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1.
Nat Methods ; 2024 Jun 25.
Artículo en Inglés | MEDLINE | ID: mdl-38918604

RESUMEN

The EMDataResource Ligand Model Challenge aimed to assess the reliability and reproducibility of modeling ligands bound to protein and protein-nucleic acid complexes in cryogenic electron microscopy (cryo-EM) maps determined at near-atomic (1.9-2.5 Å) resolution. Three published maps were selected as targets: Escherichia coli beta-galactosidase with inhibitor, SARS-CoV-2 virus RNA-dependent RNA polymerase with covalently bound nucleotide analog and SARS-CoV-2 virus ion channel ORF3a with bound lipid. Sixty-one models were submitted from 17 independent research groups, each with supporting workflow details. The quality of submitted ligand models and surrounding atoms were analyzed by visual inspection and quantification of local map quality, model-to-map fit, geometry, energetics and contact scores. A composite rather than a single score was needed to assess macromolecule+ligand model quality. These observations lead us to recommend best practices for assessing cryo-EM structures of liganded macromolecules reported at near-atomic resolution.

2.
Eur J Orthop Surg Traumatol ; 33(5): 1895-1904, 2023 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-35997833

RESUMEN

PURPOSE: The purpose of this prospective randomized clinical trial is to compare the clinical outcomes of three injections of leucocyte-poor platelet-rich plasma (LP-PRP) and hyaluronic acid (HA) to a single dose of autologous microfragmented adipose tissue (AMAT) in patients with mild osteoarthritis at a two-year follow-up. METHODS: Eighty symptomatic knees in fifty patients (mean age: 62.38 ± 11.88 years) with Kellgren-Lawrence grade 0 to 2 osteoarthritis were non blinded, randomly allocated into two equal groups. Group 1 consisted of 40 knees that received autologous LP-PRP + HA; Group 2 consisted of 40 knees treated with a single dose of AMAT injection. The outcomes were measured by Tegner, Marx, Visual Analogue Scale (VAS) for pain, International Knee Documentation Committee, and Knee Injury and Osteoarthritis Outcome Score (KOOS) at 6 (T1), 12 (T2), and 24 (T3) months. Adverse events were recorded at each follow-up timepoint. To assess score differences among subjects of the same gender and age, a subgroup analysis was performed. RESULTS: Both groups had significant clinical and functional improvement at 6, 12, and 24 months (p < 0.05). Comparing the two groups, the AMAT groups showed significantly higher pre-operative Marx score (3.35 ± 4.91 vs. 1.78 ± 3.91) and VAS score (5.03 ± 2.02 vs. 3.85 ± 1.68) (p < 0.05), higher VAS (3.89 ± 2.51 vs. 2.64 ± 2.00) at T2 and KOOS-ADL (79.60 ± 20.20 vs. 65.68 ± 23.62), and lower KOOS-Sports (50.30 ± 30.15 vs. 68.35 ± 30.39) at T3 (p < 0.05). No patient from either group had experienced major adverse effects. In the LP-PRP group 12 (30%) patients presented swelling, redness, and mild pain for one day after injection and two patients had synovitis for two days and required paracetamol and local ice. In AMAT group 5 (12.5%) patients had ecchymosis and bruising at the fat aspiration site for three days. CONCLUSION: AMAT did not show significant superior clinical improvement compared with three LP-PRP combined with HA injections in terms of functional improvement at different follow-up points. Both procedures were safe with no major complications reporting good results at mid-term follow-up, improving knee function, pain, and quality of live regardless of age and gender. LEVEL OF EVIDENCE: Level I-Prospective Randomized Clinical Trial.


Asunto(s)
Osteoartritis de la Rodilla , Plasma Rico en Plaquetas , Humanos , Persona de Mediana Edad , Anciano , Ácido Hialurónico/uso terapéutico , Osteoartritis de la Rodilla/terapia , Estudios de Seguimiento , Estudios Prospectivos , Resultado del Tratamiento , Inyecciones Intraarticulares , Dolor , Leucocitos
3.
J Chem Inf Model ; 62(23): 6094-6104, 2022 Dec 12.
Artículo en Inglés | MEDLINE | ID: mdl-36433835

RESUMEN

Force fields form the basis for classical molecular simulations, and their accuracy is crucial for the quality of, for instance, protein-ligand binding simulations in drug discovery. The huge diversity of small-molecule chemistry makes it a challenge to build and parameterize a suitable force field. The Open Force Field Initiative is a combined industry and academic consortium developing a state-of-the-art small-molecule force field. In this report, industry members of the consortium worked together to objectively evaluate the performance of the force fields (referred to here as OpenFF) produced by the initiative on a combined public and proprietary dataset of 19,653 relevant molecules selected from their internal research and compound collections. This evaluation was important because it was completely blind; at most partners, none of the molecules or data were used in force field development or testing prior to this work. We compare the Open Force Field "Sage" version 2.0.0 and "Parsley" version 1.3.0 with GAFF-2.11-AM1BCC, OPLS4, and SMIRNOFF99Frosst. We analyzed force-field-optimized geometries and conformer energies compared to reference quantum mechanical data. We show that OPLS4 performs best, and the latest Open Force Field release shows a clear improvement compared to its predecessors. The performance of established force fields such as GAFF-2.11 was generally worse. While OpenFF researchers were involved in building the benchmarking infrastructure used in this work, benchmarking was done entirely in-house within industrial organizations and the resulting assessment is reported here. This work assesses the force field performance using separate benchmarking steps, external datasets, and involving external research groups. This effort may also be unique in terms of the number of different industrial partners involved, with 10 different companies participating in the benchmark efforts.


Asunto(s)
Proteínas , Termodinámica , Ligandos , Proteínas/química , Fenómenos Físicos
4.
J Comput Aided Mol Des ; 36(3): 253-262, 2022 03.
Artículo en Inglés | MEDLINE | ID: mdl-35359246

RESUMEN

In drug discovery, partition and distribution coefficients, logP and logD for octanol/water, are widely used as metrics of the lipophilicity of molecules, which in turn have a strong influence on the bioactivity and bioavailability of potential drugs. There are a variety of established methods, mostly fragment or atom-based, to calculate logP while logD prediction generally relies on calculated logP and pKa for the estimation of neutral and ionized populations at a given pH. Algorithms such as ClogP have limitations generally leading to systematic errors for chemically related molecules while pKa estimation is generally more difficult due to the interplay of electronic, inductive and conjugation effects for ionizable moieties. We propose an integrated machine learning QSAR modeling approach to predict logD by training the model with experimental data while using ClogP and pKa predicted by commercial software as model descriptors. By optimizing the loss function for the ClogD calculated by the software, we build a correction model that incorporates both descriptors from the software and available experimental logD data. Additionally, we calculate logP from the logD model using the software predicted pKa's. Here, we have trained models using publicly or commercial available logD data to show that this approach can improve on commercial software predictions of lipophilicity. When applied to other logD data sets, this approach extends the domain of applicability of logD and logP predictions over commercial software. Performance of these models favorably compare with models built with a larger set of proprietary logD data.


Asunto(s)
Programas Informáticos , Agua , Algoritmos , Aprendizaje Automático , Octanoles/química , Agua/química
5.
Int Orthop ; 45(5): 1179-1188, 2021 05.
Artículo en Inglés | MEDLINE | ID: mdl-33649891

RESUMEN

PURPOSE: The aim of this study is to evaluate the outcomes of autologous microfragmented adipose tissue (MFAT) injection in elderly patients with knee osteoarthritis (OA). We hypothesized that MFAT knee infiltration for the treatment of knee OA would yield good clinical results out to two years follow-up. METHODS: Multi-centric, international, open-label study conducted by orthopedic surgery, and/or regenerative medicine facilities utilizing patient registries. Subjects recruited for eligibility. The primary outcome measure was Knee Injury and Osteoarthritis Outcome Score (KOOS). Outcomes and patient factors were compared to baseline, at six, 12, and 24 months. Statistical models were used to assess KOOS subscores and probability of exceeding the Minimally Clinically Important Difference (MCID) or Patient Acceptable Symptom State (PASS), and to assess the effect of the treatment variables on KOOS - Pain. RESULTS: Seventy-five patients, 120 primary treatments, mean age 69.6 years, (95%CI 68.3-70.9), BMI 28.4 (95%CI 27.3-29.6), with KL grade 2 to 4 knee OA treated with a single MFAT injection. KL grades 2 (15.1%), 3 (56.3%), and 4 (28.6%), with 20.8% of knees having previously undergone surgery. Patients with KL grade 2 disease had the best results in KOOS - Pain (P = 0.001), at six, 12, and 24 months. Including advanced KL grade 3 and 4 osteoarthritis patients, significant functional and quality of life success was seen in 106/120 treatments (88.3%, 66 patients) at all follow-up time points. Fourteen treatments (11.7%, 9 patients) failed prior to the study endpoint. CONCLUSION: This study shows that a single-dose MFAT injection leads to clinical, functional, and quality of life improvement at two years in elderly patients, in KL grades 2 to 4 of knee osteoarthritis. These findings provide evidence that this treatment modality could be a safe and effective option to other commonly available treatments in carefully selected patients.


Asunto(s)
Osteoartritis de la Rodilla , Tejido Adiposo , Anciano , Humanos , Articulación de la Rodilla/cirugía , Osteoartritis de la Rodilla/cirugía , Calidad de Vida , Resultado del Tratamiento
6.
Int J Mol Sci ; 22(5)2021 Mar 09.
Artículo en Inglés | MEDLINE | ID: mdl-33803231

RESUMEN

The rise in musculoskeletal disorders has prompted medical experts to devise novel effective alternatives to treat complicated orthopedic conditions. The ever-expanding field of regenerative medicine has allowed researchers to appreciate the therapeutic value of bone marrow-derived biological products, such as the bone marrow aspirate (BMA) clot, a potent orthobiologic which has often been dismissed and regarded as a technical complication. Numerous in vitro and in vivo studies have contributed to the expansion of medical knowledge, revealing optimistic results concerning the application of autologous bone marrow towards various impactful disorders. The bone marrow accommodates a diverse family of cell populations and a rich secretome; therefore, autologous BMA-derived products such as the "BMA Matrix", may represent a safe and viable approach, able to reduce the costs and some drawbacks linked to the expansion of bone marrow. BMA provides -it eliminates many hurdles associated with its preparation, especially in regards to regulatory compliance. The BMA Matrix represents a suitable alternative, indicated for the enhancement of tissue repair mechanisms by modulating inflammation and acting as a natural biological scaffold as well as a reservoir of cytokines and growth factors that support cell activity. Although promising, more clinical studies are warranted in order to further clarify the efficacy of this strategy.


Asunto(s)
Células de la Médula Ósea/metabolismo , Médula Ósea/metabolismo , Matriz Extracelular , Medicina Regenerativa , Matriz Extracelular/metabolismo , Matriz Extracelular/trasplante , Humanos
7.
Arthroscopy ; 36(3): 859-861, 2020 03.
Artículo en Inglés | MEDLINE | ID: mdl-32139063

RESUMEN

Achieving good long-term outcomes while treating chondral defects has always been a challenge. Several surgical techniques for regeneration of the articular cartilage have been proposed. Among them, osteochondral autograft transplantation and 2-step procedures such as autologous chondrocyte implantation have provided good results, promoting formation of new hyaline-like cartilage tissue, whereas other techniques such as microfracture result in fibrous cartilage and a less durable repair. Single-stage cell-based procedures are an attractive treatment option given the potential for cost savings and avoiding a second-stage procedure. We believe that 1-stage cartilage repair in the knee with a hyaluronic acid-based scaffold embedded with mesenchymal stem cells sourced from bone marrow aspirate concentrate has a prominent role in treating chondral defects because this is a simple technique that could improve the care of patients and be cost-effective in the near future.


Asunto(s)
Cartílago Articular , Traumatismos de la Rodilla , Humanos , Articulación de la Rodilla , Metaanálisis en Red , Ensayos Clínicos Controlados Aleatorios como Asunto , Trasplante Autólogo
8.
Arthroscopy ; 36(6): 1625-1628, 2020 06.
Artículo en Inglés | MEDLINE | ID: mdl-32503774

RESUMEN

In the past 30 years, bone marrow stimulation techniques such as microfracture (MF) have become a popular method to treat symptomatic focal articular cartilage lesions. Nonetheless, recent studies have not shown good long-term clinical outcomes, and MF has produced alterations in the subchondral bone architecture with degenerative changes. Autologous chondrocyte implantation (ACI) has shown good results at 20 years. Second- and third-generation ACI has shown superiority to MF and fewer complications than first-generation ACI. Each treatment option has its advantages and disadvantages. Recent research has shown that better filling of cartilage tissue occurs in patients treated with MF and collagen augmentation than in those treated with MF alone. Research from our clinic has shown that Hyaff scaffold combined with bone marrow aspirate concentrate in a 1-step technique yielded good results in patients with 10 years' follow-up. We believe that high-quality randomized controlled trials are necessary to directly compare all cartilage restoration procedures.


Asunto(s)
Cartílago Articular , Fracturas por Estrés , Animales , Condrocitos , Condrogénesis , Humanos , Articulación de la Rodilla , Porcinos , Trasplante Autólogo
9.
Knee Surg Sports Traumatol Arthrosc ; 27(6): 1873-1881, 2019 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-29860601

RESUMEN

PURPOSE: Graft choice for primary anterior cruciate ligament reconstruction (ACL-R) is debated, with considerable controversy and variability among surgeons. Autograft tendons are actually the most used grafts for primary surgery; however, allografts have been used in greater frequency for both primary and revision ACL surgery over the past decade. Given the great debate on the use of allografts in ACL-R, the "Allografts for Anterior Cruciate Ligament Reconstruction" consensus statement was developed among orthopedic surgeons and members of SIGASCOT (Società Italiana del Ginocchio, Artroscopia, Sport, Cartilagine, Tecnologie Ortopediche), with extensive experience in ACL-R, to investigate their habits in the use of allograft in different clinical situations. The results of this consensus statement will serve as benchmark information for future research and will help surgeons to facilitate the clinical decision making. METHODS: In March 2017, a formal consensus process was developed using a modified Delphi technique method, involving a steering group (9 participants), a rating group (28 participants) and a peer-review group (31 participants). Nine statements were generated and then debated during a SIGASCOT consensus meeting. A manuscript has been then developed to report methodology and results of the consensus process and finally approved by all steering group members. RESULTS: A different level of consensus has been reached among the topics selected. Strong agreement has been reported in considering harvesting, treatment and conservation methods relevant for clinical results, and in considering biological integration longer in allograft compared to autograft. Relative agreement has been reported in using allograft as the first-line graft for revision ACL-R, in considering biological integration a crucial aspect for rehabilitation protocol set-up, and in recommending a delayed return to sport when using allograft. Relative disagreement has been reported in using allograft as the first-line graft for primary ACL-R in patients over 50, and in not considering clinical results of allograft superior to autograft. Strong disagreement has been reported in using allograft as the first-line graft for primary ACL-R and for skeletally immature patients. CONCLUSIONS: Results of this consensus do not represent a guideline for surgeons, but could be used as starting point for an international discussion on use of allografts in ACL-R. LEVEL OF EVIDENCE: IV, consensus of experts.


Asunto(s)
Aloinjertos , Reconstrucción del Ligamento Cruzado Anterior/normas , Técnica Delphi , Humanos , Italia , Reoperación , Volver al Deporte
10.
Arthroscopy ; 34(10): 2829-2831, 2018 10.
Artículo en Inglés | MEDLINE | ID: mdl-30286882

RESUMEN

Articular cartilage damage to the acetabulum is frequently associated with femoroacetabular impingement, and there are considerable long-term implications for such injury with regard to maintenance of a healthy hip joint and quality of life. Developing treatments capable of restoring articular cartilage to acetabular cartilage defects is of great importance if hip preservation treatments are to be successful. Ideally, such methods should be performed in a minimally invasive manner and be capable of restoring durable repair tissue that reconstitutes a healthy osteochondral unit and that continues to function effectively over the long term.


Asunto(s)
Cartílago Articular , Quitosano , Pinzamiento Femoroacetabular , Acetábulo , Estudios de Seguimiento , Articulación de la Cadera , Humanos , Calidad de Vida
11.
J Chem Inf Model ; 57(6): 1265-1275, 2017 06 26.
Artículo en Inglés | MEDLINE | ID: mdl-28485585

RESUMEN

Reducing internal strain energy in small molecules is critical for designing potent drugs. Quantum mechanical (QM) and molecular mechanical (MM) methods are often used to estimate these energies. In an effort to determine which methods offer an optimal balance in accuracy and performance, we have carried out torsion scan analyses on 62 fragments. We compared nine QM and four MM methods to reference energies calculated at a higher level of theory: CCSD(T)/CBS single point energies (coupled cluster with single, double, and perturbative triple excitations at the complete basis set limit) calculated on optimized geometries using MP2/6-311+G**. The results show that both the more recent MP2.X perturbation method as well as MP2/CBS perform quite well. In addition, combining a Hartree-Fock geometry optimization with a MP2/CBS single point energy calculation offers a fast and accurate compromise when dispersion is not a key energy component. Among MM methods, the OPLS3 force field accurately reproduces CCSD(T)/CBS torsion energies on more test cases than the MMFF94s or Amber12:EHT force fields, which struggle with aryl-amide and aryl-aryl torsions. Using experimental conformations from the Cambridge Structural Database, we highlight three example structures for which OPLS3 significantly overestimates the strain. The energies and conformations presented should enable scientists to estimate the expected error for the methods described and we hope will spur further research into QM and MM methods.


Asunto(s)
Fenómenos Mecánicos , Preparaciones Farmacéuticas/química , Teoría Cuántica , Acetamidas/química , Hidrocarburos Aromáticos/química , Modelos Moleculares , Conformación Molecular , Estrés Mecánico , Tiazoles/química
12.
Knee Surg Sports Traumatol Arthrosc ; 25(8): 2494-2501, 2017 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-26768608

RESUMEN

PURPOSE: The aim of this study is to prospectively evaluate the medium-term effectiveness and regenerative capability of autologous adult mesenchymal stem cells, harvested as bone marrow aspirate concentrate (BMAC), along with a hyaluronan-based scaffold (Hyalofast) in the treatment of ICRS grade 4 chondral lesions of the knee joint, in patients older than 45 years. METHODS: A study group of 20 patients with an age >45 years (mean 50.0 ± 4.1 years) was compared to a control group of 20 patients with an age <45 years (mean 36.6 ± 5.0). Patients were prospectively evaluated for 4 years. All patients were evaluated with MRI, KOOS, IKDC, VAS and Tegner scores preoperatively and at two-year and final follow-up. RESULTS: At final follow-up, all scores significantly improved (P < 0.001) as follows: all KOOS score categories; Tegner 2 (range 0-4) to 6 (range 4-8) and 3 (range 0-6) to 6 (range 3-10); IKDC subjective (39.2 ± 16.5 to 82.2 ± 8.9) and (40.8 ± 13.9 to 79.4 ± 14.6), in the study and control group respectively. In addition, we show that results are affected by lesion size and number but not from concomitant surgical procedures. MRI showed complete filling in 80 % of patients in the study group and 71 % of patients in the control group. Histological analysis conducted in three patients from the study and two patients from the control group revealed good tissue repair with a variable amount of hyaline-like tissue. CONCLUSION: Treatment of cartilage lesions with BMAC and Hyalofast is a viable and effective option that is mainly affected by lesion size and number and not by age. In particular, it allows to address the >45 years population with functional outcomes that are comparable to younger patients at final follow-up. LEVEL OF EVIDENCE: Prospective cohort study, Level II.


Asunto(s)
Enfermedades de los Cartílagos/terapia , Cartílago Articular , Ácido Hialurónico/uso terapéutico , Articulación de la Rodilla , Trasplante de Células Madre Mesenquimatosas/métodos , Andamios del Tejido , Viscosuplementos/uso terapéutico , Adulto , Factores de Edad , Enfermedades de los Cartílagos/diagnóstico por imagen , Cartílago Articular/diagnóstico por imagen , Femenino , Humanos , Articulación de la Rodilla/diagnóstico por imagen , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Estudios Prospectivos , Trasplante Autólogo , Adulto Joven
13.
Bioorg Med Chem Lett ; 26(18): 4455-4461, 2016 09 15.
Artículo en Inglés | MEDLINE | ID: mdl-27524313

RESUMEN

Modification of the δ-sultam ring of RORc inverse agonist 2 led to the discovery of more polar oxa-sultam 65. The less lipophilic inverse agonist (65) displayed high potency in a biochemical assay, which translated into inhibition of IL-17 production in human peripheral blood mononuclear cells. The successful reduction of lipophilicity of this new analog gave rise to additional improvements in ROR selectivity and aqueous kinetic solubility, as well as reduction in plasma protein binding, while maintaining high cellular permeability.


Asunto(s)
Lípidos/química , Miembro 1 del Grupo F de la Subfamilia 1 de Receptores Nucleares/agonistas , Descubrimiento de Drogas , Agonismo Inverso de Drogas , Naftalenosulfonatos/química
15.
J Org Chem ; 80(20): 10218-25, 2015 Oct 16.
Artículo en Inglés | MEDLINE | ID: mdl-26378765

RESUMEN

A palladium(0)-catalyzed rearrangement of piperidones and piperidines bearing a spirocyclopropane ring was developed. The ring expansion reaction led to a variety of functionalized caprolactam and azepane products in good to excellent yields. Experimental and computational mechanistic studies revealed an initial oxidative addition of the distal carbon-carbon bond of a cyclopropane ring to the palladium(0) catalyst and the relief of ring strain as a driving force for product formation.

16.
Bioorg Med Chem Lett ; 25(19): 4109-13, 2015 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-26321361

RESUMEN

A high-throughput screen of the Genentech/Roche compound collection using a retinoic acid receptor-related orphan receptor C (RORc, RORγ, or NR1F3) biochemical assay revealed a N-sulfonyl-tetrahydroquinoline hit. Herein, we describe the hit-to-lead optimization and structure-activity relationships of these tetrahydroquinoline RORc inverse agonists. Through iterative synthesis and analog design, we identified compounds with improved biochemical RORc inverse agonist activity and RORc cellular potencies. These improved N-sulfonyl-tetrahydroquinoline compounds also exhibited selectivity for RORc over other nuclear receptors.


Asunto(s)
Agonismo Inverso de Drogas , Miembro 3 del Grupo F de la Subfamilia 1 de Receptores Nucleares/agonistas , Quinolinas/farmacología , Cristalografía por Rayos X , Relación Dosis-Respuesta a Droga , Humanos , Modelos Moleculares , Estructura Molecular , Quinolinas/síntesis química , Quinolinas/química , Relación Estructura-Actividad
17.
Bioorg Med Chem Lett ; 25(15): 2907-12, 2015 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-26048793

RESUMEN

The nuclear receptor (NR) retinoic acid receptor-related orphan receptor gamma (RORγ, RORc, or NR1F3) is a promising target for the treatment of autoimmune diseases. RORc is a critical regulator in the production of the pro-inflammatory cytokine interleukin-17. We discovered a series of potent and selective imidazo[1,5-a]pyridine and -pyrimidine RORc inverse agonists. The most potent compounds displayed >300-fold selectivity for RORc over the other ROR family members, PPARγ, and NRs in our cellular selectivity panel. The favorable potency, selectivity, and physiochemical properties of GNE-0946 (9) and GNE-6468 (28), in addition to their potent suppression of IL-17 production in human primary cells, support their use as chemical biology tools to further explore the role of RORc in human biology.


Asunto(s)
Imidazoles/química , Imidazoles/farmacología , Miembro 3 del Grupo F de la Subfamilia 1 de Receptores Nucleares/agonistas , Piridinas/química , Piridinas/farmacología , Pirimidinas/química , Pirimidinas/farmacología , Animales , Enfermedades Autoinmunes/tratamiento farmacológico , Enfermedades Autoinmunes/inmunología , Línea Celular , Células Cultivadas , Descubrimiento de Drogas , Células HEK293 , Humanos , Imidazoles/metabolismo , Imidazoles/farmacocinética , Interleucina-17/inmunología , Hígado/metabolismo , Miembro 3 del Grupo F de la Subfamilia 1 de Receptores Nucleares/inmunología , Piridinas/metabolismo , Piridinas/farmacocinética , Pirimidinas/metabolismo , Pirimidinas/farmacocinética , Ratas , Relación Estructura-Actividad
18.
J Comput Aided Mol Des ; 29(4): 327-38, 2015 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-25708388

RESUMEN

Using data from the in vitro liver microsomes metabolic stability assay, we have developed QSAR models to predict in vitro human clearance. Models were trained using in house high-throughput assay data reported as the predicted human hepatic clearance by liver microsomes or pCLh. Machine learning regression methods were used to generate the models. Model output for a given molecule was reported as its probability of being metabolically stable, thus allowing for synthesis prioritization based on this prediction. Use of probability, instead of the regression value or categories, has been found to be an efficient way for both reporting and assessing predictions. Model performance is evaluated using prospective validation. These models have been integrated into a number of desktop tools, and the models are routinely used to prioritize the synthesis of compounds. We discuss two therapeutic projects at Genentech that exemplify the benefits of a probabilistic approach in applying the models. A three-year retrospective analysis of measured liver microsomes stability data on all registered compounds at Genentech reveals that the use of these models has resulted in an improved metabolic stability profile of synthesized compounds.


Asunto(s)
Descubrimiento de Drogas/métodos , Microsomas Hepáticos/metabolismo , Preparaciones Farmacéuticas/metabolismo , Humanos , Modelos Biológicos , Probabilidad , Relación Estructura-Actividad Cuantitativa , Máquina de Vectores de Soporte
19.
J Comput Aided Mol Des ; 29(6): 511-23, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-25921252

RESUMEN

Structure- and property-based drug design is an integral part of modern drug discovery, enabling the design of compounds aimed at improving potency and selectivity. However, building molecules using desktop modeling tools can easily lead to poor designs that appear to form many favorable interactions with the protein's active site. Although a proposed molecule looks good on screen and appears to fit into the protein site X-ray crystal structure or pharmacophore model, doing so might require a high-energy small molecule conformation, which would likely be inactive. To help scientists make better design decisions, we have built integrated, easy-to-use, interactive software tools to perform docking experiments, de novo design, shape and pharmacophore based database searches, small molecule conformational analysis and molecular property calculations. Using a combination of these tools helps scientists in assessing the likelihood that a designed molecule will be active and have desirable drug metabolism and pharmacokinetic properties. Small molecule discovery success requires project teams to rapidly design and synthesize potent molecules with good ADME properties. Empowering scientists to evaluate ideas quickly and make better design decisions with easy-to-access and easy-to-understand software on their desktop is now a key part of our discovery process.


Asunto(s)
Diseño de Fármacos , Simulación del Acoplamiento Molecular , Relación Estructura-Actividad Cuantitativa , Programas Informáticos , Diseño Asistido por Computadora , Conformación Molecular , TYK2 Quinasa/antagonistas & inhibidores , TYK2 Quinasa/química
20.
Nature ; 457(7225): 51-6, 2009 Jan 01.
Artículo en Inglés | MEDLINE | ID: mdl-19122635

RESUMEN

Rare cells with the properties of stem cells are integral to the development and perpetuation of leukaemias. A defining characteristic of stem cells is their capacity to self-renew, which is markedly extended in leukaemia stem cells. The underlying molecular mechanisms, however, are largely unknown. Here we demonstrate that expression of the cell-cycle inhibitor p21 is indispensable for maintaining self-renewal of leukaemia stem cells. Expression of leukaemia-associated oncogenes in mouse haematopoietic stem cells (HSCs) induces DNA damage and activates a p21-dependent cellular response, which leads to reversible cell-cycle arrest and DNA repair. Activated p21 is critical in preventing excess DNA-damage accumulation and functional exhaustion of leukaemic stem cells. These data unravel the oncogenic potential of p21 and suggest that inhibition of DNA repair mechanisms might function as potent strategy for the eradication of the slowly proliferating leukaemia stem cells.


Asunto(s)
Ciclo Celular , Inhibidor p21 de las Quinasas Dependientes de la Ciclina/metabolismo , Daño del ADN , Leucemia/patología , Células Madre Neoplásicas/patología , Animales , Recuento de Células , Ciclo Celular/genética , División Celular , Subunidad alfa 2 del Factor de Unión al Sitio Principal/genética , Subunidad alfa 2 del Factor de Unión al Sitio Principal/metabolismo , Inhibidor p21 de las Quinasas Dependientes de la Ciclina/deficiencia , Inhibidor p21 de las Quinasas Dependientes de la Ciclina/genética , Daño del ADN/genética , Reparación del ADN , Fibroblastos , Regulación Neoplásica de la Expresión Génica , Ratones , Ratones Endogámicos C57BL , Células Madre Neoplásicas/citología , Proteínas de Fusión Oncogénica/genética , Proteínas de Fusión Oncogénica/metabolismo , Regulación hacia Arriba
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