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CPAP Therapeutic Options for Obstructive Sleep Apnea. 阻塞性睡眠呼吸暂停的CPAP治疗选择。
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2020-07-13 eCollection Date: 2020-01-01 DOI: 10.2147/POR.S258632
Robert G Hooper

Introduction: There are many options available to patients who are placed on constant positive airway pressure (CPAP) for obstructive sleep apnea. Despite the success of CPAP in correcting apnea, a significant number of patients have difficulty with the therapy. A large number of those patients who have difficulty stop therapy and are often labeled as "CPAP Failure". Non-sleep specialists may view CPAP therapy as a singular course of treatment, but there are many ways CPAP may be ordered for a patient. Each patient experiences a unique set of options that constitute a unique order set.

Methods: In order to demonstrate the magnitude of the possible options, estimates of the number of unique order sets were calculated. The author chose individual order options and the number of selections possible within each option. The calculated sets included a "Generous, Limited and Minimal" number of selections for each option. Calculations were done separately for standard CPAP and for auto-adjusting CPAP. Additional calculations were performed using the number of commercially available masks in the United States.

Results: The maximum number of unique order sets was seen using a standard CPAP combined with commercially available masks: 49,152 unique order sets. The fewest number of unique order sets were seen with the auto-adjusting CPAP and the "Minimal" selections: 288 unique order sets.

Discussion: There are a large number of unique CPAP orders that a patient may experience. CPAP treatment is not a singular or simple therapy. When evaluating obstructive sleep apnea patients with histories of CPAP failure or prior difficulty with CPAP, paying close attention to the patient's treatment experiences may help explain a significant number of those patients' CPAP therapy problems.

导读:阻塞性睡眠呼吸暂停患者采用持续气道正压通气(CPAP)治疗有多种选择。尽管CPAP在纠正呼吸暂停方面取得了成功,但仍有相当数量的患者难以接受该治疗。大量有困难的患者停止治疗,通常被标记为“CPAP失败”。非睡眠专家可能认为CPAP治疗是一个单一的治疗过程,但有许多方法可以为患者订购CPAP。每个病人都经历了一组独特的选择,这些选择构成了一个独特的顺序集。方法:为了证明可能的选项的大小,估计的唯一订单集的数量进行了计算。作者选择了单独的订单选项和选择的数量可能在每个选项。计算集包括每个选项的“慷慨,有限和最小”数量的选择。分别对标准CPAP和自动调节CPAP进行计算。使用美国市售口罩的数量进行了额外的计算。结果:使用标准CPAP与市售口罩相结合的最大唯一订单集数量:49152个唯一订单集。使用自动调节CPAP和“Minimal”选项可以看到最少数量的唯一订单集:288个唯一订单集。讨论:患者可能会遇到大量独特的CPAP医嘱。CPAP治疗不是单一或简单的治疗。在评估有CPAP失败史或既往CPAP治疗困难的阻塞性睡眠呼吸暂停患者时,密切关注患者的治疗经历可能有助于解释大量患者的CPAP治疗问题。
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引用次数: 4
Adequacy of Therapy for People with Both COPD and Heart Failure in the UK: Historical Cohort Study. 英国COPD和心力衰竭患者治疗的充分性:历史队列研究
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2020-06-02 eCollection Date: 2020-01-01 DOI: 10.2147/POR.S250451
Konstantinos Kostikas, Chin Kook Rhee, John R Hurst, Piergiuseppe Agostoni, Hui Cao, Robert Fogel, Rupert Jones, Janwillem W H Kocks, Karen Mezzi, Simon Wan Yau Ming, Ronan Ryan, David B Price

Purpose: Chronic obstructive pulmonary disease (COPD) and heart failure (HF) often occur concomitantly, presenting diagnostic and therapeutic challenges for clinicians. We examined the characteristics of patients prescribed adequate versus inadequate therapy within 3 months after newly diagnosed comorbid COPD or HF.

Patients and methods: Eligible patients in longitudinal UK electronic medical record databases had pre-existing HF and newly diagnosed COPD (2017 GOLD groups B/C/D) or pre-existing COPD and newly diagnosed HF. Adequate COPD therapy was defined as long-acting bronchodilator(s) with/without inhaled corticosteroid; adequate HF therapy was defined as beta-blocker plus angiotensin-converting enzyme inhibitor and/or angiotensin receptor blocker.

Results: Of 2439 patients with HF and newly diagnosed COPD (mean 75 years, 61% men), adequate COPD therapy was prescribed for 726 (30%) and inadequate for 1031 (42%); 682 (28%) remained untreated for COPD. Adequate (vs inadequate) COPD therapy was less likely for women (35%) than men (45%), smokers (36%) than ex-/non-smokers (45%), and non-obese (41%) than obese (47%); spirometry was recorded for 57% prescribed adequate versus 35% inadequate COPD therapy. Of 12,587 patients with COPD and newly diagnosed HF (mean 75 years, 60% men), adequate HF therapy was prescribed for 2251 (18%) and inadequate for 5332 (42%); 5004 (40%) remained untreated for HF. Adequate (vs inadequate) HF therapy was less likely for smokers (27%) than ex-/non-smokers (32%) and non-obese (30%) than obese (35%); spirometry was recorded for 65% prescribed adequate versus 39% inadequate HF therapy.

Conclusion: Many patients with comorbid COPD/HF receive inadequate therapy after new diagnosis. Improved equity of access to integrated care is needed for all patient subgroups.

目的:慢性阻塞性肺疾病(COPD)和心力衰竭(HF)经常同时发生,给临床医生的诊断和治疗带来了挑战。我们检查了新诊断为COPD或HF合并症的患者在3个月内接受适当治疗与不适当治疗的患者的特征。患者和方法:英国纵向电子病历数据库中符合条件的患者患有先前存在的HF和新诊断的COPD (2017 GOLD组B/C/D)或先前存在的COPD和新诊断的HF。适当的COPD治疗被定义为长效支气管扩张剂加/不加吸入皮质类固醇;适当的HF治疗被定义为β受体阻滞剂加血管紧张素转换酶抑制剂和/或血管紧张素受体阻滞剂。结果:2439例HF合并新诊断COPD患者(平均75岁,61%男性)中,726例(30%)接受了适当的COPD治疗,1031例(42%)接受了不适当的COPD治疗;682人(28%)仍未接受COPD治疗。女性(35%)比男性(45%),吸烟者(36%)比戒烟/不吸烟(45%),非肥胖(41%)比肥胖(47%)更不可能接受充分(vs不充分)的COPD治疗;肺量测定记录显示,57%的患者接受了适当的COPD治疗,35%的患者接受了不适当的COPD治疗。在12587例COPD合并新诊断HF患者(平均75岁,60%男性)中,2251例(18%)患者接受了适当的HF治疗,5332例(42%)患者接受了不适当的HF治疗;5004例(40%)仍未接受HF治疗。充分(vs不充分)心衰治疗对于吸烟者(27%)比戒烟/不吸烟(32%)和非肥胖(30%)比肥胖(35%)的可能性要小;65%的患者接受了适当的心力衰竭治疗,39%的患者接受了不适当的心力衰竭治疗。结论:许多合并COPD/HF的患者在新诊断后治疗不足。需要改善所有患者亚群获得综合护理的公平性。
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引用次数: 3
Real-World Safety and Effectiveness of Tadalafil in Patients with Lower Urinary Tract Symptoms Secondary to Benign Prostatic Hyperplasia: A Japanese Post-Marketing Surveillance Study. 他达拉非治疗继发于良性前列腺增生的下尿路症状的安全性和有效性:一项日本上市后监测研究
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2020-05-04 eCollection Date: 2020-01-01 DOI: 10.2147/POR.S237821
Hiroyoshi Yamazaki, Naoto Tsujimoto, Momoha Koyanagi, Megumi C Katoh, Koyuki Tajima, Mika Komori

Objective: To evaluate the long-term safety and effectiveness of tadalafil in Japanese men with lower urinary tract symptoms secondary to benign prostatic hyperplasia in real-world clinical practice; and to investigate the safety profile in patients aged ≥75 years.

Patients and methods: This was a prospective, non-interventional, multicenter, post-marketing surveillance study in which Japanese patients with lower urinary tract symptoms secondary to benign prostatic hyperplasia were observed for up to 18 months after initiating tadalafil treatment. The real-world safety and effectiveness outcomes were assessed at baseline and at 1, 3, 6, 12, and 18 months post-treatment or the last day of treatment.

Results: Most patients received tadalafil 5 mg per day throughout the observation period. Among 1393 patients analyzed for safety, the overall incidence of adverse drug reactions was 8.3%. These adverse drug reactions were generally consistent with the known safety profile of tadalafil and no new safety risks were identified in long-term use. There was no statistical difference in the frequency of adverse drug reactions between patients aged <75 and ≥75 years. The mean change in total International Prostate Symptom Score (IPSS) and IPSS-quality of life subscore was significantly improved at each timepoint. At 18 months, IPSS had improved by 5.0 points (P < 0.001) and IPSS-quality of life subscore had improved by 1.5 points (P < 0.001). The mean change in post-voiding residual urine volume from baseline was significant at each time point and was -9.8 mL at 18 months (P < 0.001); there were no significant differences from baseline in maximum urinary flow rate.

Conclusion: This surveillance demonstrated that tadalafil has favorable safety and effectiveness profiles for long-term use in Japanese men with lower urinary tract symptoms secondary to benign prostatic hyperplasia. In addition, safety profiles in patients aged ≥75 years were similar to patients aged <75 years.

目的:评价他达拉非治疗日本男性良性前列腺增生继发下尿路症状的长期安全性和有效性;并调查≥75岁患者的安全性。患者和方法:这是一项前瞻性、非介入性、多中心、上市后监测研究,在开始他达拉非治疗后长达18个月的时间里,观察了日本患者继发于良性前列腺增生的下尿路症状。真实世界的安全性和有效性结果在基线和治疗后1、3、6、12和18个月或治疗最后一天进行评估。结果:大部分患者在整个观察期内给予他达拉非5mg / d。在1393例安全性分析患者中,药物不良反应的总发生率为8.3%。这些药物不良反应与他达拉非已知的安全性基本一致,长期使用未发现新的安全风险。两组患者药物不良反应发生频率差异无统计学意义(P < 0.001), IPSS-quality life评分提高1.5分(P < 0.001)。排尿后残余尿量与基线相比在每个时间点的平均变化都很显著,在18个月时为-9.8 mL (P < 0.001);最大尿流率与基线无显著差异。结论:这项监测表明,他达拉非在日本男性良性前列腺增生继发的下尿路症状中长期使用具有良好的安全性和有效性。此外,≥75岁患者的安全性与老年患者相似
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引用次数: 2
Reliability of Conclusions from Early Analyses of Real-World Data for Newly Approved Drugs in Advanced Gastric Cancer in the United States. 美国新近批准的晚期胃癌药物的真实世界数据早期分析结论的可靠性
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2020-04-30 eCollection Date: 2020-01-01 DOI: 10.2147/POR.S241427
Lisa M Hess, Michael Grabner, Liya Wang, Astra M Liepa, Xiaohong Ivy Li, Zhanglin Lin Cui, Lee Bowman, William R Schelman

Background: As real-world data resources expand and improve, there will increasingly be opportunities to study the effectiveness of interventions. There is a need to ensure that study designs explore potential sources of bias and either acknowledge or mitigate them, in order to improve the accuracy of findings. The objective of this study was to understand newly approved drug utilization patterns in real-world clinical settings over time.

Methods: This retrospective study included three sources of real-world data (claims, electronic health records, and recoded data from a quality care program) collected from patients diagnosed with gastric cancer who initiated therapy with either trastuzumab or ramucirumab. Linear regression was used to investigate trends in the use of these drugs for the care of patients with gastric cancer over time from Food and Drug Administration (FDA) approval.

Results: Eligible patients (n=1700) had consistent demographic and clinical characteristics over time. After regulatory approval, trastuzumab was used in later lines of therapy and then shifted to earlier lines (p=0.002), while ramucirumab utilization remained consistent over time after FDA approval (p=0.49). Ramucirumab augmentation, defined as the addition of the drug after initiation of a line of therapy, decreased over time (p=0.03), and trastuzumab augmentation remained consistent over time (p=0.58).

Conclusion: Since treatment effectiveness may change across lines of treatment, bias may arise if there are changes in the use of the drug (such as line migration) during the time period of analysis using real-world data.

背景:随着现实世界数据资源的扩展和完善,将有越来越多的机会研究干预措施的有效性。有必要确保研究设计探索潜在的偏见来源,并承认或减轻它们,以提高研究结果的准确性。本研究的目的是了解新批准的药物使用模式,在现实世界的临床设置随着时间的推移。方法:这项回顾性研究包括三个真实数据来源(索赔、电子健康记录和质量护理计划的重新编码数据),这些数据来自于曲妥珠单抗或拉穆单抗治疗的胃癌患者。线性回归用于调查自美国食品和药物管理局(FDA)批准以来这些药物用于胃癌患者护理的趋势。结果:符合条件的患者(n=1700)随时间的推移具有一致的人口统计学和临床特征。在获得监管批准后,曲妥珠单抗被用于较晚的治疗线,然后转移到较早的治疗线(p=0.002),而在FDA批准后,ramucirumab的使用一直保持一致(p=0.49)。Ramucirumab增强,定义为在开始一系列治疗后添加药物,随着时间的推移而减少(p=0.03),而曲妥珠单抗增强随时间保持一致(p=0.58)。结论:由于治疗效果可能在治疗线之间发生变化,如果在使用真实数据分析的时间段内药物使用发生变化(如线迁移),则可能产生偏倚。
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引用次数: 1
Using Medicare Claims to Identify Acute Clinical Events Following Implantation of Leadless Pacemakers. 使用医疗保险索赔来识别无铅起搏器植入后的急性临床事件。
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2020-02-28 eCollection Date: 2020-01-01 DOI: 10.2147/POR.S240913
Kael Wherry, Kurt Stromberg, Jennifer A Hinnenthal, Lisa A Wallenfelsz, Mikhael F El-Chami, Lindsay Bockstedt

Background: There is heightened interest in how real-world data (RWD) can be used to supplement or replace traditional mechanisms for collecting clinical information. A critical component in evaluating utility of RWD is assessing the validity and reliability of event measurement. Only two studies have validated Medicare claims with physician-adjudicated data collected in a clinical study and none in the pacemaker patient population. This study compares events identified in physician-adjudicated clinical registry data collected in the Micra Post-Approval Registry (PAR) with events identified via Medicare administrative claims in the Micra Coverage with Evidence (CED) Study.

Methods: Patients who were dually enrolled in the Micra CED and the Micra PAR between March 9, 2017 and December 1, 2017 were included in the validation analysis. All patients intended to be implanted with a Micra device were eligible for participation in the Micra PAR. All Medicare fee-for-service beneficiaries implanted with a Micra device who met the 12-month continuous enrollment criteria were included in the Micra CED. We compared the count of acute (30-day) complications identified in the Medicare claims and the physician-adjudicated PAR data to assess agreement between data sources.

Results: There were 230 patients dually enrolled in the Micra CED and Micra PAR studies during the study period. Overall, there were 17 acute events reported in either the Micra CED or the Micra PAR, with 95% agreement in the identification of events and absence of events between studies. Study disagreement between events reported in either study varied: arteriovenous fistula (50%), pulmonary embolism (67%), hemorrhage/hematoma (75%), and deep vein thrombosis (100%). Among physician-adjudicated events, there was no disagreement between the Micra CED and Micra PAR studies in any event type.

Conclusion: Findings from this study demonstrate high agreement in event identification between Medicare claims data and registries for patients implanted with Micra leadless pacemakers.

背景:如何使用真实世界数据(RWD)来补充或取代收集临床信息的传统机制,引起了人们的高度兴趣。评估RWD的效用的一个关键组成部分是评估事件测量的有效性和可靠性。只有两项研究通过临床研究中收集的医生裁决数据验证了医疗保险索赔,而没有一项研究是在起搏器患者群体中进行的。本研究比较了Micra批准后注册(PAR)中收集的医生裁定的临床注册数据中确定的事件与Micra覆盖证据(CED)研究中通过医疗保险行政索赔确定的事件。方法:纳入2017年3月9日至2017年12月1日期间Micra CED和Micra PAR双入组的患者进行验证分析。所有打算植入Micra设备的患者都有资格参加Micra PAR。所有符合12个月连续登记标准的植入Micra设备的医疗保险服务收费受益人都包括在Micra CED中。我们比较了医疗保险索赔中确定的急性(30天)并发症的数量和医生判定的PAR数据,以评估数据源之间的一致性。结果:在研究期间,有230名患者双入组Micra CED和Micra PAR研究。总体而言,在Micra CED或Micra PAR中报告了17个急性事件,研究之间在事件识别和事件缺失方面的一致性为95%。两项研究报告的事件之间的研究差异各不相同:动静脉瘘(50%)、肺栓塞(67%)、出血/血肿(75%)和深静脉血栓形成(100%)。在医生判定的事件中,Micra CED和Micra PAR研究在任何事件类型上都没有差异。结论:本研究结果表明,对于植入Micra无铅起搏器的患者,医疗保险索赔数据和登记之间的事件识别高度一致。
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引用次数: 8
Rate of Significant Endometrial Pathology in Women at Low Risk for Endometrial Hyperplasia or Cancer Presenting with Abnormal Uterine Bleeding. 低风险子宫内膜增生或癌伴异常子宫出血妇女的显著子宫内膜病理发生率
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2020-02-11 eCollection Date: 2020-01-01 DOI: 10.2147/POR.S240930
Pattarawadee Sattanakho, Pilaiwan Kleebkaow, Ussanee Sangkomkumhang, Sukjai Booranabunyat, Pranom Buppasiri

Background and objectives: To determine the rate of significant endometrial abnormalities in premenopausal women at low risk for endometrial hyperplasia and cancer presenting with abnormal uterine bleeding (AUB).

Patients and methods: This descriptive study was conducted from January 1, 2016 to March 31, 2019. The inclusion criteria were premenopausal women, 35-50 years, presenting with AUB, low risk for endometrial hyperplasia or endometrial cancer, and having undergone endometrial sampling or uterine curettage. Nulliparous, obesity, diabetes mellitus, polycystic ovary syndrome, chronic anovulation, infertility, tamoxifen therapy and/or a family history of uterine, ovarian, breast and colon cancer were excluded. Data regarding baseline characteristics were collected, and histopathology reports were reviewed.

Results: During the study period, 644 subjects were recruited, 557 of whom had adequate endometrial tissue for histopathology study. The pathology demonstrated benign in most cases (96%). The rate of significant abnormal endometrial pathology was 4% (23 cases) including 19 cases of endometrial hyperplasia without atypia (3.3%), and 4 cases of endometrial cancer (0.7%).

Conclusion: The rate of significant abnormal endometrial pathology in premenopausal women at low risk for endometrial hyperplasia or endometrial cancer presenting with AUB was very low. This information should be incorporated into the counseling process regarding the risks and benefits of endometrial sampling.

背景和目的:确定低风险的绝经前子宫内膜增生和癌伴异常子宫出血(AUB)的妇女显著子宫内膜异常的发生率。患者和方法:本描述性研究于2016年1月1日至2019年3月31日进行。纳入标准为绝经前妇女,35-50岁,有AUB,子宫内膜增生或子宫内膜癌的低风险,接受过子宫内膜取样或子宫刮除。排除无生育、肥胖、糖尿病、多囊卵巢综合征、慢性无排卵、不孕症、他莫昔芬治疗和/或子宫癌、卵巢癌、乳腺癌和结肠癌家族史。收集有关基线特征的数据,并回顾组织病理学报告。结果:在研究期间,共招募644名受试者,其中557名有足够的子宫内膜组织用于组织病理学研究。大多数病例(96%)病理显示为良性。子宫内膜病理明显异常率为4%(23例),其中无异型增生19例(3.3%),子宫内膜癌4例(0.7%)。结论:以AUB为表现的低风险的绝经前妇女子宫内膜增生或子宫内膜癌的显著异常病理发生率极低。这些信息应该被纳入关于子宫内膜取样的风险和益处的咨询过程中。
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引用次数: 3
Patient, Rheumatologist and Therapist Perspectives on the Implementation of an Allied Health Rheumatology Triage (AHRT) Initiative in Ontario Rheumatology Clinics. 在安大略风湿病诊所实施联合健康风湿病分类(AHRT)倡议的患者、风湿病学家和治疗师的观点。
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2020-01-28 eCollection Date: 2020-01-01 DOI: 10.2147/POR.S213966
Laura M Fullerton, Sydney Brooks, Raquel Sweezie, Vandana Ahluwalia, Claire Bombardier, Anna R Gagliardi

Purpose: The objective of this qualitative study was to explore patient, rheumatologist, and extended role practitioner (ERP) perspectives on the integration of an allied health rheumatology triage (AHRT) intervention in Ontario rheumatology clinics. Triage is the process of identifying the urgency of a patient's condition to ensure they receive specialist care within an appropriate length of time. This research explores the clinical/logistical impact of triage by occupational and physical therapists with advanced arthritis training (ERPs), including facilitators and barriers of success, and recommendations for future application.

Participants and methods: Semi-structured telephone interviews were held with participating rheumatologists, ERPs, and a sample of patients from each clinical site (4 community, 3 hospital) in five Ontario cities. Interviews were audio-recorded and transcribed verbatim. Transcripts were analyzed using basic qualitative description. Two independent researchers compared coding and achieved consensus.

Results: Patients (n=10), rheumatologists (n=6), and ERPs (n=5) participated in the study and reported reduced wait-times to rheumatology care, diagnosis, and treatment for those with inflammatory arthritis (IA). Rheumatologists and ERPs perceived that the intervention improved clinical efficiency and quality of care. Patients reported high satisfaction with ERP assessments, valuing early joint examination/laboratory tests, urgent referral if needed, and the provision of information, support, and management strategies. Facilitators of success included: supportive clinical staff, regular communication and collaboration between rheumatologist and ERP, and sufficient clinical space. Recommendations included extending ERP roles to include stable patient follow-up, and ERP care between scheduled rheumatology appointments.

Conclusion: Findings support the integration of ERPs in a triage role in the community and hospital-based rheumatology models of care. Future research is needed to explore the impact of utilizing ERPs for stable patient follow-up in rheumatology settings.

目的:本定性研究的目的是探讨安大略省风湿病诊所联合健康风湿病分诊(AHRT)干预整合的患者、风湿病医生和扩展角色医生(ERP)的观点。分诊是确定病人病情的紧急程度,以确保他们在适当的时间内接受专科治疗的过程。本研究探讨了高级关节炎训练(erp)的职业和物理治疗师分诊的临床/后勤影响,包括成功的促进因素和障碍,以及对未来应用的建议。参与者和方法:对参与研究的风湿病学家、erp和来自安大略省五个城市的每个临床站点(4个社区,3家医院)的患者样本进行半结构化电话访谈。采访录音并逐字抄写。转录本采用基本定性描述进行分析。两位独立研究人员比较了编码并达成了共识。结果:患者(n=10)、风湿病学家(n=6)和erp (n=5)参与了研究,并报告炎症性关节炎(IA)患者风湿病护理、诊断和治疗的等待时间减少。风湿病学家和erp认为干预提高了临床效率和护理质量。患者对ERP评估非常满意,重视早期联合检查/实验室检查,必要时紧急转诊,以及提供信息、支持和管理策略。成功的促进因素包括:临床人员的支持、风湿病专家与ERP之间的定期沟通和协作、充足的临床空间。建议包括扩大ERP的作用,包括稳定的患者随访,以及风湿病预约之间的ERP护理。结论:研究结果支持erp在社区和医院风湿病治疗模式中的分诊作用的整合。未来的研究需要探索利用erp对风湿病患者稳定随访的影响。
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引用次数: 3
Integrating Machine Learning With Microsimulation to Classify Hypothetical, Novel Patients for Predicting Pregabalin Treatment Response Based on Observational and Randomized Data in Patients With Painful Diabetic Peripheral Neuropathy 将机器学习与微模拟相结合,根据疼痛性糖尿病周围神经病变患者的观察和随机数据,对假设的新患者进行分类,预测普瑞巴林治疗反应
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2019-10-31 DOI: 10.2147/POR.S214412
J. Alexander, R. Edwards, L. Manca, Roberto Grugni, Gianluca Bonfanti, B. Emir, E. Whalen, S. Watt, M. Brodsky, B. Parsons
Purpose Variability in patient treatment responses can be a barrier to effective care. Utilization of available patient databases may improve the prediction of treatment responses. We evaluated machine learning methods to predict novel, individual patient responses to pregabalin for painful diabetic peripheral neuropathy, utilizing an agent-based modeling and simulation platform that integrates real-world observational study (OS) data and randomized clinical trial (RCT) data. Patients and methods The best supervised machine learning methods were selected (through literature review) and combined in a novel way for aligning patients with relevant subgroups that best enable prediction of pregabalin responses. Data were derived from a German OS of pregabalin (N=2642) and nine international RCTs (N=1320). Coarsened exact matching of OS and RCT patients was used and a hierarchical cluster analysis was implemented. We tested which machine learning methods would best align candidate patients with specific clusters that predict their pain scores over time. Cluster alignments would trigger assignments of cluster-specific time-series regressions with lagged variables as inputs in order to simulate “virtual” patients and generate 1000 trajectory variations for given novel patients. Results Instance-based machine learning methods (k-nearest neighbor, supervised fuzzy c-means) were selected for quantitative analyses. Each method alone correctly classified 56.7% and 39.1% of patients, respectively. An “ensemble method” (combining both methods) correctly classified 98.4% and 95.9% of patients in the training and testing datasets, respectively. Conclusion An ensemble combination of two instance-based machine learning techniques best accommodated different data types (dichotomous, categorical, continuous) and performed better than either technique alone in assigning novel patients to subgroups for predicting treatment outcomes using microsimulation. Assignment of novel patients to a cluster of similar patients has the potential to improve prediction of patient outcomes for chronic conditions in which initial treatment response can be incorporated using microsimulation. Clinical trial registries www.clinicaltrials.gov: NCT00156078, NCT00159679, NCT00143156, NCT00553475.
目的患者治疗反应的可变性可能成为有效治疗的障碍。利用现有的患者数据库可以改善对治疗反应的预测。我们利用基于代理的建模和仿真平台,整合了现实世界观察性研究(OS)数据和随机临床试验(RCT)数据,评估了机器学习方法,以预测新的个体患者对普瑞巴林治疗疼痛性糖尿病周围神经病变的反应。通过文献回顾,我们选择了最佳的监督机器学习方法,并以一种新颖的方式将患者与相关亚组相结合,从而最好地预测普瑞巴林的反应。数据来源于一项德国普瑞巴林OS (N=2642)和9项国际rct (N=1320)。对OS和RCT患者进行粗粒度精确匹配,并进行分层聚类分析。我们测试了哪种机器学习方法可以最好地将候选患者与预测其疼痛评分的特定集群结合起来。集群对齐将触发特定集群的时间序列回归分配,滞后变量作为输入,以模拟“虚拟”患者,并为给定的新患者生成1000个轨迹变化。结果选择基于实例的机器学习方法(k近邻、监督模糊c均值)进行定量分析。两种方法单独分类正确率分别为56.7%和39.1%。“集成方法”(结合两种方法)在训练和测试数据集中分别正确分类了98.4%和95.9%的患者。两种基于实例的机器学习技术的集成组合最好地适应不同的数据类型(二分类、分类、连续),并且在将新患者分配到亚组以使用微模拟预测治疗结果方面优于单独使用任何一种技术。将新患者分配到一组相似的患者中有可能改善慢性疾病患者预后的预测,其中初始治疗反应可以使用微模拟纳入。临床试验注册中心www.clinicaltrials.gov: NCT00156078, NCT00159679, NCT00143156, NCT00553475。
{"title":"Integrating Machine Learning With Microsimulation to Classify Hypothetical, Novel Patients for Predicting Pregabalin Treatment Response Based on Observational and Randomized Data in Patients With Painful Diabetic Peripheral Neuropathy","authors":"J. Alexander, R. Edwards, L. Manca, Roberto Grugni, Gianluca Bonfanti, B. Emir, E. Whalen, S. Watt, M. Brodsky, B. Parsons","doi":"10.2147/POR.S214412","DOIUrl":"https://doi.org/10.2147/POR.S214412","url":null,"abstract":"Purpose Variability in patient treatment responses can be a barrier to effective care. Utilization of available patient databases may improve the prediction of treatment responses. We evaluated machine learning methods to predict novel, individual patient responses to pregabalin for painful diabetic peripheral neuropathy, utilizing an agent-based modeling and simulation platform that integrates real-world observational study (OS) data and randomized clinical trial (RCT) data. Patients and methods The best supervised machine learning methods were selected (through literature review) and combined in a novel way for aligning patients with relevant subgroups that best enable prediction of pregabalin responses. Data were derived from a German OS of pregabalin (N=2642) and nine international RCTs (N=1320). Coarsened exact matching of OS and RCT patients was used and a hierarchical cluster analysis was implemented. We tested which machine learning methods would best align candidate patients with specific clusters that predict their pain scores over time. Cluster alignments would trigger assignments of cluster-specific time-series regressions with lagged variables as inputs in order to simulate “virtual” patients and generate 1000 trajectory variations for given novel patients. Results Instance-based machine learning methods (k-nearest neighbor, supervised fuzzy c-means) were selected for quantitative analyses. Each method alone correctly classified 56.7% and 39.1% of patients, respectively. An “ensemble method” (combining both methods) correctly classified 98.4% and 95.9% of patients in the training and testing datasets, respectively. Conclusion An ensemble combination of two instance-based machine learning techniques best accommodated different data types (dichotomous, categorical, continuous) and performed better than either technique alone in assigning novel patients to subgroups for predicting treatment outcomes using microsimulation. Assignment of novel patients to a cluster of similar patients has the potential to improve prediction of patient outcomes for chronic conditions in which initial treatment response can be incorporated using microsimulation. Clinical trial registries www.clinicaltrials.gov: NCT00156078, NCT00159679, NCT00143156, NCT00553475.","PeriodicalId":20399,"journal":{"name":"Pragmatic and Observational Research","volume":"10 1","pages":"67 - 76"},"PeriodicalIF":8.9,"publicationDate":"2019-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.2147/POR.S214412","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48442657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Prescription patterns of analgesics, antipyretics, and non steroidal anti-inflammatory drugs for the management of fever and pain in pediatric patients: a cross-sectional, multicenter study in Latin America, Africa, and the Middle East 镇痛药、退烧药和非甾体抗炎药治疗儿科患者发烧和疼痛的处方模式:拉丁美洲、非洲和中东的一项横断面多中心研究
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2019-08-15 DOI: 10.2147/POR.S168140
María Carolina Kamel Escalante, A. Abbas, A. Farah, Ernesto Rivera-Richardson, F. Burgos, Ilenia Forero, M. Murrieta-Aguttes, Mohamed El Laboudy, Ndeye Ramatoulaye Diagne-Gueye, Sergio B Barragán Padilla
Objective To evaluate the daily practice of pediatricians, physician-perceived reasons for unsatisfactory effects of treatment, and unmet needs in the management of acute pain and/or fever. Methods This was a multinational (n=13), multicenter, non interventional, cross-sectional study conducted in Latin America, Africa, and the Middle East in children under 16 years of age with fever (defined as a central body temperature ≥38°C) and/or acute pain (defined as pain lasting ≤6 weeks). Data were collected during a single visit using a structured physician-administered questionnaire and case report forms. Results A total of 2125 patients were recruited by 178 physicians between September 2010 and September 2011. From the 2117 analyzed patients, 1856 (87.7%) had fever, 705 (33.3%) had acute pain, and 446 (21.1%) had both. Of 1843 analyzed patients with fever, 1516 (82.3%) were previously prescribed a pharmacological treatment for the management of fever concomitantly with a non pharmacological approach, while 1817/1856 patients (97.9%) were currently receiving a prescribed pharmacological treatment for fever. Paracetamol/acetaminophen was the most commonly prescribed antipyretic medication during both previous (70.8%) and current (64.1%) consultations. With regard to acute pain management, 67.2% of the patients received previous and 93.9% received current treatment for pain. The most frequently prescribed analgesic during previous consultations was paracetamol/acetaminophen (53.7%), and the current most commonly prescribed analgesics were non steroidal anti-inflammatory drugs (55.2%). Treatment patterns for patients with both fever and acute pain were similar. Overall, 53.4% of the physicians reported poor treatment compliance as a reason for the unsatisfactory effect of the pain/fever treatment, and the most common unmet need was the availability of new drugs (according to 63.5% of the physicians). Conclusions Adequate management of fever was observed; however, due to the complex etiology of pediatric pain, better evaluation and management of pain in pediatrics is necessary.
目的评估儿科医生的日常实践、医生对治疗效果不满意的原因以及对急性疼痛和/或发烧管理需求未得到满足的情况。方法这是一项在拉丁美洲、非洲和中东对16岁以下发烧(定义为中心体温≥38°C)和/或急性疼痛(定义为疼痛持续≤6周)儿童进行的跨国(n=13)、多中心、非介入性横断面研究。数据是在一次就诊期间使用结构化的医生管理的问卷和病例报告表收集的。结果2010年9月至2011年9月,178名医生共招募了2125名患者。在2117名分析患者中,1856人(87.7%)发烧,705人(33.3%)急性疼痛,446人(21.1%)两者兼有。在1843名分析的发烧患者中,1516名(82.3%)患者之前接受了药物治疗,同时采用非药物方法治疗发烧,而1817/1856名患者(97.9%)目前正在接受药物治疗。在以前(70.8%)和现在(64.1%)的会诊中,对乙酰氨基酚/对乙酰氨基苯酚是最常见的退烧药。在急性疼痛管理方面,67.2%的患者曾接受过疼痛治疗,93.9%的患者接受过目前的疼痛治疗。在之前的咨询中,最常用的止痛药是扑热息痛/对乙酰氨基酚(53.7%),目前最常用的镇痛药是非甾体抗炎药(55.2%)。发烧和急性疼痛患者的治疗模式相似。总的来说,53.4%的医生报告说,治疗依从性差是疼痛/发烧治疗效果不令人满意的原因,最常见的未满足需求是新药的可用性(63.5%的医生表示)。结论对发热进行了充分的管理;然而,由于儿童疼痛的病因复杂,有必要在儿科对疼痛进行更好的评估和管理。
{"title":"Prescription patterns of analgesics, antipyretics, and non steroidal anti-inflammatory drugs for the management of fever and pain in pediatric patients: a cross-sectional, multicenter study in Latin America, Africa, and the Middle East","authors":"María Carolina Kamel Escalante, A. Abbas, A. Farah, Ernesto Rivera-Richardson, F. Burgos, Ilenia Forero, M. Murrieta-Aguttes, Mohamed El Laboudy, Ndeye Ramatoulaye Diagne-Gueye, Sergio B Barragán Padilla","doi":"10.2147/POR.S168140","DOIUrl":"https://doi.org/10.2147/POR.S168140","url":null,"abstract":"Objective To evaluate the daily practice of pediatricians, physician-perceived reasons for unsatisfactory effects of treatment, and unmet needs in the management of acute pain and/or fever. Methods This was a multinational (n=13), multicenter, non interventional, cross-sectional study conducted in Latin America, Africa, and the Middle East in children under 16 years of age with fever (defined as a central body temperature ≥38°C) and/or acute pain (defined as pain lasting ≤6 weeks). Data were collected during a single visit using a structured physician-administered questionnaire and case report forms. Results A total of 2125 patients were recruited by 178 physicians between September 2010 and September 2011. From the 2117 analyzed patients, 1856 (87.7%) had fever, 705 (33.3%) had acute pain, and 446 (21.1%) had both. Of 1843 analyzed patients with fever, 1516 (82.3%) were previously prescribed a pharmacological treatment for the management of fever concomitantly with a non pharmacological approach, while 1817/1856 patients (97.9%) were currently receiving a prescribed pharmacological treatment for fever. Paracetamol/acetaminophen was the most commonly prescribed antipyretic medication during both previous (70.8%) and current (64.1%) consultations. With regard to acute pain management, 67.2% of the patients received previous and 93.9% received current treatment for pain. The most frequently prescribed analgesic during previous consultations was paracetamol/acetaminophen (53.7%), and the current most commonly prescribed analgesics were non steroidal anti-inflammatory drugs (55.2%). Treatment patterns for patients with both fever and acute pain were similar. Overall, 53.4% of the physicians reported poor treatment compliance as a reason for the unsatisfactory effect of the pain/fever treatment, and the most common unmet need was the availability of new drugs (according to 63.5% of the physicians). Conclusions Adequate management of fever was observed; however, due to the complex etiology of pediatric pain, better evaluation and management of pain in pediatrics is necessary.","PeriodicalId":20399,"journal":{"name":"Pragmatic and Observational Research","volume":"10 1","pages":"41 - 51"},"PeriodicalIF":8.9,"publicationDate":"2019-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.2147/POR.S168140","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49127551","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
A multicenter, open-label, noninterventional study to evaluate the impact on clinical effects, user-friendliness and patients' acceptance of AirFluSal Forspiro in the treatment of asthma under real-life conditions (ASSURE). 一项多中心、开放标签、非介入性研究,旨在评估在现实条件下使用airflusforspiro治疗哮喘的临床效果、用户友好性和患者接受度的影响(ASSURE)。
IF 8.9 Q2 MEDICINE, GENERAL & INTERNAL Pub Date : 2019-05-24 eCollection Date: 2019-01-01 DOI: 10.2147/POR.S200654
Vibeke Backer, Leif Bjermer, Olav Kåre Refvem, Andreas Søderman, Spencer Jones

Background: The design of inhaler devices may potentially influence adherence/persistence and outcomes in asthma. Objective: The primary objective was to assess asthma control and any change in the quality of life in patients using an intuitive dry powder inhaler containing fluticasone propionate/salmeterol (AirFluSal® Forspiro®) for the treatment of asthma in everyday practice. Methods: ASSURE was a multicenter, noninterventional, open-label, prospective study in patients with asthma, aged ≥12 years and treated with the Forspiro device in Denmark, Sweden and Norway. Patients' opinions of their asthma control were assessed by the Asthma Control Test (ACT) questionnaire and asthma-related quality of life by the Mini Asthma Quality of Life Questionnaire (miniAQLQ) at baseline and at two follow-up visits (approximately 4-8-week intervals). Results: Of 321 patients enrolled in the study, 299 received at least one dose of fluticasone propionate/salmeterol via the Forspiro device and 204 had evaluable data at the baseline visit and at least one later visit. Patients showed improvements in asthma control and quality of life during the study. The mean sum score of ACT increased from 18.0 (SD 4.5) at visit 1 to 19.9 (4.2) at visit 2 and 20.5 (4.3) at visit 3. Overall, 38.2% of patients improved by the minimal clinically important difference (MCID) of ≥3 points (45.6% among those with a baseline score below 23 [ie, not already well controlled]). The mean score on the miniAQLQ increased from 5.16 (SD 1.24) at visit 1 to 5.58 (SD 1.20) at visit 2 and 5.82 (SD 1.04) at visit 3. Overall, 42.6% of patients improved by the MCID of ≥0.5. Conclusion: This real-life study suggests that treatment with fluticasone propionate/salmeterol via the Forspiro device can improve asthma symptom control and quality of life.

背景:吸入器装置的设计可能潜在地影响哮喘患者的依从性/持久性和预后。目的:主要目的是评估在日常实践中使用含有丙酸氟替卡松/沙美特罗(AirFluSal®Forspiro®)的直观干粉吸入器治疗哮喘患者的哮喘控制和生活质量的任何变化。方法:ASSURE是一项多中心、非介入、开放标签、前瞻性研究,在丹麦、瑞典和挪威接受Forspiro治疗的年龄≥12岁的哮喘患者中进行。在基线和两次随访(大约4-8周间隔)时,通过哮喘控制测试(ACT)问卷评估患者对哮喘控制的意见,并通过迷你哮喘生活质量问卷(miniAQLQ)评估患者与哮喘相关的生活质量。结果:在321例纳入研究的患者中,299例通过Forspiro装置接受了至少一剂丙酸氟替卡松/沙美特罗,204例在基线访问和至少一次后续访问时具有可评估的数据。在研究期间,患者在哮喘控制和生活质量方面表现出改善。ACT的平均总得分从第一次访问时的18.0 (SD 4.5)增加到第二次访问时的19.9(4.2)和第三次访问时的20.5(4.3)。总体而言,38.2%的患者在最小临床重要差异(MCID)≥3分的情况下得到改善(基线评分低于23分[即尚未得到良好控制]的患者中为45.6%)。miniAQLQ的平均得分从第一次访问时的5.16 (SD 1.24)增加到第二次访问时的5.58 (SD 1.20)和第三次访问时的5.82 (SD 1.04)。总体而言,42.6%的患者因MCID≥0.5而改善。结论:这项现实生活研究表明,通过Forspiro装置使用丙酸氟替卡松/沙美特罗治疗可改善哮喘症状控制和生活质量。
{"title":"A multicenter, open-label, noninterventional study to evaluate the impact on clinical effects, user-friendliness and patients' acceptance of AirFluSal Forspiro in the treatment of asthma under real-life conditions (ASSURE).","authors":"Vibeke Backer,&nbsp;Leif Bjermer,&nbsp;Olav Kåre Refvem,&nbsp;Andreas Søderman,&nbsp;Spencer Jones","doi":"10.2147/POR.S200654","DOIUrl":"https://doi.org/10.2147/POR.S200654","url":null,"abstract":"<p><p><b>Background:</b> The design of inhaler devices may potentially influence adherence/persistence and outcomes in asthma. <b>Objective:</b> The primary objective was to assess asthma control and any change in the quality of life in patients using an intuitive dry powder inhaler containing fluticasone propionate/salmeterol (AirFluSal<sup>®</sup> Forspiro<sup>®</sup>) for the treatment of asthma in everyday practice. <b>Methods:</b> ASSURE was a multicenter, noninterventional, open-label, prospective study in patients with asthma, aged ≥12 years and treated with the Forspiro device in Denmark, Sweden and Norway. Patients' opinions of their asthma control were assessed by the Asthma Control Test (ACT) questionnaire and asthma-related quality of life by the Mini Asthma Quality of Life Questionnaire (miniAQLQ) at baseline and at two follow-up visits (approximately 4-8-week intervals). <b>Results:</b> Of 321 patients enrolled in the study, 299 received at least one dose of fluticasone propionate/salmeterol via the Forspiro device and 204 had evaluable data at the baseline visit and at least one later visit. Patients showed improvements in asthma control and quality of life during the study. The mean sum score of ACT increased from 18.0 (SD 4.5) at visit 1 to 19.9 (4.2) at visit 2 and 20.5 (4.3) at visit 3. Overall, 38.2% of patients improved by the minimal clinically important difference (MCID) of ≥3 points (45.6% among those with a baseline score below 23 [ie, not already well controlled]). The mean score on the miniAQLQ increased from 5.16 (SD 1.24) at visit 1 to 5.58 (SD 1.20) at visit 2 and 5.82 (SD 1.04) at visit 3. Overall, 42.6% of patients improved by the MCID of ≥0.5. <b>Conclusion:</b> This real-life study suggests that treatment with fluticasone propionate/salmeterol via the Forspiro device can improve asthma symptom control and quality of life.</p>","PeriodicalId":20399,"journal":{"name":"Pragmatic and Observational Research","volume":"10 ","pages":"29-39"},"PeriodicalIF":8.9,"publicationDate":"2019-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.2147/POR.S200654","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"37348029","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Pragmatic and Observational Research
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