AIDS-Related Opportunistic Infections

艾滋病相关的机会性感染
  • 文章类型: Journal Article
    背景:诺卡氏菌可以影响免疫活性和免疫功能低下的人。
    方法:本回顾性研究,从2009年到2022年,旨在比较泰国东北部艾滋病和非艾滋病患者肺诺卡病的生存分析。
    结果:共215例经培养证实的肺诺卡病例:97例患有AIDS,118例无AIDS。艾滋病患者的CD4计数中位数为11个细胞/微升(范围:1-198),33%并发机会性感染。118名非艾滋病患者中有63.6%接受了免疫抑制药物治疗,28.8%有合并症,7.6%没有共存条件。播散性诺卡尼病和胸腔积液在艾滋病患者中更为普遍,而非艾滋病患者表现出更多的休克和呼吸衰竭。150例患者接受了脑成像;15例(10%)患有脑脓肿。肺诺卡特病患者的总体30天和1年死亡率为38.5%(95%CI:32.3%,45.4%)和52.1%(95%CI:45.6%,58.9%),分别。Cox生存分析表明,与非AIDS患者相比,患有播散性诺卡尼病的AIDS患者在30天内死亡风险增加了7.93倍(95%CI:2.61-24.02,p<0.001),Charlson合并症指数,并发机会性感染,疾病的持续时间,震惊,呼吸衰竭,多叶性肺炎,肺脓肿,和联合抗生素治疗。而AIDS和肺诺卡心症有在30天内死亡的趋势(2.09(95%CI,0.74-5.87,p=0.162))。
    结论:艾滋病合并肺诺卡病,特别是传播疾病,是一种严重的机会性感染.在资源有限的情况下,采用多药方案的早期诊断和经验性治疗可能是最合适的方法。
    BACKGROUND: Nocardia species can affect both immunocompetent and immunocompromised people.
    METHODS: This retrospective study, from 2009 to 2022, aims to compare the survival analyses of pulmonary nocardiosis in AIDS and non-AIDS patients in northeastern Thailand.
    RESULTS: A total of 215 culture-confirmed cases of pulmonary nocardiosis: 97 with AIDS and 118 without AIDS. The median CD4 count of AIDS patients was 11 cells/µL (range: 1-198), and 33% had concurrent opportunistic infections. 63.6% of 118 non-AIDS patients received immunosuppressive medications, 28.8% had comorbidities, and 7.6% had no coexisting conditions. Disseminated nocardiosis and pleural effusion were more prevalent among AIDS patients, whereas non-AIDS patients revealed more shock and respiratory failure. One hundred-fifty patients underwent brain imaging; 15 (10%) had brain abscesses. Patients with pulmonary nocardiosis have overall 30-day and 1-year mortality rates of 38.5% (95% CI: 32.3%, 45.4%) and 52.1% (95% CI: 45.6%, 58.9%), respectively. The Cox survival analysis showed that AIDS patients with disseminated nocardiosis had a 7.93-fold (95% CI: 2.61-24.02, p < 0.001) increased risk of death within 30 days compared to non-AIDS patients when considering variables such as age, Charlson comorbidity index, concurrent opportunistic infections, duration of illness, shock, respiratory failure, multi-lobar pneumonia, lung abscesses, and combination antibiotic therapy. While AIDS and pulmonary nocardiosis had a tendency to die within 30 days (2.09 (95% CI, 0.74-5.87, p = 0.162)).
    CONCLUSIONS: AIDS with pulmonary nocardiosis, particularly disseminated disease, is a serious opportunistic infection. Early diagnosis and empiric treatment with a multidrug regimen may be the most appropriate approach in a resource-limited setting.
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  • 文章类型: Journal Article
    尽管抗逆转录病毒疗法(ART)取得了进展,但严重免疫抑制的AIDS患者的复发性机会性感染(OI)仍然是一个尚未解决的医学挑战。为了解决这个差距,我们开发了一种HLA错配的同种异体过继免疫疗法(AAIT),专门针对该患者人群.这种新型治疗方法的安全性和有效性在我们的1期试验中得到了初步证实。随后,一个多中心,开放标签,控制,我们进行了2a期试验,以评估AAIT联合ART与常规ART方案相比的疗效.在96周的随访中,两组之间的不良事件(AE)发生率没有差异。与对照组相比,AAIT治疗在第72周(P=0.048)和第96周(P=0.024)改善了CD4T细胞的恢复。此外,AAIT组患者的分层分析显示,供体/受体性别不匹配与患者获得免疫应答的可能性显著相关(OR=8.667;95%CI,2.010-37.377;P=0.004).这些发现表明,AAIT可作为改善严重免疫抑制AIDS患者预后的有希望的辅助疗法。需要进一步的研究来阐明AAIT的免疫机制,并确定对这种治疗方法反应最佳的亚群。该试验已在www上注册。clinicaltrials.gov(NCT04098770)。试用注册:ClinicalTrials.gov标识符:NCT04098770。试用注册:ClinicalTrials.gov标识符:NCT02651376。
    Recurrent opportunistic infections (OIs) in patients with severely immunosuppressed AIDS remain an unresolved medical challenge despite advancements in antiretroviral therapy (ART). To address this gap, we developed an HLA-mismatched allogeneic adoptive immune therapy (AAIT) specifically targeting this patient population. The safety and efficacy of this novel therapeutic approach were preliminarily confirmed in our phase 1 trial. Subsequently, a multicenter, open-label, controlled, phase 2a trial was conducted to evaluate the efficacy of AAIT in combination with ART compared with the conventional ART-only regimen. No difference in the incidence of adverse events (AEs) was observed between the two groups at the 96-week follow-up. AAIT treatment improved CD4+ T cell recovery at weeks 72 (P = 0.048) and 96 (P = 0.024) compared to the Control Group. Additionally, stratified analysis of patients in the AAIT Group showed that donor/recipient sex mismatch was significantly associated with the likelihood of patients achieving an immunological response (OR = 8.667; 95% CI, 2.010-37.377; P = 0.004). These findings suggest that AAIT serves as a promising adjunct therapy for improving the outcomes of patients with severely immunosuppressed AIDS. Further studies are needed to elucidate the immunological mechanisms underlying AAIT and identify the subpopulations that respond optimally to this therapeutic approach. This trial is registered at www.clinicaltrials.gov (NCT04098770).Trial registration: ClinicalTrials.gov identifier: NCT04098770.Trial registration: ClinicalTrials.gov identifier: NCT02651376.
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  • 文章类型: Journal Article
    背景:口腔念珠菌病(OC)是人类免疫缺陷病毒(HIV)感染患者中普遍存在的机会性感染。患有OC的HIV阳性个体对抗真菌剂的耐药性增加引起了人们的关注。因此,本研究旨在调查HIV阳性患者中耐药OC的患病率.
    方法:发布,WebofScience,Scopus,截至2023年11月30日,系统搜索了Embase数据库中符合条件的文章。包括报告从HIV阳性OC患者中分离出的念珠菌对抗真菌药具有抗性的研究。基线特征,临床特征,分离的念珠菌,抗真菌耐药性由两名评审员独立提取。使用随机效应模型或固定效应模型计算具有95%置信区间(CI)的合并患病率。
    结果:在1942年的记录中,由2564种念珠菌组成的25项研究进入了荟萃分析。对抗真菌药的耐药性汇总如下:酮康唑(25.5%,95%CI:15.1-35.8%),氟康唑(24.8%,95%CI:17.4-32.1%),5-氟胞嘧啶(22.9%,95%CI:-13.7-59.6%),伊曲康唑(20.0%,95%CI:10.0-26.0%),伏立康唑(20.0%,95%CI:1.9-38.0%),咪康唑(15.0%,95%CI:5.1-26.0%),克霉唑(13.4%,95%CI:2.3-24.5%),制霉菌素(4.9%,95%CI:-0.05-10.3%),两性霉素B(2.9%,95%CI:0.5-5.3%),和卡泊芬净(0.1%,95%CI:-0.3-0.6%)。此外,几乎所有纳入的关于不同抗真菌药物耐药性的研究都存在高度异质性(I2>50.00%,P<0.01),卡泊芬净除外(I2=0.00%,P=0.65)。
    结论:我们的研究表明,在患有OC的HIV阳性患者中发现的大量念珠菌对唑类药物和5-氟胞嘧啶具有抗性。然而,大多数分离株对制霉菌素敏感,两性霉素B,还有Caspofungin.这表明OC的初始治疗,如唑类,可能没有效果。在这种情况下,医疗保健提供者可能需要考虑处方替代疗法,如多烯和卡泊芬净。
    背景:该研究方案已在国际前瞻性系统评价登记册中注册为PROSPERO(编号:CRD42024497963)。
    BACKGROUND: Oral candidiasis (OC) is a prevalent opportunistic infection in patients with human immunodeficiency virus (HIV) infection. The increasing resistance to antifungal agents in HIV-positive individuals suffering from OC raised concerns. Thus, this study aimed to investigate the prevalence of drug-resistant OC in HIV-positive patients.
    METHODS: Pubmed, Web of Science, Scopus, and Embase databases were systematically searched for eligible articles up to November 30, 2023. Studies reporting resistance to antifungal agents in Candida species isolated from HIV-positive patients with OC were included. Baseline characteristics, clinical features, isolated Candida species, and antifungal resistance were independently extracted by two reviewers. The pooled prevalence with a 95% confidence interval (CI) was calculated using the random effect model or fixed effect model.
    RESULTS: Out of the 1942 records, 25 studies consisting of 2564 Candida species entered the meta-analysis. The pooled prevalence of resistance to the antifungal agents was as follows: ketoconazole (25.5%, 95% CI: 15.1-35.8%), fluconazole (24.8%, 95% CI: 17.4-32.1%), 5-Flucytosine (22.9%, 95% CI: -13.7-59.6%), itraconazole (20.0%, 95% CI: 10.0-26.0%), voriconazole (20.0%, 95% CI: 1.9-38.0%), miconazole (15.0%, 95% CI: 5.1-26.0%), clotrimazole (13.4%, 95% CI: 2.3-24.5%), nystatin (4.9%, 95% CI: -0.05-10.3%), amphotericin B (2.9%, 95% CI: 0.5-5.3%), and caspofungin (0.1%, 95% CI: -0.3-0.6%). Furthermore, there were high heterogeneities among almost all included studies regarding the resistance to different antifungal agents (I2 > 50.00%, P < 0.01), except for caspofungin (I2 = 0.00%, P = 0.65).
    CONCLUSIONS: Our research revealed that a significant number of Candida species found in HIV-positive patients with OC were resistant to azoles and 5-fluocytosine. However, most of the isolates were susceptible to nystatin, amphotericin B, and caspofungin. This suggests that initial treatments for OC, such as azoles, may not be effective. In such cases, healthcare providers may need to consider prescribing alternative treatments like polyenes and caspofungin.
    BACKGROUND: The study protocol was registered in the International Prospective Register of Systematic Reviews as PROSPERO (Number: CRD42024497963).
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  • 文章类型: Journal Article
    艾滋病毒感染者占接受重症监护的患者的很大一部分。这个数字因地理位置而异,但世界各地都受到影响。在低收入和中等收入国家,大多数重症监护病房(ICU)的入院与感染有关,而在高收入国家,它们通常涉及与艾滋病毒相关的非传染性疾病诊断。艾滋病毒感染者可能导致进入ICU的感染管理包括败血症,呼吸道感染,COVID-19,巨细胞病毒感染,和中枢神经系统感染,机会主义和非机会主义。知道哪种抗逆转录病毒疗法(ART)是合适的,什么时候是正确的管理时间,并意识到任何安全问题和与ART的潜在药物相互作用。尽管ART对于控制HIV感染是必要的,它也会导致与ICU相关的困难,如免疫重建炎症综合征,以及在机械通气的胃肠功能障碍患者中与ART给药相关的问题。在ICU中管理HIV感染者的感染是复杂的,需要在特定感染管理和ART使用方面知识渊博的多学科团队的合作。这个团队应该包括强化专家,传染病专家,药剂师,和微生物学家,以确保患者的最佳结果。
    People living with HIV comprise a substantial number of the patients admitted to intensive care. This number varies according to geography, but all areas of the world are affected. In lower-income and middle-income countries, the majority of intensive care unit (ICU) admissions relate to infections, whereas in high-income countries, they often involve HIV-associated non-communicable diseases diagnoses. Management of infections potentially resulting in admission to the ICU in people living with HIV include sepsis, respiratory infections, COVID-19, cytomegalovirus infection, and CNS infections, both opportunistic and non-opportunistic. It is crucial to know which antiretroviral therapy (ART) is appropriate, when is the correct time to administer it, and to be aware of any safety concerns and potential drug interactions with ART. Although ART is necessary for controlling HIV infections, it can also cause difficulties relevant to the ICU such as immune reconstitution inflammatory syndrome, and issues associated with ART administration in patients with gastrointestinal dysfunction on mechanical ventilation. Managing infection in people with HIV in the ICU is complex, requiring collaboration from a multidisciplinary team knowledgeable in both the management of the specific infection and the use of ART. This team should include intensivists, infectious disease specialists, pharmacists, and microbiologists to ensure optimal outcomes for patients.
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  • 文章类型: Case Reports
    背景:乙型肝炎病毒(HBV)感染可导致肝功能衰竭,虽然获得性免疫缺陷病毒病(AIDS)患者极易受到各种机会性感染,这可以同时发生。治疗过程因潜在的免疫重建炎症综合征(IRIS)的发生而进一步复杂化。这带来了重大挑战,并导致死亡率上升。
    方法:50岁男性,有慢性乙型肝炎和未经治疗的人类免疫缺陷病毒(HIV)感染史,出现轻微咳嗽和咳痰,揭示耐多药肺结核(MDR-PTB),XpertMTB/RIFPCR检测和支气管肺泡灌洗液(BALF)的结核培养证实了这一点。患者接受利奈唑胺治疗,莫西沙星,环丝氨酸,吡嗪酰胺,和乙胺丁醇治疗肺结核,以及比替福韦/替诺福韦艾拉酚胺/恩曲他滨(BIC/TAF/FTC)用于HBV和HIV病毒抑制的组合。经过三个月的治疗,病人停药,导致乙型肝炎病毒再激活和随后的肝衰竭。在随后的艾滋病治疗中,HBV,和耐药结核病,患者出现播散性隐球菌病。患者在使用脂质体两性霉素B和氟康唑治疗期间病情恶化,这最终归因于IRIS。幸运的是,经过适当的管理,患者成功康复。
    结论:提高医疗依从性对艾滋病患者至关重要,特别是那些与HBV共感染,以防止HBV再激活和随后的肝功能衰竭。此外,在恢复抗病毒治疗之前对患者的潜在感染进行全面评估对于预防IRIS的发生至关重要.早期干预在提高生存率方面起着关键作用。
    BACKGROUND: Hepatitis B virus (HBV) infection can cause liver failure, while individuals with Acquired Immunodeficiency Virus Disease (AIDS) are highly susceptible to various opportunistic infections, which can occur concurrently. The treatment process is further complicated by the potential occurrence of immune reconstitution inflammatory syndrome (IRIS), which presents significant challenges and contributes to elevated mortality rates.
    METHODS: The 50-year-old male with a history of chronic hepatitis B and untreated human immunodeficiency virus (HIV) infection presented to the hospital with a mild cough and expectoration, revealing multi-drug resistant pulmonary tuberculosis (MDR-PTB), which was confirmed by XpertMTB/RIF PCR testing and tuberculosis culture of bronchoalveolar lavage fluid (BALF). The patient was treated with a regimen consisting of linezolid, moxifloxacin, cycloserine, pyrazinamide, and ethambutol for tuberculosis, as well as a combination of bictegravir/tenofovir alafenamide/emtricitabine (BIC/TAF/FTC) for HBV and HIV viral suppression. After three months of treatment, the patient discontinued all medications, leading to hepatitis B virus reactivation and subsequent liver failure. During the subsequent treatment for AIDS, HBV, and drug-resistant tuberculosis, the patient developed disseminated cryptococcal disease. The patient\'s condition worsened during treatment with liposomal amphotericin B and fluconazole, which was ultimately attributed to IRIS. Fortunately, the patient achieved successful recovery after appropriate management.
    CONCLUSIONS: Enhancing medical compliance is crucial for AIDS patients, particularly those co-infected with HBV, to prevent HBV reactivation and subsequent liver failure. Furthermore, conducting a comprehensive assessment of potential infections in patients before resuming antiviral therapy is essential to prevent the occurrence of IRIS. Early intervention plays a pivotal role in improving survival rates.
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  • 文章类型: Journal Article
    背景:结核病是导致单一传染病死亡的主要原因之一,由结核分枝杆菌引起的.在埃塞俄比亚,尽管已经对感染艾滋病毒的儿童中结核病的发病率进行了几项初步研究,HIV感染儿童(0~14岁)的结核病合并发病率未知.因此,本系统综述和荟萃分析的主要目的是评估埃塞俄比亚HIV感染儿童中结核病的合并发病率及其预测因素.
    方法:国际电子数据库,如PubMed、Hinari,科学直接,谷歌学者,和非洲期刊在线使用不同的搜索引擎进行搜索。使用JoannaBriggs研究所检查表检查主要研究的质量。使用I平方统计量检验研究的异质性。使用漏斗图和Egger测试测试发布偏差。森林地块和表格用于呈现结果。随机效应模型用于估计感染艾滋病毒的儿童中结核病的合并发病率。
    结果:本系统综述和荟萃分析共纳入13项研究。每100人年观察,HIV感染儿童的结核病合并发病率为3.77(95%CI:2.83,5.02)。晚期HIV疾病(HR:2.72,95%CI:1.9;3.88),没有接受完整的疫苗接种(HR:4.40,95%CI:2.16;8.82),发育迟缓(HR:2.34,95%CI:1.64,3.33),体重不足(HR:2.30,95%CI:1.61;3.22),未接受异烟肼预防性治疗(HR:3.64,95%CI:2.22,5.96),贫血(HR:3.04,95%CI:2.34;3.98),一般或较差的抗逆转录病毒治疗依从性(HR:2.50,95%CI:1.84;3.40)和未接受复方新诺明预防性治疗(HR:3.20,95%CI:2.26;4.40)是HIV感染儿童合并结核感染的预测因子.
    结论:本系统评价和荟萃分析得出的结论是,与ENDTB战略目标相比,埃塞俄比亚HIV感染儿童中结核病的总体合并发病率较高。因此,必须强调药物依从性(ART和异烟肼)和营养咨询。此外,营养不良和贫血的早期诊断和治疗对于降低结核合并感染的风险至关重要.
    背景:在PROSPERO中注册,ID:CRD42023474956。
    BACKGROUND: Tuberculosis is one the leading causes of death from a single infectious disease, caused by the bacillus mycobacterium tuberculosis. In Ethiopia, even though several primary studies have been conducted on the incidence of tuberculosis among HIV-infected children, the pooled incidence rate of tuberculosis among HIV-infected children (aged 0-14 years) is unknown. Therefore, the main objectives of this systematic review and meta-analysis are to estimate the pooled incidence rate of tuberculosis among HIV-infected children and its predictors in Ethiopia.
    METHODS: International electronic databases such as PubMed, HINARI, Science Direct, Google Scholar, and African Journals Online were searched using different search engines.  Quality of primary studies was checked using the Joanna Briggs Institute checklist. The heterogeneity of studies was tested using I-square statistics. Publication bias was tested using a funnel plot and Egger\'s test. Forest plots and tables were used to present the results. The random effect model was used to estimate the pooled incidence of tuberculosis among children living with HIV.
    RESULTS: A total of 13 studies were included in this systematic review and meta-analysis. The pooled incidence of tuberculosis among HIV-infected children was 3.77 (95% CI: 2.83, 5.02) per 100-person-year observations. Advanced HIV disease (HR: 2.72, 95% CI: 1.9; 3.88), didn\'t receive complete vaccination (HR: 4.40, 95% CI: 2.16; 8.82), stunting (HR: 2.34, 95% CI: 1.64, 3.33), underweight (HR: 2.30, 95% CI: 1.61; 3.22), didn\'t receive Isoniazid preventive therapy (HR: 3.64, 95% CI: 2.22, 5.96), anemia (HR: 3.04, 95% CI: 2.34; 3.98), fair or poor antiretroviral therapy adherence (HR: 2.50, 95% CI: 1.84; 3.40) and didn\'t receive cotrimoxazole preventive therapy (HR: 3.20, 95% CI: 2.26; 4.40) were predictors of tuberculosis coinfection among HIV infected children.
    CONCLUSIONS: This systematic review and meta-analysis concluded that the overall pooled incidence rate of tuberculosis among HIV-infected children was high in Ethiopia as compared to the END TB strategy targets. Therefore, emphasis has to be given to drug adherence (ART and Isoniazid) and nutritional counseling. Moreover, early diagnosis and treatment of malnutrition and anemia are critical to reduce the risk of TB coinfection.
    BACKGROUND: Registered in PROSPERO with ID: CRD42023474956.
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  • 文章类型: Case Reports
    属于鸟分枝杆菌复合物(MAC)的微生物在环境中无处不在,但是只有少数感染者会患病。潜在的肺部疾病或免疫缺陷是临床表现的先决条件。然而,播散性MAC病主要表现在患有人类免疫缺陷病毒(HIV)的患者处于严重的免疫缺陷阶段,并伴有一系列临床症状。我们介绍了两例在严重免疫缺陷阶段的HIV感染者中传播的鸟分枝杆菌感染。两名患者均表现出明显的疾病进展,没有肺部症状是一个共同的特征。第一位患者主要出现高烧,伴有腹泻和严重贫血。第二名患者的正常体温与明显的恶病质不一致,严重的腹痛,和腹部淋巴结受累的磁共振成像证据。从痰液和粪便中分离出病原体。患者接受了包含氨基糖苷的治疗,大环内酯,乙胺丁醇,还有利福平.尽管两名患者都实现了对HIV病毒的最佳抑制,抗逆转录病毒治疗的免疫应答并不理想.首例患者由于失代偿性肝硬化的发展而在严重免疫缺陷的情况下死亡,而第二名患者表现出轻微的逆转病程。
    UNASSIGNED: Microorganisms belonging to the Mycobacterium avium complex (MAC) are ubiquitous in the environment, but only a minority of infected persons develop disease. An underlying lung disease or immune deficiency is a prerequisite for clinical manifestation. However, disseminated MAC disease primarily manifests in people living with human immunodeficiency virus (HIV) in the severe immunodeficiency stage with a whole host of clinical symptoms. We present two cases of disseminated M. avium infection in people living with HIV in the stage of severe immunodeficiency. Both patients exhibited distinct disease progression, with the absence of pulmonary symptoms being a common characteristic. The first patient predominantly experienced high fever, accompanied by diarrhea and severe anemia. The normothermia in the second patient was incongruent with the presence of marked cachexia, severe abdominal pain, and magnetic resonance imaging evidence of abdominal lymph node involvement. The causative agent was isolated from both sputum and stools. The patients underwent treatment that comprised aminoglycoside, macrolide, ethambutol, and rifampicin. Although both patients achieved optimal viral suppression of HIV, the immunologic response to antiretroviral therapy was suboptimal. The first patient died in the setting of severe immunodeficiency due to the development of decompensated liver cirrhosis, while the second patient demonstrated a slight reverse course of the disease.
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  • 文章类型: Journal Article
    我们评估了在急诊室(ER)看到的AIDS患者中诊断吉罗韦西肺孢子虫肺炎(PCP)的预测模型(PM),旨在指导经验性治疗决策。在参考医院的急诊室前瞻性收集了艾滋病患者中疑似PCP病例的数据,诊断后来通过痰PCR分析证实。我们比较了临床,实验室,以及PCP与非PCP组之间的放射学数据,使用Boruta算法确认显著差异。我们评估了10个针对各种ER资源水平定制的PM,以诊断PCP。创建了四个场景,两个基于X射线检查结果(弥漫性间质浸润)和两个CT扫描(“磨砂玻璃”),纳入强制性变量:乳酸脱氢酶,O2sat,C反应蛋白,呼吸频率(>24bpm),干咳.我们还评估了HIV病毒载量和CD4细胞计数。在研究的86名患者中,每个模型考虑6个或8个参数,取决于场景。许多模型表现良好,准确地说,精度,召回,AUC评分>0.8。值得注意的是,最近邻和朴素贝叶斯在特定场景中表现优异(分数>0.9)。令人惊讶的是,HIV病毒载量和CD4细胞计数并未改善模型性能。总之,使用容易获得的数据的基于ER的PM可以显着帮助AIDS患者的PCP治疗决策。
    We assessed predictive models (PMs) for diagnosing Pneumocystis jirovecii pneumonia (PCP) in AIDS patients seen in the emergency room (ER), aiming to guide empirical treatment decisions. Data from suspected PCP cases among AIDS patients were gathered prospectively at a reference hospital\'s ER, with diagnoses later confirmed through sputum PCR analysis. We compared clinical, laboratory, and radiological data between PCP and non-PCP groups, using the Boruta algorithm to confirm significant differences. We evaluated ten PMs tailored for various ERs resource levels to diagnose PCP. Four scenarios were created, two based on X-ray findings (diffuse interstitial infiltrate) and two on CT scans (\"ground-glass\"), incorporating mandatory variables: lactate dehydrogenase, O2sat, C-reactive protein, respiratory rate (> 24 bpm), and dry cough. We also assessed HIV viral load and CD4 cell count. Among the 86 patients in the study, each model considered either 6 or 8 parameters, depending on the scenario. Many models performed well, with accuracy, precision, recall, and AUC scores > 0.8. Notably, nearest neighbor and naïve Bayes excelled (scores > 0.9) in specific scenarios. Surprisingly, HIV viral load and CD4 cell count did not improve model performance. In conclusion, ER-based PMs using readily available data can significantly aid PCP treatment decisions in AIDS patients.
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