12 research outputs found

    AI is a viable alternative to high throughput screening: a 318-target study

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    : High throughput screening (HTS) is routinely used to identify bioactive small molecules. This requires physical compounds, which limits coverage of accessible chemical space. Computational approaches combined with vast on-demand chemical libraries can access far greater chemical space, provided that the predictive accuracy is sufficient to identify useful molecules. Through the largest and most diverse virtual HTS campaign reported to date, comprising 318 individual projects, we demonstrate that our AtomNet® convolutional neural network successfully finds novel hits across every major therapeutic area and protein class. We address historical limitations of computational screening by demonstrating success for target proteins without known binders, high-quality X-ray crystal structures, or manual cherry-picking of compounds. We show that the molecules selected by the AtomNet® model are novel drug-like scaffolds rather than minor modifications to known bioactive compounds. Our empirical results suggest that computational methods can substantially replace HTS as the first step of small-molecule drug discovery

    Effect of angiotensin-converting enzyme inhibitor and angiotensin receptor blocker initiation on organ support-free days in patients hospitalized with COVID-19

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    IMPORTANCE Overactivation of the renin-angiotensin system (RAS) may contribute to poor clinical outcomes in patients with COVID-19. Objective To determine whether angiotensin-converting enzyme (ACE) inhibitor or angiotensin receptor blocker (ARB) initiation improves outcomes in patients hospitalized for COVID-19. DESIGN, SETTING, AND PARTICIPANTS In an ongoing, adaptive platform randomized clinical trial, 721 critically ill and 58 non–critically ill hospitalized adults were randomized to receive an RAS inhibitor or control between March 16, 2021, and February 25, 2022, at 69 sites in 7 countries (final follow-up on June 1, 2022). INTERVENTIONS Patients were randomized to receive open-label initiation of an ACE inhibitor (n = 257), ARB (n = 248), ARB in combination with DMX-200 (a chemokine receptor-2 inhibitor; n = 10), or no RAS inhibitor (control; n = 264) for up to 10 days. MAIN OUTCOMES AND MEASURES The primary outcome was organ support–free days, a composite of hospital survival and days alive without cardiovascular or respiratory organ support through 21 days. The primary analysis was a bayesian cumulative logistic model. Odds ratios (ORs) greater than 1 represent improved outcomes. RESULTS On February 25, 2022, enrollment was discontinued due to safety concerns. Among 679 critically ill patients with available primary outcome data, the median age was 56 years and 239 participants (35.2%) were women. Median (IQR) organ support–free days among critically ill patients was 10 (–1 to 16) in the ACE inhibitor group (n = 231), 8 (–1 to 17) in the ARB group (n = 217), and 12 (0 to 17) in the control group (n = 231) (median adjusted odds ratios of 0.77 [95% bayesian credible interval, 0.58-1.06] for improvement for ACE inhibitor and 0.76 [95% credible interval, 0.56-1.05] for ARB compared with control). The posterior probabilities that ACE inhibitors and ARBs worsened organ support–free days compared with control were 94.9% and 95.4%, respectively. Hospital survival occurred in 166 of 231 critically ill participants (71.9%) in the ACE inhibitor group, 152 of 217 (70.0%) in the ARB group, and 182 of 231 (78.8%) in the control group (posterior probabilities that ACE inhibitor and ARB worsened hospital survival compared with control were 95.3% and 98.1%, respectively). CONCLUSIONS AND RELEVANCE In this trial, among critically ill adults with COVID-19, initiation of an ACE inhibitor or ARB did not improve, and likely worsened, clinical outcomes. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT0273570

    PROSPECÇÃO CIENTÍFICA E TECNOLÓGICA DE Chenopodium ambrosioides, COM ÊNFASE NAS ATIVIDADES FARMACOLÓGICAS

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    Nesta prospecção, objetivou-se realizar um estudo sobre atividades biológicas já descritas para o mastruz, com especial destaque para as eventuais aplicações farmacológicas desta planta. Para isso, foram obtidas informações sobre artigos científicos nas bases Web of ScienceTM, ScienceDirect, PubMed e Scielo, bem como sobre documentos de patentes nas bases USPTO, EPO, WIPO e INPI, com o uso da palavra-chave: Chenopodium ambrosioides, sempre utilizada nos campos de busca relativos ao título e ao resumo dos trabalhos. Desse modo, verificou-se que em bases de dados internacionais de artigos científicos, muitos são os trabalhos publicados envolvendo o mastruz, mas há número relativamente baixo de documentos de patentes, principalmente, no que se refere à descrição de eventual ação farmacológica da planta. Isso demonstra que há grandes oportunidades de pesquisa envolvendo a descrição da atividade biológica de extratos ou óleos essesnciais de plantas, como o mastruz

    PROSPECÇÃO CIENTÍFICA E TECNOLÓGICA DE Chenopodium ambrosioides, COM ÊNFASE NAS ATIVIDADES FARMACOLÓGICAS

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    Nesta prospecção, objetivou-se realizar um estudo sobre atividades biológicas já descritas para o mastruz, com especial destaque para as eventuais aplicações farmacológicas desta planta. Para isso, foram obtidas informações sobre artigos científicos nas bases Web of ScienceTM, ScienceDirect, PubMed e Scielo, bem como sobre documentos de patentes nas bases USPTO, EPO, WIPO e INPI, com o uso da palavra-chave: Chenopodium ambrosioides, sempre utilizada nos campos de busca relativos ao título e ao resumo dos trabalhos. Desse modo, verificou-se que em bases de dados internacionais de artigos científicos, muitos são os trabalhos publicados envolvendo o mastruz, mas há número relativamente baixo de documentos de patentes, principalmente, no que se refere à descrição de eventual ação farmacológica da planta. Isso demonstra que há grandes oportunidades de pesquisa envolvendo a descrição da atividade biológica de extratos ou óleos essesnciais de plantas, como o mastruz

    APLICAÇÕES FARMACOLÓGICAS E TECNOLÓGICAS DA GOMA DO CAJUEIRO (Anacardium occidentale L.) – UM PRODUTO OBTIDO DA FLORA BRASILEIRA

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    O objetivo deste estudo foi realizar uma revisão literária a partir de artigos, dissertações e teses, e uma prospecção baseada na busca por patentes para apresentar uma visão geral das aplicações farmacológicas e tecnológicas relacionadas à utilização da goma do cajueiro (GC). As bases Periódicos Capes, ScienceDirect e Web of ScienceTM, foram acessadas para  a busca por publicações e os bancos de patentes: USPTO, EPO, WIPO e INPI para a busca por patentes referentes a aplicação da GC na indústria farmacêutica, alimentícia e na área de nanotecnologia. Observou-se apenas 4 atividades farmacológicas para a GC: cicatrizante, antibacteriana, gastroprotetora e antidiarreica. Quanto as patentes, foram encontrados apenas dois registros na EPO relacionados à aplicação tecnológica de GC. Contudo, não havia nenhuma patente da GC relacionada à nanotecnologia, mostrando que o campo de pesquisa é bastante amplo nessa área.  Observa-se, portanto, que é necessário maior investimento quanto à aplicação tecnológica da GC nas áreas farmacêutica e alimentícia

    Effect of Antiplatelet Therapy on Survival and Organ Support–Free Days in Critically Ill Patients With COVID-19

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    Global variation in postoperative mortality and complications after cancer surgery: a multicentre, prospective cohort study in 82 countries

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    © 2021 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY-NC-ND 4.0 licenseBackground: 80% of individuals with cancer will require a surgical procedure, yet little comparative data exist on early outcomes in low-income and middle-income countries (LMICs). We compared postoperative outcomes in breast, colorectal, and gastric cancer surgery in hospitals worldwide, focusing on the effect of disease stage and complications on postoperative mortality. Methods: This was a multicentre, international prospective cohort study of consecutive adult patients undergoing surgery for primary breast, colorectal, or gastric cancer requiring a skin incision done under general or neuraxial anaesthesia. The primary outcome was death or major complication within 30 days of surgery. Multilevel logistic regression determined relationships within three-level nested models of patients within hospitals and countries. Hospital-level infrastructure effects were explored with three-way mediation analyses. This study was registered with ClinicalTrials.gov, NCT03471494. Findings: Between April 1, 2018, and Jan 31, 2019, we enrolled 15 958 patients from 428 hospitals in 82 countries (high income 9106 patients, 31 countries; upper-middle income 2721 patients, 23 countries; or lower-middle income 4131 patients, 28 countries). Patients in LMICs presented with more advanced disease compared with patients in high-income countries. 30-day mortality was higher for gastric cancer in low-income or lower-middle-income countries (adjusted odds ratio 3·72, 95% CI 1·70–8·16) and for colorectal cancer in low-income or lower-middle-income countries (4·59, 2·39–8·80) and upper-middle-income countries (2·06, 1·11–3·83). No difference in 30-day mortality was seen in breast cancer. The proportion of patients who died after a major complication was greatest in low-income or lower-middle-income countries (6·15, 3·26–11·59) and upper-middle-income countries (3·89, 2·08–7·29). Postoperative death after complications was partly explained by patient factors (60%) and partly by hospital or country (40%). The absence of consistently available postoperative care facilities was associated with seven to 10 more deaths per 100 major complications in LMICs. Cancer stage alone explained little of the early variation in mortality or postoperative complications. Interpretation: Higher levels of mortality after cancer surgery in LMICs was not fully explained by later presentation of disease. The capacity to rescue patients from surgical complications is a tangible opportunity for meaningful intervention. Early death after cancer surgery might be reduced by policies focusing on strengthening perioperative care systems to detect and intervene in common complications. Funding: National Institute for Health Research Global Health Research Unit

    Effects of hospital facilities on patient outcomes after cancer surgery: an international, prospective, observational study

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    © 2022 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 licenseBackground: Early death after cancer surgery is higher in low-income and middle-income countries (LMICs) compared with in high-income countries, yet the impact of facility characteristics on early postoperative outcomes is unknown. The aim of this study was to examine the association between hospital infrastructure, resource availability, and processes on early outcomes after cancer surgery worldwide. Methods: A multimethods analysis was performed as part of the GlobalSurg 3 study—a multicentre, international, prospective cohort study of patients who had surgery for breast, colorectal, or gastric cancer. The primary outcomes were 30-day mortality and 30-day major complication rates. Potentially beneficial hospital facilities were identified by variable selection to select those associated with 30-day mortality. Adjusted outcomes were determined using generalised estimating equations to account for patient characteristics and country-income group, with population stratification by hospital. Findings: Between April 1, 2018, and April 23, 2019, facility-level data were collected for 9685 patients across 238 hospitals in 66 countries (91 hospitals in 20 high-income countries; 57 hospitals in 19 upper-middle-income countries; and 90 hospitals in 27 low-income to lower-middle-income countries). The availability of five hospital facilities was inversely associated with mortality: ultrasound, CT scanner, critical care unit, opioid analgesia, and oncologist. After adjustment for case-mix and country income group, hospitals with three or fewer of these facilities (62 hospitals, 1294 patients) had higher mortality compared with those with four or five (adjusted odds ratio [OR] 3·85 [95% CI 2·58–5·75]; p<0·0001), with excess mortality predominantly explained by a limited capacity to rescue following the development of major complications (63·0% vs 82·7%; OR 0·35 [0·23–0·53]; p<0·0001). Across LMICs, improvements in hospital facilities would prevent one to three deaths for every 100 patients undergoing surgery for cancer. Interpretation: Hospitals with higher levels of infrastructure and resources have better outcomes after cancer surgery, independent of country income. Without urgent strengthening of hospital infrastructure and resources, the reductions in cancer-associated mortality associated with improved access will not be realised. Funding: National Institute for Health and Care Research
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