drugs

药物
  • 文章类型: Journal Article
    吸毒者是HIV感染的高危人群,也是重要的HIV携带者。鉴于新药的出现,我们探索了当前的吸毒行为,HIV感染,以及2014-2021年吸毒者吸毒行为与HIV感染风险的相关性。
    我们旨在确定吸毒者中HIV感染风险的患病率,并根据更新的数据探索吸毒行为,这可以为吸毒者中艾滋病毒预防策略的精确性提供证据。
    数据来自杭州市康复中心和社区吸毒人员哨点监测(2014-2021年),包括社会人口特征,艾滋病毒意识,吸毒,危险的性行为,和艾滋病毒感染状况。采用多因素logistic回归分析吸毒人群HIV感染和危险性行为的影响因素。
    总共,包括5623名吸毒者(男性:n=4734,84.19%;年龄:平均38.38,SD9.94岁)。新药在参与者中占主导地位(n=3674,65.34%)。主要用药方式为非注射用药(n=4756,84.58%)。总的来说,调查前最后一个月注射的药物占27.45%(n=1544),平均每日注射频率为3.10(SD8.24)。同时,3.43%的参与者共用针头。吸毒后性行为的发生率为33.13%(n=1863),35.75%(n=666)的人在最后一次使用避孕套。总的来说,116名参与者的HIV抗体检测呈阳性(感染率=2.06%)。新吸毒者比传统吸毒者表现出更多的使用后性行为(比值比[OR]7.771,95%CI6.126-9.856;P<.001)。了解艾滋病毒的吸毒者更有可能从事危险的性行为(OR1.624,95%CI1.152-2.291;P=.006)。新型吸毒者更有可能从事无保护的性行为(OR1.457,95%CI1.055-2.011;P=.02)。矛盾的是,HIV意识较高的吸毒者更容易发生无保护的性行为(OR5.820,95%CI4.650-7.284;P<.001).女性从事无保护性行为的人数少于男性(OR0.356,95%CI0.190-0.665;P=.001)。注射吸毒者的艾滋病毒感染率较高(OR2.692,95%CI0.995-7.287;P=.04),在最近性交期间使用安全套的吸毒者中,艾滋病毒感染率低于未使用安全套的吸毒者(OR0.202,95%CI0.076-0.537;P=.001)。较高的教育水平与较高的HIV感染率相关。然而,HIV认知水平与HIV感染之间无显著相关性。
    新药类型和不注射是过去7年的主要模式。使用新型药物,而不是传统药物,与HIV感染风险增加有关。注射药物使用是HIV感染的危险因素。吸毒者对艾滋病毒的认识很高,但是危险性行为的发生率仍然很高。因此,促进高危人群从认知到态度的行为转变,然后采取保护措施。
    UNASSIGNED: Drug users are a high-risk group for HIV infection and are prominent HIV carriers. Given the emergence of new drugs, we explored current drug-using behaviors, HIV infections, and the correlation between drug-using behaviors and HIV infection risk among drug users from 2014 to 2021.
    UNASSIGNED: We aimed to identify the prevalence of HIV infection risk among drug users and explore drug use behaviors based on the updated data, which could provide evidence for the precision of HIV prevention strategies among drug users.
    UNASSIGNED: Data were collected from sentinel surveillance of drug users in rehabilitation centers and communities in Hangzhou (2014-2021), including sociodemographic characteristics, HIV awareness, drug use, risky sexual behaviors, and HIV infection status. Multivariate logistic regression was used to identify the factors influencing HIV infection and risky sexual behaviors among drug users.
    UNASSIGNED: In total, 5623 drug users (male: n=4734, 84.19%; age: mean 38.38, SD 9.94 years) were included. New drugs dominated among the participants (n=3674, 65.34%). The main mode of drug use was noninjection (n=4756, 84.58%). Overall, for 27.45% (n=1544) of injected drugs in the last month before the investigation, the average daily injection frequency was 3.10 (SD 8.24). Meanwhile, 3.43% of participants shared needles. The incidence of sexual behaviors after drug use was 33.13% (n=1863), with 35.75% (n=666) of them using a condom in the last time. Overall, 116 participants tested positive for HIV antibodies (infection rate=2.06%). New drug users exhibited more postuse sexual behaviors than traditional drug users (odds ratio [OR] 7.771, 95% CI 6.126-9.856; P<.001). HIV-aware drug users were more likely to engage in risky sexual behaviors (OR 1.624, 95% CI 1.152-2.291; P=.006). New-type drug users were more likely to engage in unprotected sexual behavior (OR 1.457, 95% CI 1.055-2.011; P=.02). Paradoxically, drug users with greater HIV awareness were more prone to engaging in unprotected sexual behavior (OR 5.820, 95% CI 4.650-7.284; P<.001). Women engaged less in unprotected sex than men (OR 0.356, 95% CI 0.190-0.665; P=.001). HIV rates were higher among injecting drug users (OR 2.692, 95% CI 0.995-7.287; P=.04) and lower among drug users who used condoms during recent sex than those who did not (OR 0.202, 95% CI 0.076-0.537; P=.001). Higher education levels were associated with higher HIV infection rates. However, there was no significant correlation between HIV cognition level and HIV infection.
    UNASSIGNED: New drug types and noninjection were the main patterns in last 7 years. Using new types of drugs, rather than traditional drugs, was associated with an increased risk of HIV infection. Injection drug use was a risk factor for HIV infection. HIV awareness among drug users was high, but the incidence of risky sexual behaviors remained high. Therefore, it is important to promote the behavioral transformation of high-risk populations from cognition to attitude, and then to taking protective measures.
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  • 文章类型: Journal Article
    癌症是一种影响所有年龄段的人的疾病,社会经济背景,性别,和人口统计。这不仅给被诊断的人带来了沉重负担,也给他们的家庭和社区带来了沉重负担。靶向治疗药物在有效性和安全性方面都超过了更传统的化疗形式,这导致他们迅速上升到癌症治疗的最前沿。越来越多的小分子被创造用于治疗癌症,其中几种药物已被美国食品和药物管理局批准在市场上销售。近年来,小分子靶向抗癌疗法取得了重大进展,然而,他们继续与许多障碍作斗争,包括低应答率和耐药性。我们对批准的小分子靶向抗癌药物进行了详尽的研究,以及重要的候选药物。这篇综述描述了2021年至2024年批准的抗癌药物,临床活性抗癌药物,以及它们的合成方法。
    Cancer is a disease that affects people of all ages, socioeconomic backgrounds, genders, and demographics. It places a significant burden not just on those who are diagnosed but also on their families and communities. Targeted therapeutic medications have surpassed more conventional forms of chemotherapy in terms of both their effectiveness and safety, which leads to their rapid ascent to the forefront of cancer treatment. A growing number of small molecules have been created for the treatment of cancer, and several of these drugs have been approved to be sold in the market by the Food and Drug Administration of the United States. Small molecule targeted anticancer therapies have made significant progress in recent years, yet they continue to struggle with a number of obstacles, including a low response rate and drug resistance. We have carried out an exhaustive study on approved small-molecule targeted anticancer medications, as well as important drug candidates. This review describes the significance of approved anticancer drugs from 2021 to 2024, clinically active anticancer drugs, and the methods used for their synthesis.
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  • 文章类型: Journal Article
    药品,像食物一样,是必需品。许多常用的药物,尤其是抗生素和NSAIDs最终进入环境,并在环境中(尤其是在水中)以ng·L-1-μg·L-1范围内的浓度检测到。尽管环境中单个药物的浓度很低,它们的高生物活性会导致它们对环境有毒。这篇综述分析和总结了药物的作用,主要是抗生素和NSAIDs对光合作用的生物,即,藻类,水生和陆生植物。对藻类和植物的急性药物毒性最常发生在高,通常不存在环境浓度,而亚致死效应发生在低药物浓度。该综述还指出了与生态毒理学研究相关的问题,以及缺乏更好地评估与环境中药物存在相关风险的系统性解决方案。
    Medicines, like food, are necessities. Many of the commonly used pharmaceuticals, especially antibiotics and NSAIDs end up in the environment and are detected in it (especially in water) at concentrations in the ng·L-1- μg·L-1 range. Although the concentrations of individual drugs in the environment are low, their high biological activity can cause them to be toxic to the environment. This review analyzes and summarizes the effects of drugs, primarily antibiotics and NSAIDs on photosynthesizing organisms, i.e., algae, aquatic and terrestrial plants. Acute drug toxicity to algae and plants occurs most often at high, often non-existent environmental concentrations, while sublethal effects occur at low drug concentrations. The review also points out the problems associated with ecotoxicological studies and the lack of systemic solutions to better assess the risks associated with the presence of drugs in the environment.
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  • 文章类型: Journal Article
    背景:尽管直接口服抗凝剂(DOAC)已在成人人群中使用了十多年,自从FDA批准利伐沙班和达比加群以来,DOAC在儿科人群中的使用已经开始增加,DOAC为儿科患者提供了几个优点,其他抗凝剂,包括类似的安全概况,最少的实验室监控,易于管理。DOAC使用的增加导致越来越多的儿科患者接受DOAC治疗,以进行选择性和紧急手术。由于缺乏专家共识指南以及在给定手术中难以平衡患者的血栓形成风险和出血风险,抗凝治疗的围手术期管理通常对提供者具有挑战性。
    目的:使用最新文献,我们对DOAC在儿科患者中的围手术期管理进行了重点综述.
    结论:这项工作为儿科麻醉师提供了关于临床可用DOAC的重点综述,DOAC的围手术期监测和管理,以及逆转的选择和迹象。虽然仍然需要协商一致的专家实践准则,我们希望这项工作将使围手术期医生熟悉这些药物,推荐使用,和潜在的围手术期管理。
    BACKGROUND: Although direct oral anticoagulants (DOACs) have been used in the adult population for over a decade, DOACs use has begun to rise in pediatric populations since FDA approval of rivaroxaban and dabigatran, DOACs offer several advantages for pediatric patients, to other anticoagulants, including a similar safety profile, minimal lab monitoring, and ease of administration. The rise in DOAC use has led to an increasing number of pediatric patients managed on DOACs presenting for elective and urgent procedures. Perioperative management of anticoagulation is often challenging for providers due to the lack of expert consensus guidelines and the difficulty in balancing a patient\'s thrombotic risk with bleeding risk for a given procedure.
    OBJECTIVE: Using the most up to date literature, we provide a focused review on the perioperative management of DOACs in pediatric patients.
    CONCLUSIONS: This work presents a focused review for pediatric anesthesiologists on clinically available DOACs, perioperative monitoring and management of DOACs, as well as options and indications for reversal. While consensus expert practice guidelines are still needed, we hope this work will familiarize perioperative physicians with these agents, recommended uses, and potential perioperative management.
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  • 文章类型: Journal Article
    慢性硬膜下血肿(CSDH)是神经外科的常见并发症。颅脑外伤是可能的原因。没有关于CSDH与肾病综合征的报道。其发病机制非常罕见,以前没有关于这种疾病治疗的报道。我们报告了一例可能由肾病综合征引起的慢性硬膜下血肿,并回顾了有关该主题的文献。
    我们报告了一例罕见的慢性硬膜下血肿,可能由肾病综合征引起。病人入院后,进行了相关的实验室测试,在病人的尿液中检测到大量的蛋白质,表明低蛋白血症和高脂血症。患者被诊断为肾病综合征。排除相关手术禁忌症后,患者接受了慢性硬膜下血肿的钻孔引流术。手术后提供口服阿托伐他汀的后续治疗。如果患者的神经系统状况改善,则将其转移到肾脏病科进行肾病综合征的进一步治疗。术后3个月随访未发现神经系统后遗症。
    慢性硬膜下血肿很少由肾病综合征引起。对于影像学证实有充分的血肿液化并且可以耐受开颅手术的患者,可以考虑进行钻孔和引流。术后应补充阿托伐他汀作为预防性治疗。肾病综合征应在患者神经状况稳定后立即治疗。
    UNASSIGNED: Chronic subdural hematoma (CSDH) is a common complication of neurosurgery. Craniocerebral trauma is the likely cause. There are no reports relating CSDH with nephrotic syndrome. Its pathogenesis is very rare, and there are no previous reports on treatments for this disease. We report a case of chronic subdural hematoma that may be caused by nephrotic syndrome and review the previous literature on this subject.
    UNASSIGNED: We report a rare case of chronic subdural hematoma that may be caused by nephrotic syndrome. After the patient was admitted to the hospital, relevant laboratory tests were conducted, and a large amount of protein was detected in the patient\'s urine, indicating hypoproteinaemia and hyperlipidemia. The patient was diagnosed with nephrotic syndrome. After the exclusion of related surgical contraindications, the patient underwent trepanation and drainage of the chronic subdural hematoma. Subsequent treatment with oral atorvastatin was provided after surgery. The patient was transferred to the nephrology department for further treatment of nephrotic syndrome if his neurological condition improved. No neurological sequelae were detected at the follow-up visit 3 months after the operation.
    UNASSIGNED: Chronic subdural hematomas are rarely caused by nephrotic syndrome. Trepanation and drainage may be considered for patients confirmed to have adequate hematoma liquefaction on imaging and who can tolerate craniotomy. Atorvastatin should be supplemented as prophylactic treatment after the operation. Nephrotic syndrome should be treated as soon as the patient\'s neurological condition is stable.
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  • 文章类型: Journal Article
    细胞附着于细胞外基质显著影响组织的完整性和人类健康。整联蛋白α5β1是α5和β1亚基的异二聚体,已被确定为几种人类癌症的关键调节剂。整合素α5β1显著调节细胞增殖,血管生成,炎症,肿瘤转移,和入侵。整合素α5β1在肿瘤转移中的这种调节作用使其成为癌症治疗的有吸引力的靶标。大多数靶向整合素α5β1的药物仅限于临床试验。在我们的研究中,我们进行了94287种化合物筛选,以确定抗α5β1整合素的潜在药物.我们使用ATN-161作为参考,并采用了组合的生物信息学方法,包括分子建模,虚拟筛选,MM-GBSA,细胞系细胞毒性预测,ADMET,密度泛函理论(DFT),非共价相互作用(NCI)和分子模拟,鉴定推定的整合素α5β1抑制剂。我们发现了Taxifolin,PD133053和Acebutolol对α5β1整联蛋白具有抑制活性,可作为癌症治疗的有效药物。Taxifolin,PD133053和Acebutolol表现出与整联蛋白α5β1的可成药口袋的优异结合,并且还保持了独特的结合机制,在分子水平上具有额外的疏水接触。总的来说,我们的研究提供了新的药物候选物,它们可能作为抗整合素α5β1的潜在药物.
    Cell attachment to the extracellular matrix significantly impacts the integrity of tissues and human health. The integrin α5β1 is a heterodimer of α5 and β1 subunits and has been identified as a crucial modulator in several human carcinomas. Integrin α5β1 significantly regulates cell proliferation, angiogenesis, inflammation, tumor metastasis, and invasion. This regulatory role of integrin α5β1 in tumor metastasis makes it an appealing target for cancer therapy. The majority of the drugs targeting integrin α5β1 are limited only to clinical trials. In our study, we have performed 94287 compounds screening to determine potential drugs against α5β1 integrin. We have used ATN-161 as a reference and employed combined bioinformatic methodologies, including molecular modelling, virtual screening, MM-GBSA, cell-line cytotoxicity prediction, ADMET, Density Functional Theory (DFT), Non-covalent Interactions (NCI) and molecular simulation, to identify putative integrin α5β1 inhibitors. We found Taxifolin, PD133053, and Acebutolol that possess inhibitory activity against α5β1 integrin and could act as effective drug for the cancer treatment. Taxifolin, PD133053, and Acebutolol exhibited excellent binding to the druggable pocket of integrin α5β1, and also maintained a unique binding mechanism with extra hydrophobic contacts at molecular level. Overall, our study gives new pharmacological candidates that may act as a potential drug against integrin α5β1.
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  • 文章类型: Journal Article
    癫痫是一种慢性神经系统疾病,其特征是反复发作,对全世界的医疗保健专业人员构成了重大挑战。大多数抗癫痫药物具有严重的副作用,可能会影响生活质量,例如疲劳,头晕,体重增加和认知障碍。在这种情况下,寻找更有效和更有潜力的抗癫痫候选药物引起了人们对杂环化合物合成领域的兴趣。这篇综述将集中在杂环部分的利用,包括咪唑,吲哚,噻唑,三嗪,喹唑啉和恶唑表现出显着的抗惊厥特性。此外,绿色方法和微波辅助方案等多种杂环抗惊厥药物合成方法的探索,更有效和更有潜力的方法。该审查将通过特别关注创新的合成方法来区别于以前的审查,包括绿色方法和微辅助技术,这有助于在2019-2024年期间采取生态友好和环境友好的方法。除此之外,这篇综述将集中于杂环化合物的构效关系(SAR)研究,以便深入了解新一代抗癫痫药物的设计,提高疗效和减少副作用.
    Epilepsy which is a chronic neurological disorder is characterized by recurrent seizure poses a significant challenge to healthcare professionals worldwide. Most of antiepileptic drugs have serious side effects that might affect the quality of life such as fatigue, dizziness, weight gain and cognitive impairments. In this context, the search for more effective and potential antiepileptic drug candidate has led to a growing interest in the field of synthesis of heterocyclic compounds. This review will focus on the utilization of heterocyclic moieties including imidazole, indole, thiazole, triazine, quinazoline and oxazole which show remarkable anticonvulsant properties. Furthermore, the exploration of various methodologies for the synthesis of heterocyclic anticonvulsant drugs such as green methodologies and microwave assisted protocols have contributed to the development of environment friendly,  more efficient and potential approaches. The review will distinguish from previous ones by specifically focusing on innovative synthetic methodologies, including greener methodologies and micro-assisted techniques, that contribute to eco-friendly and environment benign approaches during 2019-2024. In addition to this, the review will focus on the Structure Activity Relationship (SAR) studies of heterocyclic compounds in order to offer insight into the design of next generation antiepileptic drugs with improved efficacy and reduced side effects.
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  • 文章类型: Journal Article
    TGF-β信号通路异常可导致结直肠癌(CRC)的侵袭表型,导致预后不良。在TGF-β相关基因的基础上建立有效的预后因子对准确识别CRC患者的风险至关重要。
    我们从数据库和以前的文献中对CRC患者的TGF-β相关基因进行了差异分析,以获得TGF-β相关的差异表达基因(TRDEGs)。利用LASSO-Cox回归建立基于TRDEGs的CRC预后特征模型。使用两个GEO验证集对模型进行了验证。采用Wilcoxon秩和检验模型与临床因素的相关性。使用ESTIMATE算法和ssGSEA和肿瘤突变负荷(TMB)分析来分析高风险(HR)和低风险(LR)组的免疫状况和突变负荷。利用CellMiner数据库来鉴定对特征基因具有高敏感性的治疗药物。
    我们建立了具有良好预测准确性的六基因风险预后模型,独立预测CRC患者的预后。由于较高的免疫浸润和TMB,HR组更有可能经历免疫疗法益处。特征基因TGFB2能够抑制XAV-939、星孢菌素、和达沙替尼,但促进药物如CUDC-305和CUDC-305的副产品的疗效。同样,RBL1可以抑制氟奋乃静和咪喹莫特的药物作用,但可以促进伊罗芬的药物作用。
    根据TGF-β相关基因开发了CRC风险预后特征,为CRC患者的风险和进一步的治疗选择提供参考。
    UNASSIGNED: Aberrant TGF-β signaling pathway can lead to invasive phenotype of colorectal cancer (CRC), resulting in poor prognosis. It is pivotal to develop an effective prognostic factor on the basis of TGF-β-related genes to accurately identify risk of CRC patients.
    UNASSIGNED: We performed differential analysis of TGF-β-related genes in CRC patients from databases and previous literature to obtain TGF-β-related differentially expressed genes (TRDEGs). LASSO-Cox regression was utilized to build a CRC prognostic feature model based on TRDEGs. The model was validated using two GEO validation sets. Wilcoxon rank-sum test was utilized to test correlation of model with clinical factors. ESTIMATE algorithm and ssGSEA and tumor mutation burden (TMB) analysis were used to analyze immune landscape and mutation burden of high-risk (HR) and low-risk (LR) groups. CellMiner database was utilized to identify therapeutic drugs with high sensitivity to the feature genes.
    UNASSIGNED: We established a six-gene risk prognostic model with good predictive accuracy, which independently predicted CRC patients\' prognoses. The HR group was more likely to experience immunotherapy benefits due to higher immune infiltration and TMB. The feature gene TGFB2 could inhibit the efficacy of drugs such as XAV-939, Staurosporine, and Dasatinib, but promote the efficacy of drugs such as CUDC-305 and by-product of CUDC-305. Similarly, RBL1 could inhibit the drug action of Fluphenazine and Imiquimod but promote that of Irofulven.
    UNASSIGNED: A CRC risk prognostic signature was developed on basis of TGF-β-related genes, which provides a reference for risk and further therapeutic selection of CRC patients.
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  • 文章类型: Journal Article
    2020年,乳腺癌首次超过肺癌成为世界上最常见的癌症。由于一些乳腺癌细胞系对凋亡的抗性,抗乳腺癌药物的治疗效果有限。根据最近的报道,乳腺癌细胞对铁凋亡的易感性影响进展,乳腺癌的预后和耐药性。例如,罗布替尼通过减少成纤维细胞生长因子受体4(FGFR4)的表达诱导曲妥珠单抗耐药的人表皮生长因子受体2(HER2)阳性乳腺癌细胞的铁凋亡,从而增强这些细胞对HER2靶向治疗的敏感性。在他莫昔芬耐药的乳腺癌细胞中,Fascin通过抑制溶质载体家族7成员11(SLC7A11)表达来加剧其抗性,这反过来提高了他们对他莫昔芬的反应能力。近年来,中药提取物和治疗药物已被证明通过调节一系列与铁性凋亡有关的调节因子来引起乳腺癌细胞的铁性凋亡。包括SLC7A11,谷胱甘肽过氧化物酶4(GPX4),酰基辅酶A合成酶长链家族成员4(ACSL4),和血红素加氧酶1(HO-1)。这里,本文综述了中药提取物和治疗药物在乳腺癌铁凋亡调控中的作用和机制,提供抗乳腺癌的潜在治疗选择。
    In 2020, breast cancer surpassed lung cancer as the most common cancer in the world for the first time. Due to the resistance of some breast cancer cell lines to apoptosis, the therapeutic effect of anti-breast cancer drugs is limited. According to recent report, the susceptibility of breast cancer cells to ferroptosis affects the progress, prognosis and drug resistance of breast cancer. For instance, roblitinib induces ferroptosis of trastuzumab-resistant human epidermal growth factor receptor 2 (HER2)-positive breast cancer cells by diminishing fibroblast growth factor receptor 4 (FGFR4) expression, thereby augmenting the susceptibility of these cells to HER2-targeted therapies. In tamoxifen-resistant breast cancer cells, Fascin exacerbates their resistance by repressing solute carrier family 7 member 11 (SLC7A11) expression, which in turn heightens their responsiveness to tamoxifen. In recent years, Chinese herbs extracts and therapeutic drugs have been demonstrated to elicit ferroptosis in breast cancer cells by modulating a spectrum of regulatory factors pertinent to ferroptosis, including SLC7A11, glutathione peroxidase 4 (GPX4), acyl-CoA synthetase long chain family member 4 (ACSL4), and haem oxygenase 1 (HO-1). Here, we review the roles and mechanisms of Chinese herbal extracts and therapeutic drugs in regulating ferroptosis in breast cancer, providing potential therapeutic options for anti-breast cancer.
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  • 文章类型: Journal Article
    目的:介绍糖尿病(RAPIDS)2.0风险引擎的真实世界进展,唯一的模拟模型,用于研究2型糖尿病(T2DM)动态降糖治疗序列产生的长期结局轨迹.
    方法:使用基于最小绝对收缩和选择算子(LASSO)的特征正则化重新估计了RAPIDS模型的风险方程,该特征跨越了当前时间的最后两个季度的基线数据以及与年龄的相互作用。这些方程补充了二肽基肽酶-4抑制剂的影响估计,胰高血糖素样肽-1受体激动剂,和钠-葡萄糖协同转运蛋白-2抑制剂类药物作为单一疗法及其与二甲双胍的组合基于较新的试验数据和综合荟萃分析。使用2008年至2021年来自美国国家医疗机构网络的电子病历(EMR)数据对概率RAPIDS2.0模型进行了校准(N=25000)和验证(N=263816)。
    结果:基于EMR的队列在基线时的平均年龄为61岁,50%的女性,70%的非西班牙裔白人和20%的非西班牙裔黑人,紧随其后的是17.5个季度(范围:3-50)。最终的RAPIDS2.0风险引擎准确地预测了所有9种生物标志物的长期轨迹和保留验证样本中的9种结果。在所研究的14个子组中的每个组中观察到类似的预测准确性。
    结论:RAPIDS2.0模型证明了美国T2DM患者作为治疗使用模式的动态序列的函数的结果的有效长期预测。这凸显了其在美国降糖治疗的替代序列之间预测长期比较有效性的潜力。
    OBJECTIVE: To present the Real-World Progression In Diabetes (RAPIDS) 2.0 Risk Engine, the only simulation model to study the long-term trajectories of outcomes arising from dynamic sequences of glucose-lowering treatments in type 2 diabetes (T2DM).
    METHODS: The RAPIDS model\'s risk equations were re-estimated using a Least Absolute Shrinkage and Selection Operator (LASSO)-based regularization of features that spanned baseline data from the last two quarters of current time and interactions with age. These equations were supplemented with estimates for the impact of dipeptidyl peptidase-4 inhibitors, glucagon-like peptide-1 receptor agonists, and sodium-glucose cotransporter-2 inhibitor classes of drugs as monotherapies and their combinations with metformin based on newer trial data and comprehensive meta-analyses. The probabilistic RAPIDS 2.0 model was calibrated (N = 25 000) and validated (N = 263 816) using electronic medical records (EMR) data between 2008 and 2021 from a national network of US healthcare organizations.
    RESULTS: The EMR-based cohort had a mean age of 61 years at baseline, with 50% women, 70% non-Hispanic White individuals and 20% non-Hispanic Black individuals, and was followed for 17.5 quarters (range: 3-50). The final RAPIDS 2.0 risk engine accurately predicted the long-term trajectories of all nine biomarkers and nine outcomes in the hold-out validation sample. Similar accuracies in predictions were observed in each of the 14 subgroups studied.
    CONCLUSIONS: The RAPIDS 2.0 model demonstrated valid long-term predictions of outcomes in individuals with T2DM in the United States as a function of dynamic sequences of treatment use patterns. This highlights its potential to project long-term comparative effectiveness between alternative sequences of glucose-lowering treatment uses in the United States.
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