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1.
Nature ; 609(7926): 313-319, 2022 09.
Artículo en Inglés | MEDLINE | ID: mdl-36045297

RESUMEN

The vertebrate lineages that would shape Mesozoic and Cenozoic terrestrial ecosystems originated across Triassic Pangaea1-11. By the Late Triassic (Carnian stage, ~235 million years ago), cosmopolitan 'disaster faunas' (refs. 12-14) had given way to highly endemic assemblages12,13 on the supercontinent. Testing the tempo and mode of the establishment of this endemism is challenging-there were few geographic barriers to dispersal across Pangaea during the Late Triassic. Instead, palaeolatitudinal climate belts, and not continental boundaries, are proposed to have controlled distribution15-18. During this time of high endemism, dinosaurs began to disperse and thus offer an opportunity to test the timing and drivers of this biogeographic pattern. Increased sampling can test this prediction: if dinosaurs initially dispersed under palaeolatitudinal-driven endemism, then an assemblage similar to those of South America4,19-21 and India19,22-including the earliest dinosaurs-should be present in Carnian deposits in south-central Africa. Here we report a new Carnian assemblage from Zimbabwe that includes Africa's oldest definitive dinosaurs, including a nearly complete skeleton of the sauropodomorph Mbiresaurus raathi gen. et sp. nov. This assemblage resembles other dinosaur-bearing Carnian assemblages, suggesting that a similar vertebrate fauna ranged high-latitude austral Pangaea. The distribution of the first dinosaurs is correlated with palaeolatitude-linked climatic barriers, and dinosaurian dispersal to the rest of the supercontinent was delayed until these barriers relaxed, suggesting that climatic controls influenced the initial composition of the terrestrial faunas that persist to this day.


Asunto(s)
Dinosaurios , Ecosistema , Animales , Clima , Fósiles , Historia Antigua , Filogenia , Filogeografía , Densidad de Población , Dinámica Poblacional , Esqueleto , Zimbabwe
2.
Nature ; 608(7922): 346-352, 2022 08.
Artículo en Inglés | MEDLINE | ID: mdl-35896745

RESUMEN

Living birds (Aves) have bodies substantially modified from the ancestral reptilian condition. The avian pelvis in particular experienced major changes during the transition from early archosaurs to living birds1,2. This stepwise transformation is well documented by an excellent fossil record2-4; however, the ontogenetic alterations that underly it are less well understood. We used embryological imaging techniques to examine the morphogenesis of avian pelvic tissues in three dimensions, allowing direct comparison with the fossil record. Many ancestral dinosaurian features2 (for example, a forward-facing pubis, short ilium and pubic 'boot') are transiently present in the early morphogenesis of birds and arrive at their typical 'avian' form after transitioning through a prenatal developmental sequence that mirrors the phylogenetic sequence of character acquisition. We demonstrate quantitatively that avian pelvic ontogeny parallels the non-avian dinosaur-to-bird transition and provide evidence for phenotypic covariance within the pelvis that is conserved across Archosauria. The presence of ancestral states in avian embryos may stem from this conserved covariant relationship. In sum, our data provide evidence that the avian pelvis, whose early development has been little studied5-7, evolved through terminal addition-a mechanism8-10 whereby new apomorphic states are added to the end of a developmental sequence, resulting in expression8,11 of ancestral character states earlier in that sequence. The phenotypic integration we detected suggests a previously unrecognized mechanism for terminal addition and hints that retention of ancestral states in development is common during evolutionary transitions.


Asunto(s)
Aves , Dinosaurios , Desarrollo Embrionario , Fósiles , Pelvis , Filogenia , Animales , Aves/anatomía & histología , Aves/clasificación , Aves/embriología , Dinosaurios/anatomía & histología , Dinosaurios/embriología , Imagenología Tridimensional , Pelvis/anatomía & histología , Pelvis/embriología
3.
Proc Natl Acad Sci U S A ; 120(42): e2308496120, 2023 10 17.
Artículo en Inglés | MEDLINE | ID: mdl-37812720

RESUMEN

Human diseases involve metabolic alterations. Metabolomic profiles have served as a vital biomarker for the early identification of high-risk individuals and disease prevention. However, current approaches can only characterize individual key metabolites, without taking into account the reality that complex diseases are multifactorial, dynamic, heterogeneous, and interdependent. Here, we leverage a statistical physics model to combine all metabolites into bidirectional, signed, and weighted interaction networks and trace how the flow of information from one metabolite to the next causes changes in health state. Viewing a disease outcome as the consequence of complex interactions among its interconnected components (metabolites), we integrate concepts from ecosystem theory and evolutionary game theory to model how the health state-dependent alteration of a metabolite is shaped by its intrinsic properties and through extrinsic influences from its conspecifics. We code intrinsic contributions as nodes and extrinsic contributions as edges into quantitative networks and implement GLMY homology theory to analyze and interpret the topological change of health state from symbiosis to dysbiosis and vice versa. The application of this model to real data allows us to identify several hub metabolites and their interaction webs, which play a part in the formation of inflammatory bowel diseases. The findings by our model could provide important information on drug design to treat these diseases and beyond.


Asunto(s)
Ecosistema , Metabolómica , Humanos , Modelos Estadísticos , Biomarcadores/metabolismo , Física
5.
Proc Biol Sci ; 289(1984): 20220740, 2022 10 12.
Artículo en Inglés | MEDLINE | ID: mdl-36196539

RESUMEN

Significant evolutionary shifts in locomotor behaviour often involve comparatively subtle anatomical transitions. For dinosaurian and avian evolution, medial overhang of the proximal femur has been central to discussions. However, there is an apparent conflict with regard to the evolutionary origin of the dinosaurian femoral head, with neontological and palaeontological data suggesting seemingly incongruent hypotheses. To reconcile this, we reconstructed the evolutionary history of morphogenesis of the proximal end of the femur from early archosaurs to crown birds. Embryological comparison of living archosaurs (crocodylians and birds) suggests the acquisition of the greater overhang of the femoral head in dinosaurs results from additional growth of the proximal end in the medial-ward direction. On the other hand, the fossil record suggests that this overhang was acquired by torsion of the proximal end, which projected in a more rostral direction ancestrally. We reconcile this apparent conflict by inferring that the medial overhang of the dinosaur femoral head was initially acquired by torsion, which was then superseded by mediad growth. Details of anatomical shifts in fossil forms support this hypothesis, and their biomechanical implications are congruent with the general consensus regarding broader morpho-functional evolution on the avian stem.


Asunto(s)
Dinosaurios , Cabeza Femoral , Animales , Evolución Biológica , Aves , Dinosaurios/anatomía & histología , Fósiles , Morfogénesis , Filogenia
6.
Chaos ; 32(10): 103103, 2022 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-36319281

RESUMEN

We study a dynamical system defined by a repeated game on a 1D lattice, in which the players keep track of their gross payoffs over time in a bank. Strategy updates are governed by a Boltzmann distribution, which depends on the neighborhood bank values associated with each strategy, relative to a temperature scale, which defines the random fluctuations. Players with higher bank values are, thus, less likely to change strategy than players with a lower bank value. For a parameterized rock-paper-scissors game, we derive a condition under which communities of a given strategy form with either fixed or drifting boundaries. We show the effect of a temperature increase on the underlying system and identify surprising properties of this model through numerical simulations.


Asunto(s)
Teoría del Juego , Termodinámica
7.
J Nanobiotechnology ; 19(1): 285, 2021 Sep 22.
Artículo en Inglés | MEDLINE | ID: mdl-34551771

RESUMEN

BACKGROUND: In the last decade, graphene surfaces have consistently supported osteoblast development of stem cells, holding promise as a therapeutic implant for degenerative bone diseases. However, until now no study has specifically examined the genetic changes when stem cells undergo osteogenic differentiation on graphene. RESULTS: In this study, we provide a detailed overview of gene expressions when human mesenchymal stem cells (MSCs) derived from either adipose tissue (AD-MSCs) or bone marrow (BM-MSCs), are cultured on graphene. Genetic expressions were measured using osteogenic RT2 profiler PCR arrays and compared either over time (7 or 21 days) or between each cell source at each time point. Genes were categorized as either transcriptional regulation, osteoblast-related, extracellular matrix, cellular adhesion, BMP and SMAD signaling, growth factors, or angiogenic factors. Results showed that both MSC sources cultured on low oxygen graphene surfaces achieved osteogenesis by 21 days and expressed specific osteoblast markers. However, each MSC source cultured on graphene did have genetically different responses. When compared between each other, we found that genes of BM-MSCs were robustly expressed, and more noticeable after 7 days of culturing, suggesting BM-MSCs initiate osteogenesis at an earlier time point than AD-MSCs on graphene. Additionally, we found upregulated angiogenic markers in both MSCs sources, suggesting graphene could simultaneously attract the ingrowth of blood vessels in vivo. Finally, we identified several novel targets, including distal-less homeobox 5 (DLX5) and phosphate-regulating endopeptidase homolog, X-linked (PHEX). CONCLUSIONS: Overall, this study shows that graphene genetically supports differentiation of both AD-MSCs and BM-MSCs but may involve different signaling mechanisms to achieve osteogenesis. Data further demonstrates the lack of aberrant signaling due to cell-graphene interaction, strengthening the application of specific form and concentration of graphene nanoparticles in bone tissue engineering.


Asunto(s)
Médula Ósea , Diferenciación Celular , Grafito/metabolismo , Células Madre Mesenquimatosas , Osteogénesis/fisiología , Transducción de Señal , Tejido Adiposo/citología , Humanos , Células Madre Mesenquimatosas/citología , Osteoblastos
8.
J Appl Toxicol ; 41(9): 1456-1466, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-33417269

RESUMEN

The use of synthetic materials for biomedical applications is ever expanding. One of the major requirements for these materials is biocompatibility, which includes prevention of immune system responses. Due to the inherent complexity of their structural composition, the polyurethane (PU) family of polymers is being used in a variety of medical applications, from soft and hard tissue scaffolds to intricate coatings on implantable devices. Herein, we investigated whether two polymer materials, D3 and D7, induced an immune response, measured by their effects on a dendritic cell (DC) line, JAWS II. Using a lactate dehydrogenase cytotoxicity assay and Annexin V/PI staining, we found that the PU materials did not induce cytotoxicity in DC cells. Using confocal microscopy, we also showed that the materials did not induce activation or maturation, as compared to positive controls. This was confirmed by looking at various markers, CD80, CD86, MHC class I, and MHC class II, via flow cytometry. Overall, the results indicated that the investigated PU films are biocompatible in terms of immunotoxicology and immunogenicity and show great promise for use in regenerative medicine.


Asunto(s)
Materiales Biocompatibles , Células Dendríticas/efectos de los fármacos , Células Dendríticas/inmunología , Ensayo de Materiales/métodos , Poliuretanos/farmacología , Animales , Células de la Médula Ósea/efectos de los fármacos , Supervivencia Celular/efectos de los fármacos , Éteres , Ratones , Ratones Endogámicos C57BL , Nanoestructuras/toxicidad , Medicina Regenerativa , Ingeniería de Tejidos , Andamios del Tejido
9.
Proc Natl Acad Sci U S A ; 113(51): 14757-14762, 2016 12 20.
Artículo en Inglés | MEDLINE | ID: mdl-27930315

RESUMEN

Compared with all other living reptiles, birds grow extremely fast and possess unusually low levels of intraspecific variation during postnatal development. It is now clear that birds inherited their high rates of growth from their dinosaurian ancestors, but the origin of the avian condition of low variation during development is poorly constrained. The most well-understood growth trajectories of later Mesozoic theropods (e.g., Tyrannosaurus, Allosaurus) show similarly low variation to birds, contrasting with higher variation in extant crocodylians. Here, we show that deep within Dinosauria, among the earliest-diverging dinosaurs, anomalously high intraspecific variation is widespread but then is lost in more derived theropods. This style of development is ancestral for dinosaurs and their closest relatives, and, surprisingly, this level of variation is far higher than in living crocodylians. Among early dinosaurs, this variation is widespread across Pangaea in the Triassic and Early Jurassic, and among early-diverging theropods (ceratosaurs), this variation is maintained for 165 million years to the end of the Cretaceous. Because the Late Triassic environment across Pangaea was volatile and heterogeneous, this variation may have contributed to the rise of dinosaurian dominance through the end of the Triassic Period.


Asunto(s)
Aves/fisiología , Dinosaurios/fisiología , Variación Genética , Reptiles/fisiología , Animales , Evolución Biológica , Aves/anatomía & histología , Tamaño Corporal , Dinosaurios/anatomía & histología , Fósiles , Filogenia , Polimorfismo Genético , Reptiles/anatomía & histología , Especificidad de la Especie
11.
J Anat ; 231(6): 886-905, 2017 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-28836268

RESUMEN

The sacrum - consisting of those vertebrae that articulate with the ilia - is the exclusive skeletal connection between the hindlimbs and axial skeleton in tetrapods. Therefore, the morphology of this portion of the vertebral column plays a major role in the evolution of terrestrial locomotion. Whereas most extant reptiles only possess the two plesiomorphic sacral vertebrae, additional vertebrae have been incorporated into the sacrum multiple times independently among early-diverging archosaurian (crocodylians + birds) clades. Phytosauria was a diverse, abundant, and cosmopolitan clade of archosauriforms throughout the Late Triassic, but postcrania of this clade are rarely described and few species-level taxonomic placements of phytosaurian postcranial material are available, potentially hampering knowledge of morphological disparity in the postcranial skeleton among phytosaurs. Here, we describe the sacrum of Smilosuchus adamanensis, a phytosaur recovered from the Upper Triassic Chinle Formation of Arizona. This sacrum consists of the two primordial sacral vertebrae, but has a vertebra incorporated from the trunk into the sacrum (= a dorsosacral) and is therefore the first Late Triassic phytosaur and one of the first non-archosaurian archosauromorphs to be described with more than two sacral vertebrae. Our interpretation of this element as a dorsosacral is justified by the lateral extent of the dorsosacral ribs, clear surfaces of articulation between the distal ends of the dorsosacral ribs and the first primordial sacral ribs, and the scar on the medial surface of each ilium for articulation with each dorsosacral rib. Additionally, we provide the first detailed description of the vertebral junction formed by two anteriorly projecting flanges on the first primordial sacral ribs and their corresponding facets on the centrum of the dorsosacral. Computed tomographic (CT) imaging reveals that the two primordial sacrals are not co-ossified and that the dorsosacral morphology of this specimen is not the result of obvious pathology. We place this incorporation of a trunk vertebra into the phytosaurian sacrum in a broader evolutionary context, with this shift in vertebral identity occurring at least seven times independently among Triassic archosauriforms, including at least three times in early crocodylian-line archosaurs and at least four times among bird-line archosaurs. Additionally, anteriorly projecting flanges of sacral ribs which articulate with the anterior-adjacent centrum have evolved several times in archosauriforms, and we interpret 'shared' sacral ribs (= a sacral rib that articulates with two adjacent sacral centra more or less equally) present in some archosaurian clades as a more extreme example of this morphology. In extant taxa the highly conserved Hox gene family plays a central role in the patterning of the axial skeleton, especially vertebral identity; therefore, the independent incorporation of a trunk vertebra into the sacrum across multiple archosauriform lineages may suggest a homologous underlying developmental mechanism for this evolutionary trend.


Asunto(s)
Dinosaurios/anatomía & histología , Sacro/anatomía & histología , Animales , Fósiles/anatomía & histología
13.
Aust N Z J Obstet Gynaecol ; 56(1): 36-41, 2016 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-26293845

RESUMEN

BACKGROUND: There is debate as to the most appropriate diagnostic criteria to diagnose gestational diabetes mellitus (GDM). The proposed International Association of Diabetes and Pregnancy Study Groups (IADPSG) criteria have recently been endorsed by various bodies, but there remains no national consensus. AIM: To assess the perinatal outcomes of women with GDM classified according to the 1998 Australasian Diabetes in Pregnancy Society (ADIPS) criteria compared to those with GDM by the IADPSG criteria. MATERIALS AND METHODS: Results of glucose tolerance tests performed between January 2011 and January 2014 were linked with the perinatal data of those who delivered singleton fetuses after 24 weeks' gestation. Analysed data included birthweight, gestational age at birth, macrosomia, mode of delivery, perinatal mortality, nursery admission, maternal body mass index, and gestational weight gain. RESULTS: Of 3571 women, 466 (13%) and 559 (16%) met the criteria for the 1998 ADIPS and IADPSG criteria for GDM, respectively. Those with GDM according to the IADPSG criteria only (6%) were more obese (95% CI 2.3-4.8 kg/m(2) ), delivered neonates on average 106 g heavier (95% CI 19-193 g) and had more fetal macrosomia (18% vs 11%, P = 0.002) than those with normal glucose tolerance. CONCLUSIONS: The IADPSG criteria for GDM identified a group of women at previously unrecognised increased risk of adverse perinatal outcomes. Adopting the IADPSG criteria would increase the number of women diagnosed with GDM by 20%; however, the improvements in perinatal morbidity, in addition to potential long-term benefits, may justify the increase in healthcare workload.


Asunto(s)
Diabetes Gestacional/diagnóstico , Adulto , Diabetes Gestacional/epidemiología , Femenino , Estudios de Seguimiento , Prueba de Tolerancia a la Glucosa , Humanos , Incidencia , Recién Nacido , Modelos Lineales , Guías de Práctica Clínica como Asunto , Embarazo , Resultado del Embarazo , Estudios Retrospectivos , Australia Occidental/epidemiología
14.
J Obstet Gynaecol ; 36(7): 921-928, 2016 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-27188719

RESUMEN

A prospective patient questionnaire was conducted to assess attitudes and opinions towards outpatient cervical ripening in women attending an Australian tertiary hospital's labour and birth suite for a booked induction of labour. Questionnaires were distributed over a three-month period and information collected included demographic data, pregnancy and obstetric history, attitudes towards cervical ripening and willingness to undergo cervical ripening in the outpatient setting. Responses to 57 completed questionnaires were analysed. Forty-one patients (72%) underwent cervical ripening with Foley Catheter Balloon (FCB) only, eight (14%) with FCB and vaginal prostaglandins (VP), two (3.5%) with VP only and six patients (10.5%) did not require cervical ripening. One-third (33%) of patients stated, both before the commencement of cervical ripening and after delivery, that they would feel happy to undergo outpatient cervical ripening. Patient acceptance of outpatient cervical ripening has potential economic and psychosocial benefits for the healthcare system and patient respectively.


Asunto(s)
Atención Ambulatoria , Actitud Frente a la Salud , Cateterismo , Maduración Cervical/psicología , Trabajo de Parto Inducido , Prostaglandinas/uso terapéutico , Adulto , Atención Ambulatoria/métodos , Atención Ambulatoria/psicología , Atención Ambulatoria/estadística & datos numéricos , Australia/epidemiología , Cateterismo/métodos , Cateterismo/estadística & datos numéricos , Femenino , Humanos , Trabajo de Parto Inducido/métodos , Trabajo de Parto Inducido/psicología , Trabajo de Parto Inducido/estadística & datos numéricos , Prioridad del Paciente/psicología , Prioridad del Paciente/estadística & datos numéricos , Embarazo , Estudios Prospectivos , Opinión Pública , Encuestas y Cuestionarios , Centros de Atención Terciaria
15.
Paediatr Perinat Epidemiol ; 29(4): 290-8, 2015 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-26111442

RESUMEN

BACKGROUND: The caesarean delivery rate in the developed world has been increasing. It is not well understood how caesarean delivery rates have changed by gestational age at birth in Western Australia, particularly in relation to the introduction of the early-term delivery guidelines in Australia in 2006. METHODS: Data from the Western Australian Midwives Notification System were used to identify 193,136 singletons born to primiparous women at 34-42 weeks' gestation during 1995-2010. Caesarean delivery rates were calculated by gestational age group (34-36 weeks, 37-38 weeks, and 39-42 weeks) and stratified into pre-labour and in-labour caesarean delivery. The average annual percent change (AAPC) for the caesarean delivery rates was calculated using joinpoint regression. Log-binomial regression was used to estimate the risk of having a caesarean delivery while adjusting for maternal and antenatal factors. RESULTS: Caesarean delivery rates rose steadily from 1995 to 2005 (AAPC = 5.9%, [95% confidence interval (CI) 4.9, 6.9]), but stabilised since then (AAPC = 0.9%, [95% CI -1.9, 3.8]). The rate of in-labour caesarean deliveries rose consistently from 1995 to 2010 across all gestational age groups. The pre-labour caesarean delivery rate rise was most dominant at 37-38 weeks' gestation from 1995 to 2005 (AAPC = 6.8%, [95% CI 5.4, 8.2]), but declined during 2006-10 (AAPC = -4.5, [95% CI -6.7, -2.3]), while at the same time the rate at 39-42 weeks rose slightly. CONCLUSIONS: The rise in pre-labour caesarean deliveries during 1995-2005 occurred predominantly at 37-38 weeks' gestation, but declined again from 2006 to 2010. This suggests that the recently developed Australian early-term delivery guidelines may have had some success in reducing early-term deliveries in Western Australia.


Asunto(s)
Cesárea/estadística & datos numéricos , Trabajo de Parto Inducido/estadística & datos numéricos , Adulto , Femenino , Edad Gestacional , Humanos , Recién Nacido , Trabajo de Parto , Embarazo , Resultado del Embarazo , Estudios Retrospectivos , Factores de Riesgo , Australia Occidental/epidemiología
16.
Aust N Z J Obstet Gynaecol ; 55(3): 201-9, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-26052924

RESUMEN

Despite the great advances in modern medicine, our understanding of the most basic function of our complete genetic makeup is extremely poor. Our complete genetic make up is complemented by 100 trillion cells living within or on our body and is called the microbiome. Manipulation of the microbiome is in the embryological stages of investigation but promises great hope in targeting both pregnancy specific and general medical / gynaecological conditions. This review presents an undertanding of the microbiome manipulation with probiotics in women's health in 2015.


Asunto(s)
Tracto Gastrointestinal/microbiología , Microbiota , Complicaciones Infecciosas del Embarazo/tratamiento farmacológico , Probióticos/uso terapéutico , Infecciones Estreptocócicas/tratamiento farmacológico , Glucemia/efectos de los fármacos , Estreñimiento/tratamiento farmacológico , Femenino , Humanos , Inflamación/tratamiento farmacológico , Metabolismo de los Lípidos/efectos de los fármacos , Preeclampsia/tratamiento farmacológico , Embarazo , Nacimiento Prematuro/tratamiento farmacológico , Streptococcus agalactiae , Infecciones Urinarias/tratamiento farmacológico , Vaginosis Bacteriana/tratamiento farmacológico , Salud de la Mujer
18.
Phys Rev E ; 109(2-1): 024131, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38491638

RESUMEN

We specialize techniques from topological data analysis to the problem of characterizing the topological complexity (as defined in the body of the paper) of a multiclass data set. As a by-product, a topological classifier is defined that uses an open subcovering of the data set. This subcovering can be used to construct a simplicial complex whose topological features (e.g., Betti numbers) provide information about the classification problem. We use these topological constructs to study the impact of topological complexity on learning in feedforward deep neural networks (DNNs). We hypothesize that topological complexity is negatively correlated with the ability of a fully connected feedforward deep neural network to learn to classify data correctly. We evaluate our topological classification algorithm on multiple constructed and open-source data sets. We also validate our hypothesis regarding the relationship between topological complexity and learning in DNN's on multiple data sets.

19.
Phys Rev E ; 107(5): L052202, 2023 May.
Artículo en Inglés | MEDLINE | ID: mdl-37328978

RESUMEN

The replicator equations are a family of ordinary differential equations that arise in evolutionary game theory, and are closely related to Lotka-Volterra. We produce an infinite family of replicator equations which are Liouville-Arnold integrable. We show this by explicitly providing conserved quantities and a Poisson structure. As a corollary, we classify all tournament replicators up to dimension 6 and most of dimension 7. As an application, we show that Fig. 1 of Allesina and Levine [Proc. Natl. Acad. Sci. USA 108, 5638 (2011)10.1073/pnas.1014428108] produces quasiperiodic dynamics.


Asunto(s)
Evolución Biológica , Teoría del Juego , Dinámica Poblacional
20.
Drug Discov Today ; 28(11): 103790, 2023 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-37758020

RESUMEN

Because drug response is multifactorial, graph models are uniquely powerful for comprehending its genetic architecture. We deconstruct drug response into many different and interdependent sub-traits, with each sub-trait controlled by multiple genes that act and interact in a complicated manner. The outcome of drug response is the consequence of multileveled intertwined interactions between pleiotropic effects and epistatic effects. Here, we propose a general statistical physics framework to chart the 3D geometric network that codes how epistasis pleiotropically influences a complete set of sub-traits to shape body-drug interactions. This model can dissect the topological architecture of epistatically induced pleiotropic networks (EiPN) and pleiotropically influenced epistatic networks (PiEN). We analyze and interpret the practical implications of the pleiotropic-epistatic entanglement model for pharmacogenomic studies.


Asunto(s)
Epistasis Genética , Fenotipo
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