Penicillanic Acid

  • 文章类型: Case Reports
    感染性压疮(PU)合并骨髓炎的标准治疗方法是清创术,伤口覆盖和抗生素管理。然而,骨髓炎患者全身使用抗生素是有争议的,慢性骨髓炎的最佳治疗持续时间尚未标准化。我们报告了一例PU相关性骨髓炎患者由哌拉西林/他唑巴坦(PIPC/TAZ)引起的突然严重血小板减少症。一名57岁的男性截瘫患者,全职使用轮椅,提交给我们的整形外科部门,感染了IV期难以治愈的坐骨PU。我们通过手术清创坏死组织,并抬起同侧股二头肌肌皮螺旋桨皮瓣以覆盖伤口。多微生物感染,包括铜绿假单胞菌,在骨活检样本中检测到;因此,全身性PIPC/TAZ用于骨髓炎。出乎意料的是,在接下来的12天里,患者的血小板计数在三天内急剧下降至1×103/μl。根据一系列的检查,PIPC/TAZ被怀疑是严重血小板减少症的最可能原因。停药后,血小板减少逐渐好转。PIPC/TAZ是整形外科领域中最广泛使用的抗生素组合之一;它通常用于难以愈合的伤口,例如PU和糖尿病足。本病例表明,外科医生必须对接受PIPC/TAZ治疗的患者采取特殊预防措施。在这份报告中,根据现有文献讨论了PIPC/TAZ诱导的血小板减少症和抗生素治疗PU相关骨髓炎的疗效。
    The standard treatment for an infected pressure ulcer (PU) with osteomyelitis is debridement, wound coverage and antibiotic administration. However, systemic administration of antibiotics in patients with osteomyelitis is controversial, and the optimal treatment duration for chronic osteomyelitis has not been standardised. We report a case of sudden severe thrombocytopenia induced by piperacillin/tazobactam (PIPC/TAZ) in a patient with PU-related osteomyelitis. A 57-year-old male patient with paraplegia, using a wheelchair full-time, presented to our plastic surgery department with infection of a stage IV hard-to-heal ischial PU. We surgically debrided the necrotising tissue and raised an ipsilateral biceps femoris musculocutaneous propeller flap for wound coverage. Polymicrobial infections, including Pseudomonas aeruginosa, were detected in the bone biopsy sample; therefore, systemic PIPC/TAZ was administered for the osteomyelitis. Unexpectedly, during the next 12 days of antibiotic administration, the patient\'s platelet count acutely dropped to 1×103/μl over three days. Based on a series of examinations, PIPC/TAZ was suspected to be the most likely cause of the severe thrombocytopenia. After drug discontinuation, the thrombocytopenia gradually improved. PIPC/TAZ is one of the most widely used antibiotic combinations in the plastic surgery field; it is conventionally administered for hard-to-heal wounds such as PUs and diabetic foot. The present case suggests that surgeons must take special precautions for patients undergoing PIPC/TAZ treatment. In this report, PIPC/TAZ-induced thrombocytopenia and the efficacy of antibiotic treatment for PU-related osteomyelitis are discussed in light of the available literature.
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  • 文章类型: Journal Article
    背景:对β-内酰胺类抗生素的耐药性问题,由ESBL和AmpCβ-内酰胺酶引起,在全球范围内变得更糟。由携带这些酶的细菌分离物引起的感染难以用碳青霉烯类作为此类感染的唯一有效治疗选择来治疗。这项研究的目的是确定从临床标本中分离出的ESBLs和产生AmpC的革兰氏阴性杆菌的频率,并评估头孢吡肟-他唑巴坦组合对它们的敏感性。
    方法:这是在2015年2月至2016年1月期间在TheodorBilharz研究所医院对100个革兰氏阴性杆菌进行的观察性横断面研究。ESBL生产通过使用圆盘扩散测试进行筛选,然后通过联合圆盘确认测试进行确认。AmpC生产的筛选是使用头孢西丁圆盘试验进行的,随后通过AmpC光盘测试证实了这一点。研究了对ESBL和/或AmpC产生阳性的分离株对抗生素的敏感性。
    结果:在100个革兰氏阴性杆菌中,通过联合圆盘确认测试,在56个分离株中,通过圆盘扩散测试对ESBL产生呈阳性,确认了44个分离株为ESBL产生者。使用头孢西丁圆盘试验评估AmpC生产的存在,筛选出32株为AmpC生产者,AmpC圆盘测试证实了其中9个分离株的AmpC产量。使用Mast®D68C装置,32株是ESBL生产者,3是AmpC生产商,和4个分离株是ESBL/AmpC共生产者。对头孢吡肟-他唑巴坦的敏感性最高(91.48%),其次是碳青霉烯类。
    结论:头孢吡肟-他唑巴坦对产生ESBL和/或AmpC的革兰氏阴性杆菌显示出显著的活性,可能被认为是碳青霉烯类抗生素的治疗替代方案。
    BACKGROUND: The problem of resistance to beta-lactam antibiotics, which is caused by ESBL and AmpC β-lactamases, is getting worse globally. Infections caused by bacterial isolates harboring these enzymes are difficult to treat with carbapenems being the sole effective treatment option for such infections. The objective of this study was to determine the frequency of ESBLs and AmpC-producing Gram-negative bacilli isolated from clinical specimens and to evaluate the sensitivity of cefepime-tazobactam combination against them.
    METHODS: This is an observational cross-sectional study carried out on 100 Gram-negative bacilli at Theodor Bilharz Research Institute Hospital during the period from February 2015 to January 2016. ESBL production was screened by using the disc diffusion test followed by confirmation by the combined disc confirmatory test, the screening for AmpC production was conducted using the cefoxitin disc test, which was subsequently confirmed by the AmpC disc test. Isolates confirmed positive for ESBL and/ or AmpC production were investigated for their susceptibility to antibiotics.
    RESULTS: Among 100 Gram-negative bacilli, 44 isolates were confirmed as ESBL producers by the combined disc confirmatory test out of 56 isolates that tested positive for ESBL production through the disc diffusion test. The presence of AmpC production was assessed using the cefoxitin disc test, 32 isolates were screened to be AmpC producers, and the AmpC disc test confirmed AmpC production in 9 isolates of them. Using the Mast® D68C set, 32 isolates were ESBL producers, 3 were AmpC producers, and 4 isolates were ESBL/AmpC co-producers. The highest sensitivity was to cefepime-tazobactam (91.48%) followed by the carbapenems.
    CONCLUSIONS: Cefepime-tazobactam showed remarkable activity against ESBL and/or AmpC-producing Gram-negative bacilli and may be considered as a therapeutic alternative to carbapenems.
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  • 文章类型: Journal Article
    目的:WCK4282是头孢吡肟2g和他唑巴坦2g的新型组合,正在开发用于治疗由哌拉西林/他唑巴坦耐药的ESBL感染引起的感染。头孢吡肟/他唑巴坦的给药方案需要优化,以产生足够的暴露,以治疗由对头孢吡肟和哌拉西林/他唑巴坦均具有抗性的产ESBL病原体引起的感染。
    方法:我们开发了头孢吡肟和他唑巴坦的药代动力学群体模型,以评估患者的最佳剂量调整,包括那些肾脏清除率增加以及不同程度的肾脏损害,也适用于那些间歇性血液透析患者。通过确定一系列MIC的PTA来确定各种程度的肾功能的最佳剂量。以16mg/L的头孢吡肟/他唑巴坦MIC覆盖产ESBL病原体,在1.5h内输注2gq8h的给药方案导致头孢吡肟/他唑巴坦组合的平均鼠1log10杀伤目标的联合PTA为99%.
    结果:我们发现调整肾功能,剂量需要减少到1克q8h,500mgq8h和500mgq12h对于CLCR为30-59、15-29和8-14mL/min的患者(以及间歇性血液透析患者),分别。在高至增强CLR(估计CLCR120-180mL/min)的患者中,需要延长4小时的标准剂量输注。
    结论:建议的给药方案将导致头孢吡肟和他唑巴坦的暴露,这足以用于由产生ESBL的病原体引起的感染,头孢吡肟/他唑巴坦MIC高达16mg/L。
    WCK 4282 is a novel combination of cefepime 2 g and tazobactam 2 g being developed for the treatment of infections caused by piperacillin/tazobactam-resistant ESBL infections. The dosing regimen for cefepime/tazobactam needs to be optimized to generate adequate exposures to treat infections caused by ESBL-producing pathogens resistant to both cefepime and piperacillin/tazobactam.
    We developed pharmacokinetic population models of cefepime and tazobactam to evaluate the optimal dose adjustments in patients, including those with augmented renal clearance as well as various degrees of renal impairment, and also for those on intermittent haemodialysis. Optimal doses for various degrees of renal function were identified by determining the PTA for a range of MICs. To cover ESBL-producing pathogens with an cefepime/tazobactam MIC of 16 mg/L, a dosing regimen of 2 g q8h infused over 1.5 h resulted in a combined PTA of 99% for the mean murine 1 log10-kill target for the cefepime/tazobactam combination.
    We found that to adjust for renal function, doses need to be reduced to 1 g q8h, 500 mg q8h and 500 mg q12h for patients with CLCR of 30-59, 15-29 and 8-14 mL/min (as well as patients with intermittent haemodialysis), respectively. In patients with high to augmented CLR (estimated CLCR 120-180 mL/min), a prolonged 4 h infusion of standard dose is required.
    The suggested dosing regimens will result in exposures of cefepime and tazobactam that would be adequate for infections caused by ESBL-producing pathogens with a cefepime/tazobactam MICs up to 16 mg/L.
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  • 文章类型: Journal Article
    我们根据参考微量肉汤稀释方法评估了哌拉西林/他唑巴坦(PTZ)MIC的自动敏感性测试的性能。PTZ对肺炎克雷伯菌临床分离株的最低抑制浓度通过参考肉汤微稀释法进行10次重复测定,其模态MIC为16mg/L(敏感剂量依赖性)。在434个正确获得16mg/LMIC的实验室中,根据2022年修订的CLSI标准,只有301人将结果解释为敏感剂量依赖性。教育临床实验室根据最新的CLSI指南验证AST方法至关重要。
    We evaluated the performance of automated susceptibility testing for piperacillin/tazobactam (PTZ) MICs against the reference microbroth dilution method. The Minimum Inhibitory Concentration of PTZ against a clinical isolate of Klebsiella pneumoniae was determined by reference broth micro-dilution method in 10 replicates which yielded a modal MIC of 16 mg/L (susceptible dose-dependent). Out of 434 laboratories who obtained MIC of 16 mg/L correctly, only 301 interpreted the result as susceptible dose dependent as per 2022 revised CLSI criteria. Educating the clinical laboratories in validating AST methods as per latest CLSI guidelines is of utmost important.
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  • 文章类型: Journal Article
    哌拉西林/他唑巴坦(TZP)以固定比例(8:1)静脉内给药,有可能使他唑巴坦暴露不足,以确保哌拉西林对肠杆菌的活性。评估接受TZP连续输注(CI)和两种药物治疗药物监测(TDM)的成年患者。回顾性收集人口统计学变量和其他相关实验室数据。使用群体药代动力学方法来选择预测TZP清除(CL)的最佳肾功能模型。达到目标的概率(PTA),通过计算累积应答分数(CFR)和哌拉西林和他唑巴坦之间的比率,通过跨肾功能连续输注确定最佳给药方案.这项研究包括257例重症患者(79.3%为男性),血流,以医院获得性肺炎感染占89.5%为主要指征。年龄中位数(最小-最大范围),体重,估计肾小球滤过率(eGFR)为66(23-93)年,75(39-310)kg,和79.2(6.4-234)mL/min,分别。使用高达22.5g/天的剂量来基于TDM优化TZP。以mL/min为单位的2021年慢性肾脏病流行病学方程最佳建模TZPCL。哌拉西林:他唑巴坦的比例在eGFR<20mL/min和>120mL/min之间从6:1增加到10:1。在常规剂量下,当eGFR≥100mL/min时,PTA低于90%。当eGFR为100-120mL/min和>120-160mL/min时,每日剂量为18g/天和22.5g/天的CI有望达到>80%的CFR,分别。eGFR≥100mL/min的患者可能存在哌拉西林和他唑巴坦暴露不足。应在该特定人群中评估由TDM告知的剂量方案调整。
    Piperacillin/tazobactam (TZP) is administered intravenously in a fixed ratio (8:1) with the potential for inadequate tazobactam exposure to ensure piperacillin activity against Enterobacterales. Adult patients receiving continuous infusion (CI) of TZP and therapeutic drug monitoring (TDM) of both agents were evaluated. Demographic variables and other pertinent laboratory data were collected retrospectively. A population pharmacokinetic approach was used to select the best kidney function model predictive of TZP clearance (CL). The probability of target attainment (PTA), cumulative fraction of response (CFR) and the ratio between piperacillin and tazobactam were computed to identify optimal dosage regimens by continuous infusion across kidney function. This study included 257 critically ill patients (79.3% male) with intra-abdominal, bloodstream, and hospital-acquired pneumonia infections in 89.5% as the primary indication. The median (min-max range) age, body weight, and estimated glomerular filtration rate (eGFR) were 66 (23-93) years, 75 (39-310) kg, and 79.2 (6.4-234) mL/min, respectively. Doses of up to 22.5 g/day were used to optimize TZP based on TDM. The 2021 chronic kidney disease epidemiology equation in mL/min best modeled TZP CL. The ratio of piperacillin:tazobactam increased from 6:1 to 10:1 between an eGFR of <20 mL/min and >120 mL/min. At conventional doses, the PTA is below 90% when eGFR is ≥100 mL/min. Daily doses of 18 g/day and 22.5 g/day by CI are expected to achieve a >80% CFR when eGFR is 100-120 mL/min and >120-160 mL/min, respectively. Inadequate piperacillin and tazobactam exposure is likely in patients with eGFR ≥ 100 mL/min. Dose regimen adjustments informed by TDM should be evaluated in this specific population.
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  • 文章类型: Journal Article
    目的:评估2型糖尿病患者(T2D)临床心血管肾上腺素能功能与心脏肾上腺素能神经支配的一致性。
    方法:通过(1)标准化的临床心血管肾上腺素能评估,对33例T2D患者进行了双峰研究。评估对Valsalva动作的血压反应的充分性和(2)123I-间碘苄基胍(MIBG)闪烁显像评估心肌肾上腺素能神经支配,测量为早期和延迟心脏/纵隔(H/M)比率,和冲洗率(WR)。
    结果:T2D患者的早期和延迟H/M比率明显降低,和较低的WR,与实验室特定参考值相比。13例患者的肾上腺素能复合自主神经严重程度评分异常(CASS>0)。CASS评分异常的患者早期H/M比值明显较高(1.76[1.66-1.88]vs.1.57[1.49-1.63],p<0.001),较高的延迟H/M比率(1.64[1.51:1.73]与1.51[1.40:1.61](p=0.02)),和较低的WR(-0.13(0.10)对-0.05(0.07),p=0.01)。Valsalva动作的较低总恢复和较短的压力恢复时间响应与早期较低的H/M(分别为r=0.55,p=0.001和r=0.5,p=0.003)和较低的WR显着相关(r=-0.44,p=0.01)。
    结论:本研究根据MIBG心脏闪烁显像得出的参数发现T2D患者的交感神经支配受损(低早期H/M,延迟H/M,和WR)。这些结果证实了先前的研究。我们发现,与有利的肾上腺素能心血管反应之间存在机械上的反向关系,与早期和延迟的H/M不良MIBG指数显着相关。这种矛盾的关系需要进一步探索,但可能表明心脏交感神经支配的T2D患者的肾上腺素能超敏反应。
    OBJECTIVE: To assess the agreement between clinical cardiovascular adrenergic function and cardiac adrenergic innervation in type 2 diabetes patients (T2D).
    METHODS: Thirty-three patients with T2D were investigated bimodally through (1) a standardized clinical cardiovascular adrenergic assessment, evaluating adequacy of blood pressure responses to the Valsalva maneuver and (2) 123I-meta-iodobenzylguanidine (MIBG) scintigraphy assessing myocardial adrenergic innervation measured as early and delayed heart heart/mediastinum (H/M) ratio, and washout rate (WR).
    RESULTS: T2D patients had significantly lower early and delayed H/M-ratios, and lower WR, compared to laboratory specific reference values. Thirteen patients had an abnormal adrenergic composite autonomic severity score (CASS > 0). Patients with abnormal CASS scores had significantly higher early H/M ratios (1.76 [1.66-1.88] vs. 1.57 [1.49-1.63], p < 0.001), higher delayed H/M ratios (1.64 [1.51:1.73] vs. 1.51 [1.40:1.61] (p = 0.02)), and lower WR (-0.13(0.10) vs -0.05(0.07), p = 0.01). Lower Total Recovery and shorter Pressure Recovery Time responses from the Valsalva maneuver was significantly correlated to lower H/M early (r = 0.55, p = 0.001 and r = 0.5, p = 0.003, respectively) and lower WR for Total Recovery (r = -0.44, p = 0.01).
    CONCLUSIONS: The present study found impairment of sympathetic innervation in T2D patients based on parameters derived from MIBG cardiac scintigraphy (low early H/M, delayed H/M, and WR). These results confirm prior studies. We found a mechanistically inverted relationship with favourable adrenergic cardiovascular responses being significantly associated unfavourable MIBG indices for H/M early and delayed. This paradoxical relationship needs to be further explored but could indicate adrenergic hypersensitivity in cardiac sympathetic denervated T2D patients.
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  • 文章类型: Journal Article
    背景:严重感染治疗的临床试验通常使用全因死亡率的主要终点。然而,许多试验参与者在感染中存活下来,而这一终点可能无法真实反映治疗的重要益处和风险.获胜比率使用分层复合终点,该终点可以根据相对临床重要性合并并优先考虑结果度量。
    方法:获胜比率方法在事后应用于MERINO试验中观察到的结果,比较哌拉西林他唑巴坦和美罗培南。我们用主要的分层复合端点量化了获胜率,包括全因死亡率,微生物复发和继发感染。获胜比率为1将对应于两种抗生素之间没有差异,而低于1的比例有利于美罗培南。进行了进一步的分析以计算获胜赔率并引入连续的结果变量以减少联系。
    结果:根据全因死亡率的层次结构,微生物复发和继发感染,胜率估计值为0.40(95%CI:0.22,0.71;p=0.002),与哌拉西林他唑巴坦相比,更喜欢美罗培南。然而,由于事件的比例较小,因此73.4%的配对并列。获胜的赔率,考虑到关系的获胜比率的修改,为0.79(95%CI:0.68,0.92)。在初级复合材料上增加停留时间,大大降低了平局的数量(4.6%),获胜比估计值为0.77(95%CI:0.60-0.99;p=0.04)。
    结论:将胜率方法应用于MERINO试验数据说明了其在抗菌试验中的实用性和可行性。
    BACKGROUND: Clinical trials of treatments for serious infections commonly use the primary endpoint of all-cause mortality. However, many trial participants survive their infection and this endpoint may not truly reflect important benefits and risks of therapy. The win ratio uses a hierarchical composite endpoint that can incorporate and prioritize outcome measures by relative clinical importance.
    METHODS: The win ratio methodology was applied post hoc to outcomes observed in the MERINO trial, which compared piperacillin-tazobactam with meropenem. We quantified the win ratio with a primary hierarchical composite endpoint, including all-cause mortality, microbiological relapse, and secondary infection. A win ratio of 1 would correspond to no difference between the 2 antibiotics, while a ratio <1 favors meropenem. Further analyses were performed to calculate the win odds and to introduce a continuous outcome variable in order to reduce ties.
    RESULTS: With the hierarchy of all-cause mortality, microbiological relapse, and secondary infection, the win ratio estimate was 0.40 (95% confidence interval [CI], .22-.71]; P = .002), favoring meropenem over piperacillin-tazobactam. However, 73.4% of the pairs were tied due to the small proportion of events. The win odds, a modification of the win ratio accounting for ties, was 0.79 (95% CI, .68-.92). The addition of length of stay to the primary composite greatly minimized the number of ties (4.6%) with a win ratio estimate of 0.77 (95% CI, .60-.99; P = .04).
    CONCLUSIONS: The application of the win ratio methodology to the MERINO trial data illustrates its utility and feasibility for use in antimicrobial trials.
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  • 文章类型: Journal Article
    自主神经症状问卷经常用于评估自主神经障碍。尚不清楚从自主问卷中获得的主观自主神经障碍是否与通过定量自主神经测试测得的客观自主神经障碍相关。我们研究的目的是确定自主神经失调的主观和客观指标之间的相关性。这是2017年至2023年在布莱根妇女和福克纳医院自主实验室进行的一项回顾性横断面研究,评估完成自主测试的患者。分析包括经过验证的自主神经问卷[自主神经症状调查(SAS),综合自主神经症状评分31(指南针-31)]和标准化自主神经测试(Valsalva机动,深呼吸,sudomotor,和倾斜测试)。自主神经测试结果通过心血管反射的定量分级进行分级,sudomotor测试和皮肤活检(QASAT),和综合自主严重程度评分(CASS)。自主测试,QASAT,CASS,在2627例患者中获得SAS,和指南针-31在564名患者中。主观工具之间的相关性很强(SAS与指南针-31,r=0.74,p<0.001)和客观仪器之间(QASAT与CASS,r=0.81,p<0.001)。SAS和QASAT之间以及Compass-31和CASS之间没有相关性。选定诊断的主观和客观工具之间仍然没有相关性(COVID-19急性后遗症,n=61;体位性心动过速综合征,211;周围自主神经病变,463;肌痛性脑脊髓炎/慢性疲劳综合征,95;预加载失败,120;治疗后莱姆病综合征,163;超机动Ehlers-Danlos综合征,213;神经源性直立性低血压,86;II型糖尿病,71,肥大细胞活化综合征,172;遗传性α型胰蛋白酶血症,45).主观和客观工具之间缺乏相关性突出了常用问卷的局限性,一些患者高估了真实的自主神经缺陷,而一些患者低估了真实的自主神经缺陷。独立于诊断的主客观不匹配进一步表明对可靠筛查调查的需求未得到满足。高估症状负担的患者可能代表具有特质自主神经样症状的人群,这需要进一步研究。此时,不建议使用自主问卷代替自主测试.
    Autonomic symptom questionnaires are frequently used to assess dysautonomia. It is unknown whether subjective dysautonomia obtained from autonomic questionnaires correlates with objective dysautonomia measured by quantitative autonomic testing. The objective of our study was to determine correlations between subjective and objective measures of dysautonomia. This was a retrospective cross-sectional study conducted at Brigham and Women\'s Faulkner Hospital Autonomic Laboratory between 2017 and 2023 evaluating the patients who completed autonomic testing. Analyses included validated autonomic questionnaires [Survey of Autonomic Symptoms (SAS), Composite Autonomic Symptom Score 31 (Compass-31)] and standardized autonomic tests (Valsalva maneuver, deep breathing, sudomotor, and tilt test). The autonomic testing results were graded by a Quantitative scale for grading of cardiovascular reflexes, sudomotor tests and skin biopsies (QASAT), and Composite Autonomic Severity Score (CASS). Autonomic testing, QASAT, CASS, and SAS were obtained in 2627 patients, and Compass-31 in 564 patients. The correlation was strong between subjective instruments (SAS vs. Compass-31, r = 0.74, p < 0.001) and between objective instruments (QASAT vs. CASS, r = 0.81, p < 0.001). There were no correlations between SAS and QASAT nor between Compass-31 and CASS. There continued to be no correlations between subjective and objective instruments for selected diagnoses (post-acute sequelae of COVID-19, n = 61; postural tachycardia syndrome, 211; peripheral autonomic neuropathy, 463; myalgic encephalomyelitis/chronic fatigue syndrome, 95; preload failure, 120; post-treatment Lyme disease syndrome, 163; hypermobile Ehlers-Danlos syndrome, 213; neurogenic orthostatic hypotension, 86; diabetes type II, 71, mast cell activation syndrome, 172; hereditary alpha tryptasemia, 45). The lack of correlation between subjective and objective instruments highlights the limitations of the commonly used questionnaires with some patients overestimating and some underestimating true autonomic deficit. The diagnosis-independent subjective-objective mismatch further signifies the unmet need for reliable screening surveys. Patients who overestimate the symptom burden may represent a population with idiosyncratic autonomic-like symptomatology, which needs further study. At this time, the use of autonomic questionnaires as a replacement of autonomic testing cannot be recommended.
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  • 文章类型: Journal Article
    目的:对于含有相似分子键的生物物质,振动光谱的分类通常具有挑战性,干扰光谱输出。为了解决这个问题,各种方法被广泛研究。然而,在提供有力估计的同时,这些技术在计算上是广泛的,并且经常过度拟合数据。收缩前科,有利于预测变量相对较少的模型,通常应用于贝叶斯惩罚技术,以避免过度拟合。
    方法:使用长钉和平板的logit-normal连续类似物(LN-CASS)作为收缩先验和建模,我们已经建立了准确分析的分类,与已建立的系统相比,传统的最小绝对收缩和选择运算符更快,马蹄铁或穗状花序。基于线性回归模型和通过密度泛函理论计算产生的振动光谱,对系数数据进行了检查。然后应用于唾液的拉曼光谱对样本性别进行分类。
    结果:随后应用于从唾液获得的光谱,即使参数数量高于观察数量,评价模型仍具有较高的准确性(AUC>90%).所有贝叶斯模型的光谱分析在交叉验证后产生了高分类准确性。Further,用于唾液传感,发现LN-CASS是唯一具有100%准确度的分类器,其基于留一交叉验证来预测输出。
    结论:在辅助小光谱数据集诊断方面具有潜在的应用,并且与一系列光谱数据格式兼容。通过红外光谱和拉曼光谱的分类可以看出。这些结果对于生物医学诊断传感系统的光谱平台的新兴发展非常有希望。
    OBJECTIVE: Classification of vibrational spectra is often challenging for biological substances containing similar molecular bonds, interfering with spectral outputs. To address this, various approaches are widely studied. However, whilst providing powerful estimations, these techniques are computationally extensive and frequently overfit the data. Shrinkage priors, which favour models with relatively few predictor variables, are often applied in Bayesian penalisation techniques to avoid overfitting.
    METHODS: Using the logit-normal continuous analogue of the spike-and-slab (LN-CASS) as the shrinkage prior and modelling, we have established classification for accurate analysis, with the established system found to be faster than conventional least absolute shrinkage and selection operator, horseshoe or spike-and-slab. These were examined versus coefficient data based on a linear regression model and vibrational spectra produced via density functional theory calculations. Then applied to Raman spectra from saliva to classify the sample sex.
    RESULTS: Subsequently applied to the acquired spectra from saliva, the evaluated models exhibited high accuracy (AUC>90 %) even when number of parameters was higher than the number of observations. Analyses of spectra for all Bayesian models yielded high-classification accuracy upon cross-validation. Further, for saliva sensing, LN-CASS was found to be the only classifier with 100 %-accuracy in predicting the output based on a leave-one-out cross validation.
    CONCLUSIONS: With potential applications in aiding diagnosis from small spectroscopic datasets and are compatible with a range of spectroscopic data formats. As seen with the classification of IR and Raman spectra. These results are highly promising for emerging developments of spectroscopic platforms for biomedical diagnostic sensing systems.
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  • 文章类型: Journal Article
    电力消耗和厌氧反应导致生活污水处理系统(DSTS)内的直接和间接温室气体(GHG)排放。DSTS中的温室气体排放量受污水量和处理技术效率的影响。为了解决这些变量的综合影响,这项研究提出了一种在气候变化和社会经济发展下确定城市DSTS内温室气体缓解途径的方法,通过结合生命周期分析(LCA)和分层阿基米德Copula(HAC)方法。该方法在以下方面具有创新性:1)量化DSTS的GHG排放量;2)确定温度变化之间的相关性,社会经济发展,和生活污水量,和3)预测未来温室气体排放的波动。通过将其应用于珠江三角洲(PRD)城市群,验证了该方法的有效性。中国。为了确定DSTS中温室气体缓解的潜力,两种途径(即,一般和优化)是根据2021年至2030年建立设施的不同技术选择提出的。结果表明,珠三角DSTS的温室气体排放量在2021年为[3.01,4.96]MtCO2eq,其中深圳和广州的贡献很大。此外,基于厌氧-缺氧-轴(AAO)技术的污水处理设施的温室气体排放量高于基于其他技术的污水处理设施。在优化的途径下,温室气体排放,由连续循环曝气系统(CASS)和氧化沟(OD)技术贡献,是最低的。通过相关性分析的结果,社会经济发展对生活污水量的影响比气候变化更显著。珠三角各城市的生活污水量将增加4.10%-28.38%,17.14%-26.01%,和2022年至2030年的18.15%-26.50%,三个代表性集中路径(RCPs)2.6、4.5和8.5。这些结果表明,在2022年至2030年期间,珠三角大多数城市的生活污水处理设施的容量应从0.12倍大幅提高至2.99倍。在优化的途径下,CASS方法的未来温室气体排放量将是最低的,其次是OD法。
    Electricity consumption and anaerobic reactions cause direct and indirect greenhouse gas (GHG) emissions within domestic sewage treatment systems (DSTSs). GHG emissions in DSTSs were influenced by the sewage quantity and the efficacy of treatment technologies. To address combined effects of these variables, this study presented an approach for identifying pathways for GHG mitigation within the DSTSs of cities under climate change and socio-economic development, through combining life cycle analysis (LCA) and the Hierarchical Archimedean copula (HAC) methods. The approach was innovative in the following aspects: 1) quantifying the GHG emissions of the DSTSs; 2) identifying the correlations among temperature changes, socioeconomic development, and domestic sewage quantity, and 3) predicting the future fluctuations in GHG emissions from the DSTSs. The effectiveness of the proposed approach was validated through its application to an urban agglomeration in the Pearl River Delta (PRD), China. To identify the potentials of GHG mitigation in the DSTSs, two pathways (i.e., general and optimized) were proposed according to the different technical choices for establishing facilities from 2021 to 2030. The results indicated that GHG emissions from the DSTS in the PRD were [3.01, 4.96] Mt CO2eq in 2021, with substantial contributions from Shenzhen and Guangzhou. Moreover, GHG emissions from the sewage treatment facilities based on Anaerobic-Anoxic-Axic (AAO) technology were higher than those based on other technologies. Under the optimized pathway, GHG emissions, contributed by the technologies of Continuous Cycle Aeration System (CASS) and Oxidation Ditch (OD), were the lowest. Through the results of correlation analysis, the impact of socioeconomic development on domestic sewage quantities was more significant than that of climate change. Domestic sewage quantities in the cities of the PRD would increase by 4.10%-28.38%, 17.14%-26.01%, and 18.15%-26.50% from 2022 to 2030 under three Representative Concentration Pathways (RCPs) 2.6, 4.5, and 8.5. These findings demonstrated that the capacities of domestic sewage treatment facilities in most cities of the PRD should be substantially improved from 0.12 to 2.99 times between 2022 and 2030. Under the optimized pathway, the future GHG emissions of the CASS method would be the lowest, followed by the OD method.
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