense and inflammatory disorders. Upon activation by proteases, the GSDMD N-terminal domain (NTD) undergoes oligomerization and membrane translocation in the presence of lipids to assemble pores. Despite intensive studies, the molecular events underlying the transition of GSDMD from an autoinhibited soluble form to an oligomeric pore form inserted into the membrane remain incompletely understood. Previous work characterized S-palmitoylation for gasdermins from bacteria, fungi, invertebrates, as well as mammalian gasdermin E (GSDME). Here, we report that a conserved residue Cys191 in human GSDMD was S-palmitoylated, which promoted GSDMD-mediated pyroptosis and cytokine release. Mutation of Cys191 or treatment with palmitoyltransferase inhibitors cyano-myracrylamide (CMA) or 2-bromopalmitate (2BP) suppressed GSDMD palmitoylation, its localization to the membrane and dampened pyroptosis or IL-1ß secretion. Furthermore, Gsdmd-dependent inflammatory responses were alleviated by inhibition of palmitoylation in vivo. By contrast, coexpression of GSDMD with palmitoyltransferases enhanced pyroptotic cell death, while introduction of exogenous palmitoylation sequences fully restored pyroptotic activities to the C191A mutant, suggesting that palmitoylation-mediated membrane localization may be distinct from other molecular events such as GSDMD conformational change during pore assembly. Collectively, our study suggests that S-palmitoylation may be a shared regulatory mechanism for GSDMD and other gasdermins, which points to potential avenues for therapeutically targeting S-palmitoylation of gasdermins in inflammatory disorders.


Assuntos
Cisteína , Peptídeos e Proteínas de Sinalização Intracelular , Lipoilação , Proteínas de Ligação a Fosfato , Piroptose , Proteínas de Ligação a Fosfato/metabolismo , Proteínas de Ligação a Fosfato/genética , Humanos , Peptídeos e Proteínas de Sinalização Intracelular/metabolismo , Peptídeos e Proteínas de Sinalização Intracelular/genética , Cisteína/metabolismo , Animais , Camundongos , Citocinas/metabolismo , Células HEK293 , Inflamassomos/metabolismo , Gasderminas
4.
Trends Biochem Sci ; 47(5): 403-416, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-35427479

RESUMO

Noncovalent interactions between biomolecules such as proteins and nucleic acids coordinate all cellular processes through changes in proximity. Tools that perturb these interactions are and will continue to be highly valuable for basic and translational scientific endeavors. By taking cues from natural systems, such as the adaptive immune system, we can design directed evolution platforms that can generate proteins that bind to biomolecules of interest. In recent years, the platforms used to direct the evolution of biomolecular binders have greatly expanded the range of types of interactions one can evolve. Herein, we review recent advances in methods to evolve protein-protein, protein-RNA, and protein-DNA interactions.


Assuntos
DNA , Ácidos Nucleicos , Evolução Molecular Direcionada/métodos , Proteínas/genética , RNA
5.
Nature ; 585(7823): E1, 2020 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-32814906

RESUMO

An amendment to this paper has been published and can be accessed via a link at the top of the paper.

6.
Nature ; 582(7811): 214-218, 2020 06.
Artigo em Inglês | MEDLINE | ID: mdl-32528090

RESUMO

Design-specific control over excited-state dynamics is necessary for any application seeking to convert light into chemical potential. Such control is especially desirable in iron(II)-based chromophores, which are an Earth-abundant option for a wide range of photo-induced electron-transfer applications including solar energy conversion1 and catalysis2. However, the sub-200-femtosecond lifetimes of the redox-active metal-to-ligand charge transfer (MLCT) excited states typically encountered in these compounds have largely precluded their widespread use3. Here we show that the MLCT lifetime of an iron(II) complex can be manipulated using information from excited-state quantum coherences as a guide to implementing synthetic modifications that can disrupt the reaction coordinate associated with MLCT decay. We developed a structurally tunable molecular platform in which vibronic coherences-that is, coherences reflecting a coupling of vibrational and electronic degrees of freedom-were observed in ultrafast time-resolved absorption measurements after MLCT excitation of the molecule. Following visualization of the vibrational modes associated with these coherences, we synthetically modified an iron(II) chromophore to interfere with these specific atomic motions. The redesigned compound exhibits a MLCT lifetime that is more than a factor of 20 longer than that of the parent compound, indicating that the structural modification at least partially decoupled these degrees of freedom from the population dynamics associated with the electronic-state evolution of the system. These results demonstrate that using excited-state coherence data may be used to tailor ultrafast excited-state dynamics through targeted synthetic design.

7.
Proc Natl Acad Sci U S A ; 120(10): e2215290120, 2023 03 07.
Artigo em Inglês | MEDLINE | ID: mdl-36848557

RESUMO

Major Facilitator Superfamily Domain containing 2a (Mfsd2a) is a sodium-dependent lysophosphatidylcholine (LPC) transporter expressed at the blood-brain barrier that constitutes the main pathway by which the brain obtains omega-3 fatty acids, such as docosahexanoic acid. Mfsd2a deficiency in humans results in severe microcephaly, underscoring the importance of LPC transport by Mfsd2a for brain development. Biochemical studies and recent cryo-electron microscopy (cryo-EM) structures of Mfsd2a bound to LPC suggest that Mfsd2a transports LPC via an alternating access mechanism between outward-facing and inward-facing conformational states in which the LPC inverts during transport between the outer and inner leaflet of a membrane. However, direct biochemical evidence of flippase activity by Mfsd2a has not been demonstrated and it is not understood how Mfsd2a could invert LPC between the outer and inner leaflet of the membrane in a sodium-dependent manner. Here, we established a unique in vitro assay using recombinant Mfsd2a reconstituted in liposomes that exploits the ability of Mfsd2a to transport lysophosphatidylserine (LPS) coupled with a small molecule LPS binding fluorophore that allowed for monitoring of directional flipping of the LPS headgroup from the outer to the inner liposome membrane. Using this assay, we demonstrate that Mfsd2a flips LPS from the outer to the inner leaflet of a membrane bilayer in a sodium-dependent manner. Furthermore, using cryo-EM structures as guides together with mutagenesis and a cell-based transport assay, we identify amino acid residues important for Mfsd2a activity that likely constitute substrate interaction domains. These studies provide direct biochemical evidence that Mfsd2a functions as a lysolipid flippase.


Assuntos
Ácidos Graxos Ômega-3 , Simportadores , Humanos , Microscopia Crioeletrônica , Lipopolissacarídeos , Lisofosfatidilcolinas , Aminoácidos , Lipossomos
8.
Semin Cell Dev Biol ; 146: 70-79, 2023 09 15.
Artigo em Inglês | MEDLINE | ID: mdl-36604249

RESUMO

Viruses rely on host cells for energy and synthesis machinery required for genome replication and particle assembly. Due to the dependence of viruses on host cells, viruses have evolved multiple mechanisms by which they can induce metabolic changes in the host cell to suit their specific requirements. The host immune response also involves metabolic changes to be able to react to viral insult. Polyamines are small ubiquitously expressed polycations, and their metabolism is critical for viral replication and an adequate host immune response. This is due to the variety of functions that polyamines have, ranging from condensing DNA to enhancing the translation of polyproline-containing proteins through the hypusination of eIF5A. Here, we review the diverse mechanisms by which viruses exploit polyamines, as well as the mechanisms by which immune cells utilize polyamines for their functions. Furthermore, we highlight potential avenues for further study of the host-virus interface.


Assuntos
Interações entre Hospedeiro e Microrganismos , Poliaminas , Viroses , Replicação Viral , Vírus , Humanos , Imunidade Adaptativa , Antineoplásicos/farmacologia , Antivirais/farmacologia , Eflornitina/farmacologia , Interações entre Hospedeiro e Microrganismos/imunologia , Poliaminas/antagonistas & inibidores , Poliaminas/metabolismo , Viroses/metabolismo , Viroses/virologia , Vírus/metabolismo , Processamento de Proteína Pós-Traducional , Lisina , Fator de Iniciação de Tradução Eucariótico 5A
9.
J Cell Sci ; 136(7)2023 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-37039765

RESUMO

Activity-induced changes in protein palmitoylation can regulate the plasticity of synaptic connections, critically impacting learning and memory. Palmitoylation is a reversible post-translational modification regulated by both palmitoyl-acyl transferases that mediate palmitoylation and palmitoyl thioesterases that depalmitoylate proteins. However, it is not clear how fluctuations in synaptic activity can mediate the dynamic palmitoylation of neuronal proteins. Using primary hippocampal cultures, we demonstrate that synaptic activity does not impact the transcription of palmitoylating and depalmitoylating enzymes, changes in thioesterase activity, or post-translational modification of the depalmitoylating enzymes of the ABHD17 family and APT2 (also known as LYPLA2). In contrast, synaptic activity does mediate post-translational modification of the palmitoylating enzymes ZDHHC2, ZDHHC5 and ZDHHC9 (but not ZDHHC8) to influence protein-protein interactions, enzyme stability and enzyme function. Post-translational modifications of the ZDHHC enzymes were also observed in the hippocampus following fear conditioning. Taken together, our findings demonstrate that signaling events activated by synaptic activity largely impact activity of the ZDHHC family of palmitoyl-acyl transferases with less influence on the activity of palmitoyl thioesterases.


Assuntos
Hipocampo , Neurônios , Processamento de Proteína Pós-Traducional , Animais , Ratos , Hipocampo/metabolismo , Lipoilação , Neurônios/metabolismo , Ratos Sprague-Dawley , Transdução de Sinais
10.
PLoS Pathog ; 19(4): e1011317, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-37071661

RESUMO

Metabolism is key to cellular processes that underlie the ability of a virus to productively infect. Polyamines are small metabolites vital for many host cell processes including proliferation, transcription, and translation. Polyamine depletion also inhibits virus infection via diverse mechanisms, including inhibiting polymerase activity and viral translation. We showed that Coxsackievirus B3 (CVB3) attachment requires polyamines; however, the mechanism was unknown. Here, we report polyamines' involvement in translation, through a process called hypusination, promotes expression of cholesterol synthesis genes by supporting SREBP2 synthesis, the master transcriptional regulator of cholesterol synthesis genes. Measuring bulk transcription, we find polyamines support expression of cholesterol synthesis genes, regulated by SREBP2. Thus, polyamine depletion inhibits CVB3 by depleting cellular cholesterol. Exogenous cholesterol rescues CVB3 attachment, and mutant CVB3 resistant to polyamine depletion exhibits resistance to cholesterol perturbation. This study provides a novel link between polyamine and cholesterol homeostasis, a mechanism through which polyamines impact CVB3 infection.


Assuntos
Infecções por Coxsackievirus , Infecções por Enterovirus , Enterovirus , Humanos , Enterovirus/metabolismo , Poliaminas/metabolismo , Replicação Viral , Enterovirus Humano B
11.
Proc Natl Acad Sci U S A ; 119(14): e2103400119, 2022 04 05.
Artigo em Inglês | MEDLINE | ID: mdl-35344422

RESUMO

SignificanceOnly an estimated 1 to 10% of Earth's species have been formally described. This discrepancy between the number of species with a formal taxonomic description and actual number of species (i.e., the Linnean shortfall) hampers research across the biological sciences. To explore whether the Linnean shortfall results from poor taxonomic practice or not enough taxonomic effort, we applied machine-learning techniques to build a predictive model to identify named species that are likely to contain hidden diversity. Results indicate that small-bodied species with large, climatically variable ranges are most likely to contain hidden species. These attributes generally match those identified in the taxonomic literature, indicating that the Linnean shortfall is caused by societal underinvestment in taxonomy rather than poor taxonomic practice.


Assuntos
Biodiversidade , Mamíferos , Animais , Filogenia
12.
Proc Natl Acad Sci U S A ; 119(40): e2210353119, 2022 10 04.
Artigo em Inglês | MEDLINE | ID: mdl-36161949

RESUMO

The lysosome is central to the degradation of proteins, carbohydrates, and lipids and their salvage back to the cytosol for reutilization. Lysosomal transporters for amino acids, sugars, and cholesterol have been identified, and the metabolic fates of these molecules in the cytoplasm have been elucidated. Remarkably, it is not known whether lysosomal salvage exists for glycerophospholipids, the major constituents of cellular membranes. By using a transport assay screen against orphan lysosomal transporters, we identified the major facilitator superfamily protein Spns1 that is ubiquitously expressed in all tissues as a proton-dependent lysophosphatidylcholine (LPC) and lysophosphatidylethanolamine (LPE) transporter, with LPC and LPE being the lysosomal breakdown products of the most abundant eukaryotic phospholipids, phosphatidylcholine and phosphatidylethanolamine, respectively. Spns1 deficiency in cells, zebrafish embryos, and mouse liver resulted in lysosomal accumulation of LPC and LPE species with pathological consequences on lysosomal function. Flux analysis using stable isotope-labeled phospholipid apolipoprotein E nanodiscs targeted to lysosomes showed that LPC was transported out of lysosomes in an Spns1-dependent manner and re-esterified back into the cytoplasmic pools of phosphatidylcholine. Our findings identify a phospholipid salvage pathway from lysosomes to the cytosol that is dependent on Spns1 and critical for maintaining normal lysosomal function.


Assuntos
Lisofosfolipídeos , Proteínas de Membrana Transportadoras , Fosfatidiletanolaminas , Peixe-Zebra , Animais , Lisofosfatidilcolinas/metabolismo , Lisofosfolipídeos/metabolismo , Lisossomos/metabolismo , Proteínas de Membrana , Proteínas de Membrana Transportadoras/metabolismo , Camundongos , Fosfatidilcolinas/metabolismo , Fosfatidiletanolaminas/metabolismo , Prótons , Peixe-Zebra/metabolismo , Proteínas de Peixe-Zebra
13.
J Neurosci ; 43(43): 7084-7100, 2023 10 25.
Artigo em Inglês | MEDLINE | ID: mdl-37669863

RESUMO

The RNA modification N6-methyladenosine (m6A) regulates the interaction between RNA and various RNA binding proteins within the nucleus and other subcellular compartments and has recently been shown to be involved in experience-dependent plasticity, learning, and memory. Using m6A RNA-sequencing, we have discovered a distinct population of learning-related m6A- modified RNAs at the synapse, which includes the long noncoding RNA metastasis-associated lung adenocarcinoma transcript 1 (Malat1). RNA immunoprecipitation and mass spectrometry revealed 12 new synapse-specific learning-induced m6A readers in the mPFC of male C57/BL6 mice, with m6A-modified Malat1 binding to a subset of these, including CYFIP2 and DPYSL2. In addition, a cell type- and synapse-specific, and state-dependent, reduction of m6A on Malat1 impairs fear-extinction memory; an effect that likely occurs through a disruption in the interaction between Malat1 and DPYSL2 and an associated decrease in dendritic spine formation. These findings highlight the critical role of m6A in regulating the functional state of RNA during the consolidation of fear-extinction memory, and expand the repertoire of experience-dependent m6A readers in the synaptic compartment.SIGNIFICANCE STATEMENT We have discovered that learning-induced m6A-modified RNA (including the long noncoding RNA, Malat1) accumulates in the synaptic compartment. We have identified several new m6A readers that are associated with fear extinction learning and demonstrate a causal relationship between m6A-modified Malat1 and the formation of fear-extinction memory. These findings highlight the role of m6A in regulating the functional state of an RNA during memory formation and expand the repertoire of experience-dependent m6A readers in the synaptic compartment.


Assuntos
Medo , RNA Longo não Codificante , Animais , Masculino , Camundongos , Extinção Psicológica , Medo/fisiologia , Aprendizagem/fisiologia , RNA Longo não Codificante/metabolismo , Sinapses/metabolismo
14.
Artigo em Inglês | MEDLINE | ID: mdl-38895980

RESUMO

Elevated skeletal muscle diacylglycerols (DAG) and ceramides can impair insulin signaling, and acylcarnitines (acylCN) reflect impaired fatty acid oxidation, thus the intramuscular lipid profile is indicative of insulin resistance. Acute (i.e., postprandial) hyperinsulinemia has been shown to elevate lipids in healthy muscle and is an independent risk factor for type 2 diabetes (T2D). It is unclear how the relationship between acute hyperinsulinemia and the muscle lipidome interacts, thus contributing to or exacerbating insulin resistance. We investigated the impact of acute hyperinsulinemia on the muscle lipidome in order to help characterize the physiological basis in which hyperinsulinemia elevates T2D risk. Endurance athletes (n=12), sedentary lean adults (n=12), and individuals with obesity (n=13) and T2D (n=7) underwent a hyperinsulinemic-euglycemic clamp with muscle biopsies. While there were no significant differences in total 1,2-DAG fluctuations, there was a 2% decrease in athletes versus a 53% increase in T2D. C18 1,2-DAGs increased during the clamp with T2D only, which negatively correlated with insulin sensitivity. Basal muscle C18:0 ceramides were elevated with T2D, but not altered by clamp. Acylcarnitines were universally lowered during hyperinsulinemia, with more robust reductions of 80% in athletes compared to only 46% with T2D. Similar fluctuations with acute hyperinsulinemia increasing 1,2 DAGs in insulin-resistant phenotypes and universally lowering acylcarnitines were observed in male mice. In conclusion, acute hyperinsulinemia elevates muscle 1,2-DAG levels with insulin-resistant phenotypes. This suggests a possible dysregulation of intramuscular lipid metabolism in the fed state in individuals with low insulin sensitivity, which may exacerbate insulin resistance.

15.
Development ; 148(6)2021 03 17.
Artigo em Inglês | MEDLINE | ID: mdl-33597191

RESUMO

Radial glia (RG) in the neocortex sequentially generate distinct subtypes of projection neurons, accounting for the diversity and complex assembly of cortical neural circuits. Mechanisms that drive the rapid and precise temporal progression of RG are beginning to be elucidated. Here, we reveal that the RG-specific transcriptional regulator PRDM16 promotes the transition of early to late phase of neurogenesis in the mouse neocortex. Loss of Prdm16 delays the timely progression of RG, leading to defective cortical laminar organization. Our genomic analyses demonstrate that PRDM16 regulates a subset of genes that are dynamically expressed between early and late neurogenesis. We show that PRDM16 suppresses target gene expression through limiting chromatin accessibility of permissive enhancers. We further confirm that crucial target genes regulated by PRDM16 are neuronal specification genes, cell cycle regulators and molecules required for neuronal migration. These findings provide evidence to support the finding that neural progenitors temporally shift the gene expression program to achieve neural cell diversity.


Assuntos
Diferenciação Celular/genética , Proteínas de Ligação a DNA/genética , Neurogênese/genética , Neurônios/metabolismo , Fatores de Transcrição/genética , Animais , Movimento Celular/genética , Cromatina/genética , Células Ependimogliais/metabolismo , Regulação da Expressão Gênica no Desenvolvimento/genética , Camundongos , Neocórtex/crescimento & desenvolvimento , Neocórtex/metabolismo , Células-Tronco Neurais/metabolismo , Neuroglia/metabolismo , Transdução de Sinais/genética
16.
J Cardiovasc Electrophysiol ; 35(7): 1370-1381, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38725227

RESUMO

INTRODUCTION: Although prior studies indicate that a QTc > 500 ms on a single baseline 12-lead electrocardiogram (ECG) is associated with significantly increased risk of arrhythmic events in long QT syndrome (LQTS), less is known about the risk of persistent QT prolongation. We sought to determine QTc persistence and its prognostic effect on breakthrough cardiac events (BCEs) among pediatric patients treated for LQTS. METHODS: We performed a retrospective analysis of 433 patients with LQTS evaluated, risk-stratified, and undergoing active guideline-based LQTS treatment between 1999 and 2019. BCEs were defined as arrhythmogenic syncope/seizure, sudden cardiac arrest (SCA), appropriate VF-terminating ICD shock, and sudden cardiac death (SCD). RESULTS: During the median follow-up of 5.5 years (interquartile range [IQR] = 3-9), 32 (7%) patients experienced a total of 129 BCEs. A maximum QTc threshold of 520 ms and median QTc threshold of 490 ms were determined to be strong predictors for BCEs. A landmark analysis controlling for age, sex, genotype, and symptomatic status demonstrated models utilizing both the median QTc and maximum QTc demonstrated the highest discriminatory value (c-statistic = 0.93-0.95). Patients in the high-risk group (median QTc > 490 ms and maximum QTc > 520 ms) had a significantly lower BCE free survival (70%-81%) when compared to patients in both medium-risk (93%-97%) and low-risk (98%-99%) groups. CONCLUSIONS: The risk of BCE among patients treated for LQTS increases not only based upon their maximum QTc, but also their median QTc (persistence of QTc prolongation). Patients with a maximum QTc > 520 ms and median QTc > 490 ms over serial 12-lead ECGs are at the highest risk of BCE while on guideline-directed medical therapy.


Assuntos
Potenciais de Ação , Morte Súbita Cardíaca , Eletrocardiografia , Frequência Cardíaca , Síndrome do QT Longo , Valor Preditivo dos Testes , Humanos , Masculino , Síndrome do QT Longo/diagnóstico , Síndrome do QT Longo/fisiopatologia , Feminino , Estudos Retrospectivos , Criança , Medição de Risco , Fatores de Risco , Adolescente , Morte Súbita Cardíaca/prevenção & controle , Morte Súbita Cardíaca/etiologia , Pré-Escolar , Fatores de Tempo , Fatores Etários , Lactente , Resultado do Tratamento , Sistema de Condução Cardíaco/fisiopatologia
17.
Mol Phylogenet Evol ; 198: 108116, 2024 Jun 12.
Artigo em Inglês | MEDLINE | ID: mdl-38871263

RESUMO

While genetic variation in any species is potentially shaped by a range of processes, phylogeography and landscape genetics are largely concerned with inferring how environmental conditions and landscape features impact neutral intraspecific diversity. However, even as both disciplines have come to utilize SNP data over the last decades, analytical approaches have remained for the most part focused on either broad-scale inferences of historical processes (phylogeography) or on more localized inferences about environmental and/or landscape features (landscape genetics). Here we demonstrate that an artificial intelligence model-based analytical framework can consider both deeper historical factors and landscape-level processes in an integrated analysis. We implement this framework using data collected from two Brazilian anurans, the Brazilian sibilator frog (Leptodactylus troglodytes) and granular toad (Rhinella granulosa). Our results indicate that historical demographic processes shape most the genetic variation in the sibulator frog, while landscape processes primarily influence variation in the granular toad. The machine learning framework used here allows both historical and landscape processes to be considered equally, rather than requiring researchers to make an a priori decision about which factors are important.

18.
Heredity (Edinb) ; 132(6): 284-295, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38575800

RESUMO

One key research goal of evolutionary biology is to understand the origin and maintenance of genetic variation. In the Cerrado, the South American savanna located primarily in the Central Brazilian Plateau, many hypotheses have been proposed to explain how landscape features (e.g., geographic distance, river barriers, topographic compartmentalization, and historical climatic fluctuations) have promoted genetic structure by mediating gene flow. Here, we asked whether these landscape features have influenced the genetic structure and differentiation in the lizard species Norops brasiliensis (Squamata: Dactyloidae). To achieve our goal, we used a genetic clustering analysis and estimate an effective migration surface to assess genetic structure in the focal species. Optimized isolation-by-resistance models and a simulation-based approach combined with machine learning (convolutional neural network; CNN) were then used to infer current and historical effects on population genetic structure through 12 unique landscape models. We recovered five geographically distributed populations that are separated by regions of lower-than-expected gene flow. The results of the CNN showed that geographic distance is the sole predictor of genetic variation in N. brasiliensis, and that slope, rivers, and historical climate had no discernible influence on gene flow. Our novel CNN approach was accurate (89.5%) in differentiating each landscape model. CNN and other machine learning approaches are still largely unexplored in landscape genetics studies, representing promising avenues for future research with increasingly accessible genomic datasets.


Assuntos
Fluxo Gênico , Variação Genética , Genética Populacional , Lagartos , Animais , Lagartos/genética , Brasil , Modelos Genéticos , Aprendizado de Máquina
19.
Pharmacol Res ; 199: 107048, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38145833

RESUMO

High baseline clearance of immune checkpoint inhibitors (ICIs), independent of dose or systemic exposure, is associated with cachexia and poor outcomes in cancer patients. Mechanisms linking ICI clearance, cachexia and ICI therapy failure are unknown. Here, we evaluate in four murine models and across multiple antibodies whether altered baseline catabolic clearance of administered antibody requires a tumor and/or cachexia and whether medical reversal of cachexia phenotype can alleviate altered clearance. Key findings include mild cachexia phenotype and lack of elevated pembrolizumab clearance in the MC38 tumor-bearing model. We also observed severe cachexia and decreased, instead of increased, baseline pembrolizumab clearance in the tumor-free cisplatin-induced cachexia model. Liver Fcgrt expression correlated with altered baseline catabolic clearance, though elevated clearance was still observed with antibodies having no (human IgA) or reduced (human H310Q IgG1) FcRn binding. We conclude cachexia phenotype coincides with altered antibody clearance, though tumor presence is neither sufficient nor necessary for altered clearance in immunocompetent mice. Magnitude and direction of clearance alteration correlated with hepatic Fcgrt, suggesting changes in FcRn expression and/or recycling function may be partially responsible, though factors beyond FcRn also contribute to altered clearance in cachexia.


Assuntos
Inibidores de Checkpoint Imunológico , Neoplasias , Humanos , Animais , Camundongos , Inibidores de Checkpoint Imunológico/uso terapêutico , Caquexia/tratamento farmacológico , Caquexia/etiologia , Caquexia/metabolismo , Neoplasias/complicações , Neoplasias/tratamento farmacológico , Neoplasias/metabolismo , Fígado/metabolismo , Imunoglobulina G/metabolismo
20.
PLoS Comput Biol ; 19(9): e1010704, 2023 09.
Artigo em Inglês | MEDLINE | ID: mdl-37733808

RESUMO

In many organisms, interactions among genes lead to multiple functional states, and changes to interactions can lead to transitions into new states. These transitions can be related to bifurcations (or critical points) in dynamical systems theory. Characterizing these collective transitions is a major challenge for systems biology. Here, we develop a statistical method for identifying bistability near a continuous transition directly from high-dimensional gene expression data. We apply the method to data from honey bees, where a known developmental transition occurs between bees performing tasks in the nest and leaving the nest to forage. Our method, which makes use of the expected shape of the distribution of gene expression levels near a transition, successfully identifies the emergence of bistability and links it to genes that are known to be involved in the behavioral transition. This proof of concept demonstrates that going beyond correlative analysis to infer the shape of gene expression distributions might be used more generally to identify collective transitions from gene expression data.


Assuntos
Abelhas , Expressão Gênica , Animais , Abelhas/genética , Abelhas/fisiologia
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