serological response

血清学反应
  • 文章类型: Journal Article
    背景:患有自身免疫性风湿性疾病(pARD)的儿科患者的免疫系统失调,所以感染对他们构成了重大威胁。为了预防严重的COVID-19感染,我们的目标是尽快为它们接种疫苗。研究表明,BNT162b2疫苗是安全的,有效,和免疫原性,然而,在短暂的观察期内,only.
    方法:主要目的是比较三组pARD之间的血清学反应:SARS-CoV-2感染后,在用两剂BNT162b2疫苗接种COVID-19后,在经历了这两个事件之后。人口统计数据,诊断,治疗,和血清学(抗SARS-CoV-2IgG/IgA)于2020年3月至2022年4月收集。对于统计分析ANOVA,Mann-WhitneyU测试,采用卡方检验和Fisher精确检验。为了比较接种疫苗后的不良事件(AE),我们纳入了健康青少年的对照组。
    结果:我们从115pARD收集数据;从感染后的92和接种后的47。两组均包括24名。感染后有47pARD的血清学数据,25接种疫苗后,在这两个事件之后是21。与仅感染后相比,接种疫苗后和两种事件后的血清学反应更好。没有注意到药物对抗体水平的影响。疫苗的安全性良好。与pARD相比,首次接种疫苗后的系统性AE在健康青少年中更为常见。在41.3周的观察期内,60%的接种疫苗的pARD没有出现有症状的COVID-19感染。
    结论:接种疫苗后和两种事件后,IgG和IgA抗SARS-CoV-2水平均高于仅感染后。接种疫苗六个月后,我们观察到抗体水平增加,提示pARD曾暴露于SARS-CoV-2,但仍无症状。
    背景:该研究获得了斯洛文尼亚共和国医学伦理委员会的批准(文件编号:0120-485/2021/6)。
    BACKGROUND: Paediatric patients with autoimmune rheumatic diseases (pARD) have a dysregulated immune system, so infections present a major threat to them. To prevent severe COVID-19 infections we aimed to vaccinate them as soon as possible. Studies have shown that the BNT162b2 vaccine is safe, effective, and immunogenic, however, in a short observation period, only.
    METHODS: The main objective was to compare the serological response between three groups of pARD: after SARS-CoV-2 infection, after vaccination against COVID-19 with two doses of the BNT162b2 vaccine, and after experiencing both events. Data on demographics, diagnosis, therapy, and serology (anti-SARS-CoV-2 IgG/IgA) were collected from March 2020 to April 2022. For statistical analysis ANOVA, Mann-Whitney U test, Chi-square test and Fisher\'s exact test were applied. To compare adverse events (AE) after vaccination we included a control group of healthy adolescents.
    RESULTS: We collected data from 115 pARD; from 92 after infection and 47 after vaccination. Twenty-four were included in both groups. Serological data were available for 47 pARD after infection, 25 after vaccination, and 21 after both events. Serological response was better after vaccination and after both events compared to after infection only. No effect of medication on the antibody levels was noted. The safety profile of the vaccine was good. Systemic AE after the first dose of the vaccine were more common in healthy adolescents compared to pARD. In the observation period of 41.3 weeks, 60% of vaccinated pARD did not experience a symptomatic COVID-19 infection.
    CONCLUSIONS: IgG and IgA anti-SARS-CoV-2 levels were higher after vaccination and after both events compared to after infection only. Six months after vaccination we observed an increase in antibody levels, suggesting that pARD had been exposed to SARS-CoV-2 but remained asymptomatic.
    BACKGROUND: The study was approved by the Medical Ethics Committee of the Republic of Slovenia (document number: 0120-485/2021/6).
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  • 文章类型: Preprint
    自身抗原在肿瘤上异常表达,例如MUC1,已被治疗性癌症疫苗靶向。我们最近在预防环境中的两项临床试验中评估了MUC1肽疫苗诱导的免疫是否可以降低具有癌前结肠腺瘤病史的个体的高结肠癌风险。在两个试验中,疫苗有免疫应答者和无应答者.在这里,我们使用PBMC接种前和从两个试验中选择的应答者和非应答者的第一个疫苗后2周,以鉴定参与长期记忆产生和预防腺瘤复发的免疫应答的早期生物标志物。我们进行了流式细胞术,phosflow,和从MUC1疫苗应答者和非应答者在接种前和三个疫苗剂量的第一个剂量后两周收集的PBMC的差异基因表达分析。MUC1疫苗应答者在接种前CD4细胞的频率更高,CD40L在CD8和CD4T细胞上的表达增加,CD8T细胞上的ICOS表达增加。差异基因表达分析显示,iCOSL,PI3KAKTMTOR,和B细胞信号通路在响应MUC1疫苗的早期被激活。我们鉴定了6种与升高的抗原呈递有关的特异性转录本,B细胞激活,和NF-κB1的激活与在第12周发现抗体反应直接相关。最后,使用这些转录本的模型能够准确预测无应答者.这些发现表明,可以预测对MUC1疫苗有反应的个体,和潜在的其他疫苗,在所有免疫区室中都有更大的准备来呈递和应答抗原。MUC1疫苗反应的预测性生物标志物可能导致更有效的疫苗,适合癌症高风险但免疫适应性不同的个体。
    Self-antigens abnormally expressed on tumors, such as MUC1, have been targeted by therapeutic cancer vaccines. We recently assessed in two clinical trials in a preventative setting whether immunity induced with a MUC1 peptide vaccine could reduce high colon cancer risk in individuals with a history of premalignant colon adenomas. In both trials, there were immune responders and non-responders to the vaccine. Here we used PBMC pre-vaccination and 2 weeks after the first vaccine of responders and non-responders selected from both trials to identify early biomarkers of immune response involved in long-term memory generation and prevention of adenoma recurrence. We performed flow cytometry, phosflow, and differential gene expression analyses on PBMCs collected from MUC1 vaccine responders and non-responders pre-vaccination and two weeks after the first of three vaccine doses. MUC1 vaccine responders had higher frequencies of CD4 cells pre-vaccination, increased expression of CD40L on CD8 and CD4 T-cells, and a greater increase in ICOS expression on CD8 T-cells. Differential gene expression analysis revealed that iCOSL, PI3K AKT MTOR, and B-cell signaling pathways are activated early in response to the MUC1 vaccine. We identified six specific transcripts involved in elevated antigen presentation, B-cell activation, and NF-kB1 activation that were directly linked to finding antibody response at week 12. Finally, a model using these transcripts was able to predict non-responders with accuracy. These findings suggest that individuals who can be predicted to respond to the MUC1 vaccine, and potentially other vaccines, have greater readiness in all immune compartments to present and respond to antigens. Predictive biomarkers of MUC1 vaccine response may lead to more effective vaccines tailored to individuals with high risk for cancer but with varying immune fitness.
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  • 文章类型: Journal Article
    肾移植受者(KTR)已被确定为严重SARS-CoV-2感染结果风险增加的人群。这项研究的重点是了解KTRs疫苗接种后的免疫反应,特异性检查SARS-CoV-2疫苗的血清学和细胞反应。13个人,包括七个KTR和六个健康捐赠者,评估疫苗接种后的抗体水平和T细胞反应。研究表明,KTRs的血清学反应明显较低,包括减少抗受体结合域(RBD)结合抗体和抗武汉中和抗体,Delta,和OmicronBA.2菌株。此外,KTRs表现出较弱的CD8T细胞毒性反应和较低的Th1细胞因子分泌,特别是IFN-γ,用变体刺突肽池刺激后。这些发现突出了KTRs疫苗接种后的免疫力受损,并强调了需要量身定制的策略来支持这一弱势群体的免疫反应。有必要进一步研究KTRs中疫苗功效降低的潜在机制和潜在的治疗干预措施。
    目的:一些研究表明,KTRs对SARS-CoV-2的血清学反应低于健康人。然而,有限的研究调查了接受SARS-CoV-2疫苗的KTRs对SARS-CoV-2的细胞反应。这里,我们发现KTRs具有较低的血清学和细胞反应。此外,我们发现,当他们的PBMC受到SARS-CoV-2刺突肽池刺激时,KTRs的IFN-γ分泌显著低于健康个体.因此,我们的研究结果表明,需要额外的策略来增强由疫苗引发的KTR免疫.
    Kidney transplant recipients (KTRs) have been identified as a population at increased risk for severe SARS-CoV-2 infection outcomes. This study focused on understanding the immune response of KTRs post-vaccination, specifically examining both serological and cellular responses to the SARS-CoV-2 vaccine. Thirteen individuals, including seven KTRs and six healthy donors, were evaluated for antibody levels and T cell responses post-vaccination. The study revealed that KTRs had significantly lower serological responses, including reduced anti-receptor binding domain (RBD) binding antibodies and neutralizing antibodies against the Wuhan, Delta, and Omicron BA.2 strains. Additionally, KTRs demonstrated weaker CD8 T cell cytotoxic responses and lower Th1 cytokine secretion, particularly IFN-γ, after stimulation with variant spike peptide pools. These findings highlight the compromised immunity in KTRs post-vaccination and underscore the need for tailored strategies to bolster immune responses in this vulnerable group. Further investigations are warranted into the mechanisms underlying reduced vaccine efficacy in KTRs and potential therapeutic interventions.
    OBJECTIVE: Some studies have revealed that KTRs had lower serological response against SARS-CoV-2 than healthy people. Nevertheless, limited studies investigate the cellular response against SARS-CoV-2 in KTRs receiving SARS-CoV-2 vaccines. Here, we found that KTRs have lower serological and cellular responses. Moreover, we found that KTRs had a significantly lower IFN-γ secretion than healthy individuals when their PBMCs were stimulated with SARS-CoV-2 spike peptide pools. Thus, our findings suggested that additional strategies are needed to enhance KTR immunity triggered by the vaccine.
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  • 文章类型: Journal Article
    对于大多数暴躁症患者,血清学是诊断的基础。这项研究的目的是对在瑞典参考实验室分析的样品进行分析,以确定怀疑患有tularemia的个体的血清中是否存在土拉弗朗西斯菌特异性抗体水平。分析了样本总数和阳性样本比例的年度和月度变化,以及年龄和性别的影响。
    我们对在2010年至2022年期间在瑞典于默奥大学医院分析的疑似tularemia患者的血清学样本中是否存在tularensis特异性抗体进行了回顾性分析,国家参考实验室,通过使用各种统计方法。总的来说,在13年期间,我们通过ELISA分析了约15,100份血清样本中IgG和IgM抗体的存在.
    总的来说,IgG阳性或临界滴度的样本数量较多,分别为2,522和921,比IgM阳性或临界滴度高,分别为1,802和409。从大约1,930名个体和大约三分之一的病例中获得了重复样本,最初是血清阴性的,重新取样时已血清转化。8月和9月的每月样本数量最高,>3,000。年度数量差异很大,2015年和2019年观察到峰值数量分别为1,832和2,250,而其他年份的数字是700-800。阳性样本的年度和月度百分比也有很大差异,它们在小于10%到大于20%之间变化。阳性样本的百分比最高的是在9月和10月。IgG和IgM滴度随着年龄的增长而下降,这些差异对于IgG滴度非常显着,每20年间隔平均滴度降低。
    集体,数据表明,瑞典的兔热病采样存在显著的年度和季节性变化.此外,阳性样本的比例在数月和数年内增加,样本数量达到峰值。另一个值得注意的发现是平均抗体滴度随着年龄的增加而降低。
    UNASSIGNED: For a majority of tularemia patients, serology is the basis for the diagnosis. The aim of this study was to perform an analysis of the samples analyzed at a Swedish reference laboratory for the presence of Francisella tularensis-specific antibody levels in sera from individuals with suspected tularemia. Annual and monthly variations of the total number of samples and proportions of positive samples were analyzed, as well as the influence of age and gender.
    UNASSIGNED: We performed a retrospective analysis of the presence of F. tularensis-specific antibodies in serological samples from patients with suspected tularemia analyzed during the period 2010 - 2022 at the University Hospital of Umeå in Sweden, a national reference laboratory, by use of various statistical methods. In total, some 15,100 serum samples had been analyzed for the presence of IgG and IgM antibodies by ELISA during the 13-year period.
    UNASSIGNED: Overall, there were higher number of samples with IgG positive or borderline titers, 2,522 and 921, respectively, than with IgM positive or borderline titers, 1,802 and 409, respectively. Repeated samples were obtained from some 1,930 individuals and approximately a third of the cases, which were initially seronegative, had seroconverted when resampled. Peak number of monthly samples were recorded in August and September, > 3,000. Annual numbers varied greatly and peak numbers were observed in 2015 and 2019, 1,832 and 2,250, respectively, whereas some other years the numbers were 700 - 800. There was also much variation in the annual and monthly percentages of positive samples and they varied between less than 10% to greater than 20%. The highest percentages of positive samples were recorded in September and October. IgG and IgM titers declined with age and these differences were highly significant for IgG titers, with decreasing average titers for each 20-year interval.
    UNASSIGNED: Collectively, the data demonstrate the marked annual and seasonal variations in tularemia sampling occurring in Sweden. Also, the proportion of positive samples increased during months and years with peak number of samples. Another notable finding was that average antibody titers decreased with increased age.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    不同基因型在核苷(t)ide类似物(NAs)治疗中的作用仍存在争议。先前对特殊人群进行的研究表明,E基因型具有较低的病毒学和血清学应答。这项描述性研究旨在认识到乙型肝炎的抗原(HBsAg)在富马酸替诺福韦酯(TDF)治疗期间的下降在一个队列的患者受慢性乙型肝炎(CHB)的影响。我们回顾性地纳入了2007年4月至2012年3月期间用TDF治疗的所有CHB患者,治疗时间为7年。HBsAg的动力学被确定为该队列中的血清学反应。我们包括110名受试者;在所有基因型A的受试者中观察到病毒学应答,B,和D;在17例C基因型(94.4%)和24例E基因型(96%)中。HBeAg消失观察到2例基因型A(50%),3与B(100%),0与C(0%),1与D(20%),1为E基因型(25%)。在多变量分析中,我们观察到作为HBsAg下降的预测因素,HBsAg的基线水平(OR=1.467;95CI:1.221-5.113;p=0.017)和病毒基因型(OR=11.218;95CI:5.441-41.138;p<0.001)。这项研究证实,在A和B基因型治疗7年后,HBsAg下降较高,C较低,E,和D基因型。然而,没有足够的证据来选择一个NAs,但是在特殊人群中,以及基因型E,TDF的使用应优先于恩替卡韦。
    The role of different genotypes in nucleos(t)ide analogs (NAs) treatment is still debated. Previous studies conducted on special populations evidenced that the E genotype had the lower virological and serological response. This descriptive study aims to recognize the hepatitis B \"s\" antigen (HBsAg) decline during tenofovir disoproxil fumarate (TDF) treatment in a cohort of patient affected by chronic hepatitis B (CHB). We retrospectively included all patients with CHB treated with TDF between April 2007 and March 2012 with a duration of treatment of 7 years. Kinetics of HBsAg was determined as serological response in this cohort. We include 110 subjects; virological response was observed in all subjects with genotypes A, B, and D; in 17 patients with C genotype (94.4%) and 24 with E genotype (96%). HBeAg loss was observed in 2 patients with genotype A (50%), 3 with B (100%), 0 with C (0%), 1 with D (20%), and 1 with E genotype (25%). In multivariate analysis we observed as predictive factors of HBsAg decline the baseline level of HBsAg (OR = 1.467; 95%CI: 1.221-5.113; p = 0.017) and viral genotypes (OR = 11.218; 95%CI: 5.441-41.138; p < 0.001). This study confirmed higher HBsAg decline after 7 years of treatment in A and B genotypes, and lower in C, E, and D genotypes. However, no evidence is enough to choose a single NAs, but in special populations, as well as in genotype E, the use of TDF should be preferred to entecavir.
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  • 文章类型: Journal Article
    研究其他COVID-19疫苗剂量在炎症性风湿性疾病(IRD)免疫抑制患者中的免疫原性的研究仍然有限。目的是探索与对照组相比,在接受免疫调节药物治疗的瑞典IRD患者中,在第三次和第四次COVID-19疫苗剂量后,抗体反应包括对omicron病毒亚变体(sBA.1和sBS.2)的反应。测量针对刺突野生型抗原(全长蛋白和S1)和omicron变体sBA.1和sBA.2(全长蛋白)的抗体水平。阳性反应定义为两种抗原的抗体水平超过截止值或疫苗接种后水平增加≥四倍。关节炎患者,血管炎,和其他自身免疫性疾病(n=414),和接受有或没有常规合成DMARDs的生物/靶向合成改善疾病的抗风湿药(DMARDs)的对照组(n=61)参加。其中,三剂后可获得370名患者和52名对照的血液样本,四剂后,65名患者和15名对照。三个疫苗剂量后的治疗组利妥昔单抗(n=133),abatacept(n=22),IL6r抑制剂(n=71),JAnus激酶抑制剂(JAK抑制剂)(n=56),肿瘤坏死因子抑制剂(TNF抑制剂)(n=61),IL12/23/17抑制剂(n=27),和对照(n=52)。与对照组(100%)相比,利妥昔单抗治疗的患者在三个和四个疫苗剂量后的应答者百分比(59%和57%)更低(P<0.001)。三次剂量后,所有其他组中的响应者百分比为100%,包括对omicronsBA.1和sBA.2的响应。在利妥昔单抗治疗的患者中,较高的基线免疫球蛋白G(IgG)和较长的利妥昔单抗与疫苗接种之间的时间段预测更好的应答.在这项包括IRD患者在内的瑞典全国性研究中,在接受IL6r抑制剂治疗的患者中,有三种和四种COVID-19疫苗剂量具有免疫原性,TNF抑制剂,JAK抑制剂,和IL12/23/17-抑制剂,但不是利妥昔单抗。由于>50%的利妥昔单抗患者对包括omicron亚变体在内的疫苗有反应,这些患者应优先考虑额外的疫苗剂量.
    目的:这项研究的结果提供了进一步的证据,表明在大多数接受有效免疫调节治疗的炎症性风湿性疾病(IRD)患者中,额外剂量的COVID-19疫苗具有免疫原性,并能产生令人满意的抗体反应,例如生物或靶向疾病修饰抗风湿药(DMARDs)作为单一疗法或与传统DMARDs联合使用。我们观察到利妥昔单抗治疗,既作为单药治疗,又与csDMARDs联合治疗,抗体反应受损,只有大约50%的患者在第三次疫苗接种后产生了令人满意的抗体反应,包括对omicron亚变体的反应。此外,在第3次疫苗接种前的最后一次利妥昔单抗疗程中IgG水平较高,以及最后一次利妥昔单抗治疗后时间较长,抗体应答达到满意的机会增加.这些结果表明,利妥昔单抗治疗的患者应优先考虑额外的疫苗剂量。
    结果:EudraCT(欧盟药物监管机构临床试验数据库),编号为2021-000880-63。
    Studies investigating the immunogenicity of additional COVID-19 vaccine doses in immunosuppressed patients with inflammatory rheumatic diseases (IRD) are still limited. The objective was to explore the antibody response including response to omicron virus subvariants (sBA.1 and sBS.2) after third and fourth COVID-19 vaccine doses in Swedish IRD patients treated with immunomodulating drugs compared to controls. Antibody levels to spike wild-type antigens (full-length protein and S1) and the omicron variants sBA.1 and sBA.2 (full-length proteins) were measured. A positive response was defined as having antibody levels over cut-off or ≥fourfold increase in post-vaccination levels for both antigens. Patients with arthritis, vasculitis, and other autoimmune diseases (n = 414), and controls (n = 61) receiving biologic/targeted synthetic disease-modifying anti-rheumatic drugs (DMARDs) with or without conventional synthetic DMARDs participated. Of these, blood samples were available for 370 patients and 52 controls after three doses, and 65 patients and 15 controls after four doses. Treatment groups after three vaccine doses were rituximab (n = 133), abatacept (n = 22), IL6r inhibitors (n = 71), JAnus Kinase inhibitors (JAK-inhibitors) (n = 56), tumor necrosis factor inhibitor (TNF-inhibitors) (n = 61), IL12/23/17 inhibitors (n = 27), and controls (n = 52). The percentage of responders after three and four vaccine doses was lower in rituximab-treated patients (59% and 57%) compared to controls (100%) (P < 0.001). After three doses, the percentage of responders in all other groups was 100%, including response to omicron sBA.1 and sBA.2. In rituximab-treated patients, higher baseline immunoglobulin G (IgG) and longer time-period between rituximab and vaccination predicted better response. In this Swedish nationwide study including IRD patients three and four COVID-19 vaccine doses were immunogenic in patients treated with IL6r inhibitors, TNF-inhibitors, JAK-inhibitors, and IL12/23/17-inhibitors but not in rituximab. As >50% of rituximab patients responded to vaccines including omicron subvariants, these patients should be prioritized for additional vaccine doses.
    OBJECTIVE: Results from this study provide further evidence that additional doses of COVID-19 vaccines are immunogenic and result in satisfactory antibody response in a majority of patients with inflammatory rheumatic diseases (IRD) receiving potent immunomodulating treatments such as biological or targeted disease-modifying anti-rheumatic drugs (DMARDs) given as monotherapy or combined with traditional DMARDs. We observed that rituximab treatment, both as monotherapy and combined with csDMARDs, impaired antibody response, and only roughly 50% of patients developed a satisfactory antibody response including response to omicron subvariants after the third vaccine. In addition, higher IgG levels at the last rituximab course before the third vaccine dose and a longer time after the last rituximab treatment increased the chance of a satisfactory antibody response. These results indicate that rituximab-treated patients should be prioritized for additional vaccine doses.
    RESULTS: EudraCT (European Union Drug Regulating Authorities Clinical Trials Database) with number 2021-000880-63.
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  • 文章类型: Journal Article
    目的:在免疫功能低下的血液系统恶性肿瘤(HM)患者中接种SARS-CoV-2疫苗对于降低COVID-19的严重程度至关重要。尽管疫苗接种努力,超过三分之一的HM患者仍然没有反应,增加他们严重突破性感染的风险。这项研究旨在利用机器学习对COVID-19动力学的适应性,有效地选择特定于患者的功能,以增强预测并改进医疗保健策略。突出了复杂的COVID-血液学联系,重点是可解释的机器学习,为临床医生和生物学家提供有价值的见解。
    方法:该研究评估了1166名血液病患者的数据集。输出是在完全接种COVID-19疫苗后实现或未实现血清学反应。应用了各种机器学习方法,根据曲线下面积(AUC)等指标选择最佳模型,灵敏度,特异性,和马修相关系数(MCC)。获得了最佳模型的单个SHAP值,并对这些值应用主成分分析(PCA)。然后在识别的聚类内分析患者概况。
    结果:支持向量机(SVM)成为性能最好的模型。应用于SVM导出的SHAP值的PCA导致四个完全分离的聚类。这些簇的特征在于产生抗体(PPGA)的患者的比例。第1组,PPGA第二高(69.91%),包括患有侵袭性疾病和导致免疫缺陷增加的因素的患者。第2组的PPGA最低(33.3%),但是小样本量限制了结论性的发现。第3组,代表了大多数人口,与第1组相比,抗体生成率高(84.39%),预后更好。第4组,PPGA为66.33%,包括接受皮质类固醇治疗的B细胞非霍奇金淋巴瘤患者。
    结论:该方法使用机器学习和可解释AI(XAI)成功识别了四个独立的患者集群。然后,我们根据接种COVID-19疫苗后产生抗体的HM患者百分比分析了每个簇。该研究表明该方法对其他疾病的潜在适用性,强调可解释ML在医疗保健研究和决策中的重要性。
    OBJECTIVE: Vaccination against SARS-CoV-2 in immunocompromised patients with hematologic malignancies (HM) is crucial to reduce the severity of COVID-19. Despite vaccination efforts, over a third of HM patients remain unresponsive, increasing their risk of severe breakthrough infections. This study aims to leverage machine learning\'s adaptability to COVID-19 dynamics, efficiently selecting patient-specific features to enhance predictions and improve healthcare strategies. Highlighting the complex COVID-hematology connection, the focus is on interpretable machine learning to provide valuable insights to clinicians and biologists.
    METHODS: The study evaluated a dataset with 1166 patients with hematological diseases. The output was the achievement or non-achievement of a serological response after full COVID-19 vaccination. Various machine learning methods were applied, with the best model selected based on metrics such as the Area Under the Curve (AUC), Sensitivity, Specificity, and Matthew Correlation Coefficient (MCC). Individual SHAP values were obtained for the best model, and Principal Component Analysis (PCA) was applied to these values. The patient profiles were then analyzed within identified clusters.
    RESULTS: Support vector machine (SVM) emerged as the best-performing model. PCA applied to SVM-derived SHAP values resulted in four perfectly separated clusters. These clusters are characterized by the proportion of patients that generate antibodies (PPGA). Cluster 1, with the second-highest PPGA (69.91%), included patients with aggressive diseases and factors contributing to increased immunodeficiency. Cluster 2 had the lowest PPGA (33.3%), but the small sample size limited conclusive findings. Cluster 3, representing the majority of the population, exhibited a high rate of antibody generation (84.39%) and a better prognosis compared to cluster 1. Cluster 4, with a PPGA of 66.33%, included patients with B-cell non-Hodgkin\'s lymphoma on corticosteroid therapy.
    CONCLUSIONS: The methodology successfully identified four separate patient clusters using Machine Learning and Explainable AI (XAI). We then analyzed each cluster based on the percentage of HM patients who generated antibodies after COVID-19 vaccination. The study suggests the methodology\'s potential applicability to other diseases, highlighting the importance of interpretable ML in healthcare research and decision-making.
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  • 文章类型: Journal Article
    背景:在多发性硬化症(MS)患者中,SARS-CoV-2感染或严重冠状病毒病2019(COVID-19)的风险增加。建议在该患者人群中接种疫苗,应考虑疾病修饰治疗(DMT)对疫苗接种反应的影响。
    方法:这种前瞻性,观察,横断面研究调查了在西班牙常规临床实践中接受DMT的MS和其他神经炎症性疾病患者在COVID-19疫苗接种后的体液应答以及可能的应答预测因素.将反应与健康对照中的反应进行比较。
    结果:接种COVID-19疫苗后,大多数MS患者产生了与健康个体相当的免疫反应。然而,大约一半的患者接受鞘氨醇-1-磷酸调节剂(SP1-M,芬戈莫德或西波莫德)或B细胞消耗剂(aCD20,奥利珠单抗或利妥昔单抗)未产生保护性抗体,尽管接受其他DMT的患者的体液免疫反应与健康对照组相当。淋巴细胞计数与接受SP1-M或aCD20的患者体液反应降低无关,在接受aCD20或SP1-M的患者中,年龄较大与较低的抗SARS-CoV-2刺突蛋白免疫球蛋白G抗体水平相关.
    结论:用aCD20或SP1-M治疗似乎与抗SARS-CoV-2疫苗的体液应答降低有关。建议尽可能在开始这些DMT之前接种疫苗。
    BACKGROUND: The risk of SARS-CoV-2 infection or severe coronavirus disease 2019 (COVID-19) has been shown to increase in patients with multiple sclerosis (MS). Vaccination is recommended in this patient population, and the effect of disease-modifying treatments (DMTs) on response to vaccination should be considered.
    METHODS: This prospective, observational, cross-sectional study investigated humoral response after COVID-19 vaccination as well as possible predictors for response in patients with MS and other neuroinflammatory diseases who received DMTs in routine clinical practice in Spain. Responses were compared versus those seen in healthy controls.
    RESULTS: After vaccination against COVID-19, most patients with MS developed an immune response comparable to that of healthy individuals. However, approximately half of patients receiving a sphingosine-1-phosphate modulator (SP1-M, fingolimod or siponimod) or a B-cell-depleting agent (aCD20, ocrelizumab or rituximab) did not develop protective antibodies, although patients receiving other DMTs had humoral immune responses comparable to healthy controls. Lymphocyte count was not associated with reduced humoral response in patients receiving an SP1-M or aCD20, whereas, in patients receiving an aCD20 or SP1-M, older age was associated with lower anti-SARS-CoV-2 spike protein immunoglobulin G antibody levels.
    CONCLUSIONS: Treatment with aCD20 or SP1-M therapies appears to be associated with a lower humoral response to vaccines against SARS-CoV-2. Vaccination prior to initiation of these DMTs should be recommended whenever possible.
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  • 文章类型: Journal Article
    由于药物诱导的免疫抑制会损害宿主的防御能力,炎症性关节炎(IA)患者患严重COVID-19的风险增加。这项研究的目的是评估接受免疫调节治疗的IA患者对COVID-19mRNA疫苗接种的抗体和B细胞反应。通过约翰霍普金斯关节炎中心招募患有IA的成年人,并与健康对照(HC)进行比较。在前两剂mRNA疫苗(D2;HC=77和IA=31例)之前和之后30天或6个月收集配对的血浆和外周血单核细胞(PBMC)样品,或在第三剂mRNA疫苗(D3;HC=11和IA=96患者)后30天。中和抗体滴度,总结合抗体滴度,并分析了B细胞对疫苗和Omicron变体的反应。在D3后,大多数IA患者中适当发展了抗-Spike(S)IgG和S特异性B细胞,对Omicron变体的反应降低,以及药物类型或药物扣留的可忽略不计的影响。在D2和D3之后,与健康对照相比,中和抗体应答较低,少数个体表现出持续不可检测的中和抗体水平。大多数IA患者在第三剂量时对COVID-19mRNA疫苗的反应也是免疫活性个体,没有证据表明停药后反应有所改善。这些数据表明,IA相关的免疫损伤可能不会阻碍大多数个体对COVID-19mRNA疫苗的免疫。
    Patients with inflammatory arthritis (IA) are at increased risk of severe COVID-19 due to medication-induced immunosuppression that impairs host defenses. The aim of this study was to assess antibody and B cell responses to COVID-19 mRNA vaccination in IA patients receiving immunomodulatory therapies. Adults with IA were enrolled through the Johns Hopkins Arthritis Center and compared with healthy controls (HC). Paired plasma and peripheral blood mononuclear cell (PBMC) samples were collected prior to and 30 days or 6 months following the first two doses of mRNA vaccines (D2; HC=77 and IA=31 patients), or 30 days following a third dose of mRNA vaccines (D3; HC=11 and IA=96 patients). Neutralizing antibody titers, total binding antibody titers, and B cell responses to vaccine and Omicron variants were analyzed. Anti-Spike (S) IgG and S-specific B cells developed appropriately in most IA patients following D3, with reduced responses to Omicron variants, and negligible effects of medication type or drug withholding. Neutralizing antibody responses were lower compared to healthy controls after both D2 and D3, with a small number of individuals demonstrating persistently undetectable neutralizing antibody levels. Most IA patients respond as well to mRNA COVID-19 vaccines as immunocompetent individuals by the third dose, with no evidence of improved responses following medication withholding. These data suggest that IA-associated immune impairment may not hinder immunity to COVID-19 mRNA vaccines in most individuals.
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