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Febrile seizure risk following monovalent COVID-19 mRNA vaccination in US children aged 2-5 years. 单价COVID-19 mRNA疫苗接种后美国2-5岁儿童的热性癫痫发作风险
IF 3.5 Pub Date : 2026-02-04 DOI: 10.1016/j.vaccine.2026.128225
Steven A Anderson, Elizabeth R Smith, Zhiruo Wan, Kandace L Amend, Alex Secora, Djeneba Audrey Djibo, Kamran Kazemi, Jennifer Song, Lauren E Parlett, John D Seeger, Nandini Selvam, Cheryl N McMahill-Walraven, Mao Hu, Yoganand Chillarige, Richard A Forshee

Objective: To evaluate febrile seizure risk following monovalent COVID-19 mRNA vaccination among children aged 2-5 years.

Methods: The primary analysis evaluated children who had a febrile seizure outcome in the 0-1 days following COVID-19 vaccination. A self-controlled case series analysis was performed in three commercial insurance databases to compare the risk of seizure in the risk interval (0-1 days) to a control interval (8-63 days). The exposure of interest was receipt of dose 1 and/or dose 2 of monovalent COVID-19 mRNA vaccinations. The primary outcome was febrile seizure (0-1 day risk interval). A conditional Poisson regression model was used to compare outcome rates in risk and control intervals and estimate incidence rate ratios (IRR) and 95% confidence intervals (CIs). Meta-analyses were used to pool results across databases.

Results: The primary meta-analysis found a statistically significant increased incidence of febrile seizure, in the 0-1 days following mRNA-1273 vaccination compared to the control interval (IRR: 2.52, 95% CI: 1.35 to 4.69, risk difference (RD)/100,000 doses = 3.22 (95% CI -0.31 to 6.75)). For the BNT162b2 vaccination, the IRR was elevated but not statistically significant (IRR: 1.41, 95% CI: 0.48 to 4.11, RD/100,000 doses = -0.25 (95% CI -2.75 to 2.24).

Conclusions: Among children aged 2-5 years, the analysis showed a small elevated incidence rate ratio of febrile seizures in the 0-1 days following the mRNA-1273 vaccination.

目的:评价2-5岁儿童接种单价COVID-19 mRNA疫苗后的热性惊厥风险。方法:对接种COVID-19疫苗后0 ~ 1天发生发热性惊厥的儿童进行初步分析。在三个商业保险数据库中进行了自我控制的病例系列分析,以比较风险区间(0-1天)和控制区间(8-63天)的癫痫发作风险。感兴趣的暴露是接受单价COVID-19 mRNA疫苗接种剂量1和/或剂量2。主要结局为热性癫痫发作(0-1天风险间隔)。使用条件泊松回归模型比较风险区间和控制区间的转归率,并估计发病率比(IRR)和95%置信区间(ci)。荟萃分析用于跨数据库汇总结果。结果:主要荟萃分析发现,与对照组相比,接种mRNA-1273疫苗后0-1天的发热性惊厥发生率显著增加(IRR: 2.52, 95% CI: 1.35至4.69,风险差异(RD)/100,000剂量= 3.22 (95% CI -0.31至6.75))。对于BNT162b2疫苗,IRR升高,但没有统计学意义(IRR: 1.41, 95% CI: 0.48至4.11,RD/100,000剂量= -0.25 (95% CI: -2.75至2.24)。结论:在2-5岁儿童中,分析显示接种mRNA-1273疫苗后0-1天的发热性惊厥发生率有小幅升高。
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引用次数: 0
Corrigendum to "An enhanced vaccination regime reduces the shedding of Salmonella Typhimurium from layer chickens" [Vaccine 72 (2026) 128115]. “加强疫苗接种制度可减少蛋鸡鼠伤寒沙门氏菌的脱落”[疫苗72(2026)128115]的更正。
IF 3.5 Pub Date : 2026-02-04 DOI: 10.1016/j.vaccine.2026.128260
Samiullah Khan, Andrea R McWhorter, Daniel M Andrews, Gregory J Underwood, Robert J Moore, Thi Thu Hao Van, Kapil K Chousalkar
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引用次数: 0
Non-emerging primary trial results from the Bandim health project. 班迪姆卫生项目未出现的初步试验结果。
IF 3.5 Pub Date : 2026-02-04 DOI: 10.1016/j.vaccine.2026.128302
Henrik Støvring, Claus Thorn Ekstrøm, Jesper Wiborg Schneider, Charlotte Strøm
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引用次数: 0
Long-term immunogenicity of alternative HPV vaccine schedules and the effect of an additional dose given three to five years post-primary vaccination. 替代HPV疫苗时间表的长期免疫原性和初次接种后3至5年额外剂量的效果。
IF 3.5 Pub Date : 2026-02-04 DOI: 10.1016/j.vaccine.2026.128287
Chantal Sauvageau, Iulia G Ionescu, Manale Ouakki, Gitika Panicker, Vladimir Gilca, Elizabeth R Unger, Marie-Hélène Mayrand

We assessed antibody persistence and the impact of an additional dose administered 42-60 months after initial vaccination. Girls initially vaccinated at ages 9-10 with two doses of quadrivalent HPV vaccine participated in two randomized trials: The 0-6-42HPV study which compared a quadrivalent and bivalent additional dose given at 42 months; The 0-6-60ICI-VPH study compared no additional dose to a quadrivalent dose at 60 months. HPV16/18 antibody detection and geometric mean concentrations (GMCs) were assessed (M9ELISA). Overall, 526 girls provided a blood sample. All had detectable HPV16/18 antibodies 10 years post-initial vaccination. An additional dose at 42 versus 60 months led to similar GMCs, both with higher immune responses compared to 2-dose group participants. Compared to the quadrivalent, the bivalent induced significantly higher HPV18 GMCs, which has unknown clinical significance. Two-dose schedule and delayed quadrivalent or bivalent additional doses are highly immunogenic, supporting long-term immunogenicity of alternative and mixed vaccination schedules.

我们评估了初次接种疫苗后42-60个月的抗体持久性和额外剂量的影响。最初在9-10岁接种两剂四价HPV疫苗的女孩参加了两项随机试验:0-6-42HPV研究,比较了42个月时给予的四价和二价额外剂量;0-6-60ICI-VPH研究比较了60个月时无额外剂量和四价剂量。采用M9ELISA法检测HPV16/18抗体检测及几何平均浓度(GMCs)。总共有526名女孩提供了血液样本。所有人在初次接种疫苗10年后均可检测到HPV16/18抗体。在42个月和60个月时额外剂量导致相似的gmc,与2剂量组参与者相比,两者都有更高的免疫反应。与四价相比,二价诱导的HPV18 gmc显著升高,其临床意义尚不清楚。两剂计划和延迟的四价或二价附加剂量具有高度免疫原性,支持替代和混合疫苗接种计划的长期免疫原性。
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引用次数: 0
Immunotherapy of TSA-1.C4 or in combination with BNZ confers protection against Trypanosoma cruzi infection with a distinct cytokine response. TSA-1的免疫治疗。C4或与BNZ联合使用对克氏锥虫感染具有明显的细胞因子反应。
IF 3.5 Pub Date : 2026-02-03 DOI: 10.1016/j.vaccine.2026.128296
Landy Magaly Pech-Pisté, Victor Dzul-Huchim, Christian Florian Teh-Poot, Fabian Gusovsky, Kathryn Jones, Peter Hotez, Liliana Estefanía Villanueva-Lizama, Maria Elena Bottazzi, Jaime Ortega-Lopez, Julio Vladimir Cruz-Chan

Chagas disease is a poverty-related neglected tropical disease caused by the protozoan Trypanosoma cruzi affecting approximately 6.3 million people, predominantly in the Americas. Approximately 30% of T. cruzi infections progress to chronic cardiomyopathy and 10% of these cases end in death from cardiac failure. The first-line drug Benznidazole (BNZ) require a prolonged treatment regimen and can be highly toxic. Here, we evaluate a therapeutic vaccine in T. cruzi-infected mice, based on the recombinant Trypomastigote Surface Antigen 1 (TSA-1.C4) protein and the emulsified adjuvant E6020, and in combination with a suboptimal dose of BNZ. We observed a reduced burden parasite in blood in mice receiving either with TSA-1.C4 vaccine alone or in combination with a low dose of BNZ. TSA-1.C4-specific IgG and isotype levels were increased in all experimental groups receiving TSA-1.C4 protein treatment, confirming its immunogenicity. Mice treated with TSA-1.C4 vaccine in combination with BNZ exhibit a reduced cardiac inflammation as well as an antigen-specific IFN-γ CD4+ T cells with an IL-2 and IL-4 cytokine production. Even though TSA-1.C4 vaccine alone induced a cytokine response by IFN-γ and IL-10 production, only the TSA-1.C4 vaccine plus BNZ reduced cardiac inflammatory infiltrate compared to infected untreated mice. In conclusion the therapeutic vaccine with a low dose of BNZ prevent cardiac inflammation and provide a balanced Th1/Th2 cytokine immune response in a murine model of acute Chagas disease.

恰加斯病是由原生动物克氏锥虫引起的一种与贫困有关的被忽视的热带病,影响约630万人,主要在美洲。大约30%的克氏锥虫感染发展为慢性心肌病,其中10%的病例最终死于心力衰竭。一线药物苯并硝唑(BNZ)需要长期的治疗方案,并且可能有很高的毒性。在这里,我们评估了一种基于重组Trypomastigote Surface Antigen 1 (TSA-1.C4)蛋白和乳化佐剂E6020的克氏锥虫感染小鼠的治疗性疫苗,并与次优剂量的BNZ联合使用。我们观察到接受TSA-1的小鼠血液中寄生虫负担减轻。单独使用C4疫苗或与低剂量的BNZ联合使用。TSA-1。各实验组接受TSA-1治疗后,cd4特异性IgG和同型水平均升高。C4蛋白处理,证实其免疫原性。用TSA-1治疗小鼠。C4疫苗与BNZ联合使用可减少心脏炎症以及抗原特异性IFN-γ CD4+ T细胞,产生IL-2和IL-4细胞因子。尽管TSA-1。C4疫苗单独诱导IFN-γ和IL-10产生细胞因子反应,只有TSA-1。与未感染的小鼠相比,C4疫苗加BNZ减少了心脏炎症浸润。综上所述,在急性恰加斯病小鼠模型中,低剂量BNZ治疗性疫苗可预防心脏炎症,并提供平衡的Th1/Th2细胞因子免疫反应。
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引用次数: 0
Seroprevalence of mumps and rubella antibodies among Indian children: evidence of a mumps immunity gap. 印度儿童中流行性腮腺炎和风疹抗体的血清流行率:流行性腮腺炎免疫缺口的证据。
IF 3.5 Pub Date : 2026-02-03 DOI: 10.1016/j.vaccine.2026.128291
Huy Quang Quach, Lara I Teodoro, Tamar Ratishvili, Inna G Ovsyannikova, Sara P Jones, Iype Joseph, John B Johnson, M Radhakrishna Pillai, Gregory A Poland, Joshy Jacob, Richard B Kennedy

Mumps and rubella are highly contagious, vaccine-preventable diseases; however, India's National Immunization Program prioritizes rubella while excluding mumps. In this cross-sectional study, we measured mumps- and rubella-specific IgG seroprevalence in 508 children (49.6% female) from Kerala and evaluated demographic associations. Seropositivity was 78.5% (95% CI, 74.8-81.9%) for mumps and 99.4% (95% CI, 98.3-99.8%) for rubella. Mumps IgG titers were significantly higher in females (p = 0.0061) and increased with vaccine doses (p < 0.001), whereas rubella IgG titers showed no such associations (p > 0.05). IgG titers for both mumps (r = -0.13, p = 0.0043) and rubella (r = -0.23, p < 0.001) declined with time since vaccination, indicating waning immunity. The contrast between high rubella and lower mumps immunity likely reflects differences in vaccination prioritization and support the inclusion of mumps-containing vaccines into India's National Immunization Program, ideally through universal adoption of the measles-mumps-rubella (MMR) vaccine.

腮腺炎和风疹是高度传染性、可通过疫苗预防的疾病;然而,印度的国家免疫规划优先考虑风疹,而不包括腮腺炎。在这项横断面研究中,我们测量了喀拉拉邦508名儿童(49.6%为女性)的腮腺炎和风疹特异性IgG血清阳性率,并评估了人口统计学相关性。腮腺炎血清阳性率为78.5% (95% CI, 74.8-81.9%),风疹血清阳性率为99.4% (95% CI, 98.3-99.8%)。女性流行性腮腺炎IgG滴度显著升高(p = 0.0061),且随疫苗剂量增加而升高(p 0.05)。腮腺炎(r = -0.13, p = 0.0043)和风疹(r = -0.23, p
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引用次数: 0
COVID-19 vaccination during or just prior to pregnancy and hypertensive disorders of pregnancy. 妊娠期间或妊娠前接种COVID-19疫苗和妊娠期高血压疾病。
IF 3.5 Pub Date : 2026-02-02 DOI: 10.1016/j.vaccine.2026.128268
Andrea J Sharma, Ashley N Smoots, Sabrina A Madni, Lauren Head Zauche, Ansley Waters, Aliza Machefsky, David K Shay, Cameron Hinrichsen, Jenna Chambless, Kendra Norris, Sarah A Thompson, Tara Johnson, Sascha Ellington, Christine K Olson

Hypertensive disorders of pregnancy (HDP) are leading causes of maternal and fetal morbidity/mortality. To identify potential safety concerns, we evaluated whether COVID-19 vaccination during pregnancy or within 30 days of last menstrual period was associated with self-reported HDP. We also evaluated HDP risk associated with COVID-19 illness during pregnancy. We conducted a matched cohort study using data from the Centers for Disease Control and Prevention's COVID-19 Vaccine Pregnancy Registry (C19VPR; vaccinated) and Pregnancy Risk Assessment Monitoring System (PRAMS; unvaccinated). Participants included nulliparous women with singleton pregnancies ending in livebirth (C19VPR, December 2020-March 2022; PRAMS, 2019-2021). Participants were matched by age group, race/ethnicity, and gestational age at delivery. We estimated relative risk (RR) for self-reported HDP by vaccination status using Poisson regression, adjusting for confounders. We tested for effect modification by vaccine manufacturer and vaccination timing (<20 or ≥ 20 weeks' gestation). Among matched pairs with data on self-reported COVID-19 illness in pregnancy, we estimated risk of HDP by illness status. Of 8030 eligible C19VPR participants, 8024 (99.9%) were matched to a PRAMS participant. Most C19VPR participants delivered in 2021 (98.9%); PRAMS participants delivered predominantly in 2020 (54.5%) and 2019 (17.4%). Adjusted RR for HDP was 1.24 (95% confidence interval [CI]: 1.08, 1.43) among C19VPR versus PRAMS participants. We observed no effect modification. Results of an analysis restricted to matched pairs who delivered in 2021 (n = 2231) were similar. Among matched pairs (n = 4039) with data on COVID-19 illness in pregnancy, adjusted RR for HDP was 1.28 (95%CI: 1.02, 1.60) for those reporting illness compared with no illness. Risk of HDP was higher among COVID-19 vaccinated compared to unvaccinated women; however, the two groups were sampled from different cohorts. Risk was similar to those who reported COVID-19 illness. Given cohort differences, the associations observed cannot be considered causal; updated assessments of HDP risks after illness and vaccination would be useful.

妊娠期高血压疾病(HDP)是导致孕产妇和胎儿发病/死亡的主要原因。为了确定潜在的安全问题,我们评估了在怀孕期间或最后一次月经30天内接种COVID-19疫苗是否与自我报告的HDP相关。我们还评估了妊娠期间与COVID-19疾病相关的HDP风险。我们使用疾病控制和预防中心的COVID-19疫苗妊娠登记(C19VPR,接种疫苗)和妊娠风险评估监测系统(PRAMS,未接种疫苗)的数据进行了一项匹配队列研究。参与者包括以活产结束的单胎妊娠的未生育妇女(C19VPR, 2020年12月- 2022年3月;PRAMS, 2019-2021年)。参与者按年龄组、种族/民族和分娩时的胎龄进行匹配。我们使用泊松回归(Poisson regression)对混杂因素进行校正,通过疫苗接种状态估计自我报告HDP的相对风险(RR)。我们测试了疫苗生产商和接种时间(
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引用次数: 0
Direct comparison of three herpes simplex virus-2 vaccine candidates using peripheral or mucosal routes of vaccination. 三种单纯疱疹病毒-2候选疫苗外周或粘膜接种途径的直接比较
IF 3.5 Pub Date : 2026-02-01 DOI: 10.1016/j.vaccine.2025.128107
Kening Wang, Tristan Jordan, Lui Suzuki-Williams, Jing Qin, David M Knipe, Jeffrey I Cohen

Despite decades of research, no vaccine has been approved for herpes simplex virus-2 (HSV-2). While HSV-2 subunit vaccines have been more extensively studied, various HSV-2 mutants have also been tested. We compared three types of HSV-2 mutant viruses (replication-defective, single-cycle replication, and replication-competent) using five routes of vaccination (intramuscular, subcutaneous at two different sites, intrarectal, or intravaginal) for their ability to protect mice from intravaginal challenge with HSV-2. The replication-competent virus vaccine gave the best protection compared to the other vaccines after intravaginal vaccination of mice resulting in complete prevention of disease, and 90 % of the animals had no detectable shedding after challenge despite very low serum neutralizing titers. The replication-competent virus vaccine was also superior to the other vaccines when given intrarectally, although less effective than when given intravaginally. In contrast, when given subcutaneously in the scruff of the neck, the replication-defective vaccine was more effective than the replication-competent vaccine and the replication-defective vaccine tended to be more effective than the live vaccine when given intramuscularly. The highest levels of serum neutralizing antibody were observed with the replication-defective and single-cycle replication vaccines given intramuscularly. Thus, excellent protection from genital herpes was obtained after intravaginal vaccination with the replication-competent vaccine providing evidence that a replication-competent vaccine given by the natural route of HSV-2 infection is superior to replication-defective or single-cycle replication vaccines to reduce virus infection and spread in the genital mucosa.

尽管经过几十年的研究,还没有一种疫苗被批准用于单纯疱疹病毒2型(HSV-2)。虽然对2型单纯疱疹病毒亚单位疫苗进行了更广泛的研究,但也对各种2型单纯疱疹病毒突变体进行了测试。我们比较了三种类型的HSV-2突变病毒(复制缺陷型、单周期复制型和复制能力型)通过五种接种途径(肌肉注射、两个不同部位皮下注射、直肠内注射或阴道内注射)保护小鼠免受HSV-2阴道内攻击的能力。与其他疫苗相比,在阴道内接种小鼠后,复制能力强的病毒疫苗提供了最好的保护,从而完全预防疾病,90%的动物在攻击后没有可检测到的脱落,尽管血清中和滴度非常低。当直肠内注射时,复制能力病毒疫苗也优于其他疫苗,尽管效果不如阴道内注射。相反,当颈部皮下注射复制缺陷疫苗时,复制缺陷疫苗比复制活性疫苗更有效,当肌肉注射时,复制缺陷疫苗往往比活疫苗更有效。肌肉注射复制缺陷疫苗和单循环复制疫苗时,血清中和抗体水平最高。因此,阴道内接种复制活性疫苗对生殖器疱疹具有良好的保护作用,这证明通过HSV-2感染的自然途径接种的复制活性疫苗在减少病毒在生殖器粘膜中的感染和传播方面优于复制缺陷疫苗或单周期复制疫苗。
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引用次数: 0
SARS-CoV-2 T-cell vaccine VB10.2210 induces broad T-cell responses in a phase 1/2 open-label clinical trial. sars - cov - 2t细胞疫苗VB10.2210在1/2期开放标签临床试验中诱导广泛的t细胞反应
IF 3.5 Pub Date : 2026-02-01 DOI: 10.1016/j.vaccine.2026.128290
Camilla Tøndel, Synne Jenum, Kristian Tonby, Erik Egeland Christensen, Rebecca Jane Cox, Therese Bredholt Onyango, Linda Gail Skeie, Harlan Robins, Mark Klinger, Barb Banbury, Thomas Bello, Edward J Osborne, Marthe Jøntvedt Jørgensen, Stephane Pourpe, Ingvild Sørum Leikfoss, Thomas Jürgens, Hedda Wold, Siri Torhaug, Shokouh Makvandi-Nejad, Diana Edo-Matas, Karoline Schjetne, Agnete Brunsvik Fredriksen, Gunnstein Norheim, Anne Ma Dyrhol-Riise

The repeated emergence of highly transmissive SARS-CoV-2 variants requires a broadly protective vaccine. We developed a T-cell vaccine VB10.2210 that targets SARS-CoV-2 viral antigens to antigen presenting cells comprising 96 validated immunogenic T-cell epitopes covering a global HLA diversity. We report results from a first in human open-label dose-escalation phase 1/2 clinical trial evaluating safety, reactogenicity and immunogenicity of VB10.2210. The study investigated three dose levels (0.3, 1.0 and 3.0 mg), delivered intramuscularly as DNA plasmid by jet injection (NCT05069623), in 34 healthy adults previously vaccinated with mRNA SARS-CoV-2 vaccines. The safety profile was favorable with no observed dose-limiting toxicity. The 3 mg dose elicited the most potent immune response with enhanced breadth and a CD8+ dominated T cell response. T cell responses towards spike protein and de novo responses to non-spike antigens were confirmed by ELISpot. Expansion of VB10.2210 specific T-cell clones was confirmed by TCR sequencing. Further studies are needed to evaluate the clinical benefit of DNA vaccines inducing broad virus specific T-cell immunity in preventing severe COVID-19 or as treatment of patients with persistent infection.

高传染性SARS-CoV-2变体的反复出现需要一种具有广泛保护性的疫苗。我们开发了一种t细胞疫苗VB10.2210,它将SARS-CoV-2病毒抗原靶向抗原提呈细胞,包括96个经过验证的覆盖全球HLA多样性的免疫原性t细胞表位。我们报告了一项首次人类开放标签剂量递增1/2期临床试验的结果,该试验评估了VB10.2210的安全性、反应性和免疫原性。该研究对34名先前接种过mRNA SARS-CoV-2疫苗的健康成年人进行了三种剂量水平(0.3、1.0和3.0 mg)的研究,以DNA质粒的形式通过喷射注射(NCT05069623)肌肉注射。安全性良好,没有观察到剂量限制性毒性。3mg剂量引起了最有效的免疫反应,具有增强的广度和CD8+主导的T细胞反应。通过ELISpot验证T细胞对刺突蛋白的应答和对非刺突抗原的新生应答。通过TCR测序证实了VB10.2210特异性t细胞克隆的扩增。DNA疫苗诱导广泛病毒特异性t细胞免疫在预防重症COVID-19或治疗持续性感染患者方面的临床效益有待进一步研究。
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引用次数: 0
Machine learning-driven identification of serotype-independent pneumococcal vaccine candidates using samples from human infection challenge studies. 使用来自人类感染挑战研究样本的机器学习驱动的血清型独立肺炎球菌候选疫苗鉴定。
IF 3.5 Pub Date : 2026-01-31 DOI: 10.1016/j.vaccine.2026.128280
Katerina S Cheliotis, Patricia Gonzalez-Dias, Esther L German, André N A Gonçalves, Elena Mitsi, Elissavet Nikolaou, Sherin Pojar, Eliane N Miyaji, Rafaella Tostes, Jesús Reiné, Andrea M Collins, Helder I Nakaya, Stephen B Gordon, Ying-Jie Lu, Shaun H Pennington, Andrew J Pollard, Richard Malley, Simon P Jochems, Britta Urban, Carla Solórzano, Daniela M Ferreira

Identifying conserved, immunogenic proteins that confer protection against Streptococcus pneumoniae (pneumococcus) colonization could enable development of serotype-independent vaccines. In our controlled human infection model, no individual IgG or cytokine/chemokine response correlated significantly with protection against colonization with pneumococcus, suggesting that effective immunity reflects a coordinated, multi-antigen response. To capture these complex patterns, we trained independent Random Forest models on humoral and cellular datasets. The humoral model identified IgG responses to PdB, SP1069, and SP0899 as predictive of protection. The cellular model revealed that MCP-1 responses to SP1069 and SP0899, and IL-17A production in response to SP0648-3, were associated with protection. Elevated baseline IFN-γ, RANTES, and anti-protein IgG levels were linked to reduced colonization density. We highlight SP1069 and SP0899 as potential serotype-independent vaccine candidates and demonstrate the utility of machine learning to identify immune correlates of protection.

鉴定保守的、免疫原性的蛋白质,这些蛋白质可以保护人们免受肺炎链球菌(肺炎球菌)的定植,从而开发出血清型无关的疫苗。在我们控制的人类感染模型中,没有个体IgG或细胞因子/趋化因子反应与预防肺炎球菌定植显着相关,这表明有效的免疫反应反映了协调的多抗原反应。为了捕捉这些复杂的模式,我们在体液和细胞数据集上训练了独立的随机森林模型。体液模型鉴定IgG对PdB、SP1069和SP0899的应答可预测保护作用。细胞模型显示,MCP-1对SP1069和SP0899的应答以及IL-17A对SP0648-3的应答与保护作用有关。基线IFN-γ、RANTES和抗蛋白IgG水平升高与定植密度降低有关。我们强调了SP1069和SP0899作为潜在的血清型无关的候选疫苗,并展示了机器学习在识别免疫保护相关因素方面的实用性。
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引用次数: 0
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Vaccine
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