Last data update: Jul 18, 2025. (Total: 49602 publications since 2009)
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Query Trace: Zhou M[original query] |
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U.S. adults with diagnosed diabetes enrolled in Medicare by age and insurance type
Bardenheier BH , Bloom S , Andes LJ , Zhou X , Gravenstein S , Bullard KM . Preventive Med Reports 2025 56 Objective: To compare clinical and socioeconomic characteristics of U.S. Medicare beneficiaries overall and with diagnosed diabetes by age group (18–64 years and ≥65 years) and insurance type (traditional fee-for-service [FFS] vs Medicare Advantage [MA]) and to compare the prevalence of diabetes among beneficiaries by age group and type of insurance. Methods: In this retrospective, cross-sectional study from the U.S. Medicare Current Beneficiary Survey (MCBS), we combined data from 2017 to 2022 and conducted an unadjusted, pooled analysis of administrative and survey data, weighted to represent U.S. Medicare beneficiaries. We used logistic regression to assess difference by insurance type in care satisfaction. Results: Beneficiaries more likely to enroll in MA than FFS were the same groups at high risk of diabetes, including non-Hispanic Black (18–64: 21.2 % vs 15.9 %; ≥65: 11.4 % vs 6.5 %) and Hispanic (18–64: 14.4 % vs 8.9 %; ≥65: 11.0 % vs 5.4 %) populations, those with less than a high school education (≥65: 16.4 % vs 9.2 %) or annual income <$25,000 (18–64: 69.0 % vs 64.0 %; ≥65: 34.5 % vs 21.6 %), and full dual-eligible beneficiaries (≥65: 10.5 % vs 6.1 %). Beneficiaries with diabetes enrolled in MA did not differ from those enrolled in FFS in diabetes self-management or satisfaction with healthcare. Conclusions: Subgroups of people at highest risk of diabetes were more likely to enroll in MA. Our findings support studies reporting that people with diabetes self-select into MA, and their lack of difference in satisfaction between FFS and MA may support studies that report MA is no less effective than FFS in diabetes care. © 2025 The Authors |
Parental reasons for non-receipt of influenza vaccination among children 6 months-17 years and changes over time, 2015-2024
Kahn KE , Santibanez TA , Jain A , Zhou T , Black CL . Vaccine 2025 61 127415 BACKGROUND: Understanding parental reasons for not having their child receive an influenza vaccination and how reasons have changed over time can help immunization programs and providers tailor interventions to increase uptake of influenza vaccine among children. The objectives of this study were to estimate the percentage of children 6 months-17 years with a parent who reported selected reasons for non-receipt of influenza vaccination (or "non-vaccination") during 2015-2024, assess whether there has been an increase or decrease in the reporting of each reason for non-vaccination, particularly pre versus post COVID-19 pandemic, and if reasons for non-vaccination differ by sociodemographic characteristics. METHODS: National Immunization Survey-Flu (NIS-Flu) parentally reported data for the 2015-16, 2016-17, 2019-20, 2022-23, and 2023-24 seasons were analyzed. Percentages of children not vaccinated against influenza whose parent reported each reason for non-vaccination, overall, by state, and by sociodemographic characteristics were calculated. Tests of association between sociodemographic characteristics and across seasons were conducted for each reason for non-vaccination using t-tests. RESULTS: The most commonly reported reasons for non-receipt of influenza vaccination across all seasons studied were: belief their child is unlikely to get very sick from influenza, concern about side effects/safety, and belief influenza vaccines do not work very well (48.2 %, 43.3 %, and 37.0 %, respectively, in 2023-24). Parental reporting of thinking their child is unlikely to get very sick from influenza increased more than other reasons for non-vaccination since the COVID-19 pandemic. Across all seasons studied, very few reported access-related reasons. Reasons for non-vaccination varied by state and by demographic characteristics. CONCLUSIONS: This study suggests that concern about influenza has decreased since the COVID-19 pandemic. A strong provider recommendation for influenza vaccination, including information about the safety of the vaccine and seriousness of influenza, could help increase influenza vaccination coverage among children. |
Genetic characterization of Plasmodium vivax linked to autochthonous malaria transmission in the US (2023) using Illumina AmpliSeq technology: a genetic epidemiology study
Barratt JLN , Jacobson D , Pierre-Louis E , Bajic M , Kelley J , Patel DS , Goldman I , Zhou Z , Shi YP , Ridpath A , Mace K , Carlson C , Sutcliffe A , Butler Q , Morrison A , Stanek D , Tomson K , Blackmore C , Cannons A , Rollo S , Wang C , Tuladhar R , Clemons B , Madison-Antenucci S , Mergen K , White J , Antwi M , Rothfeldt L , Lazenby K , Hedges S , Shray JN , Courtney A , Boyanton B , Qvarnstrom Y , Freeman M , Raphael BH . Lancet Reg Health - Am 2025 48 Background: Malaria is a mosquito borne disease caused by parasites of the genus Plasmodium. In 2023, the United States (US) experienced nine cases of autochthonous Plasmodium vivax malaria transmission; seven in Florida, one in Texas, and another in Arkansas. These were the first autochthonous cases since 2003 when a cluster was identified in Florida. The aim of this study was to genetically characterize the implicated P. vivax isolates in order to complement epidemiologic investigations of these cases. Methods: A custom Illumina AmpliSeq sequencing panel capturing 495 amplicons was designed. This panel was used to ascertain whether these 2023 cases were related, and assess if they were associated with a single or separate introduction events. Sequence data were hierarchically clustered and a Naïve Bayes classification approach was used to assign genotypes to a probable geographic origin based on 113 ‘geo-informative’ SNPs captured by the panel. Genotypes associated with the 2023 Arkansas, Texas, and Florida cases were clustered alongside those sequenced from archived blood samples from the 2003 Florida case-patients, a set of reference strains, and other travel-associated specimens. Microsatellite analysis was performed on a subset of samples from these autochthonous cases to complement the AmpliSeq analysis. Findings: The 2023 autochthonous Florida cases were genetically linked as were the 2003 Florida cases. The 2023 and 2003 Florida clusters were genetically distinct, and the two Florida clusters were distinct from the 2023 Texas and Arkansas cases, which were also distinct from each other. These genotypes classified to the Central or South American region using the Naïve Bayes classifier, including those from the 2003 cluster. Interpretation: These data support that at least three distinct P. vivax introduction events in the US in 2023, involving parasites possessing genetic signatures consistent with Central or South America. Funding: This work was supported by the National Center for Emerging and Zoonotic Infectious Diseases at the US Centers for Disease Control and Prevention. © 2025 |
Characterization of Dried Blood Spot Quality Control Materials for Lysosomal Enzyme Activity Assays Using Digital Microfluidic Fluorometry to Detect Lysosomal Storage Disorders in Newborns
Dantonio P , Klug T , Yazdanpanah G , Haynes C , Zhou H , Hopkins P , Vogt R , Lee R , Cuthbert C , Petritis K . Int J Neonatal Screen 2025 11 (2) Newborn bloodspot screening for one or more lysosomal storage disorders (NBS-LSD) is currently performed by many public health NBS laboratories globally. The screening tests measure activities of selected lysosomal enzymes on dried blood spot (DBS) specimens collected from newborns by the heel stick method Because these assays measure enzyme activity, the quantitative results are dependent on the particular analytical method. DBS quality control (DBS QC) materials with assay-specific certified values that span the relevant range from typical to LSD-affected newborns are an important component of quality assurance in NBS laboratories. The Newborn Screening Quality Assurance Program (NSQAP) at the U.S. Centers for Disease Control and Prevention (CDC) provides public health NBS laboratories with DBS QC sets for NBS-LSD comprising four admixtures of pooled umbilical cord blood and a base pool made from leukodepleted peripheral blood and heat-inactivated serum. To evaluate the suitability of these materials for use with digital microfluidics fluorometry (DMF) assays which can currently measure the activity of four enzymes (acid α-galactosidase (GLA); acid β-glucocerebrosidase (GBA); acid α-glucosidase (GAA); and iduronidase (IDUA)), CDC collaborated with the Newborn Screening Unit at the Missouri State Public Health Laboratory (MSPHL). Using MSPHL criteria, we found that the certified results from each of two DBS QC lots collectively spanned the range from typical (screen negative) to enzyme deficient (screen positive) newborn DBS levels for each of the four lysosomal enzymes measured. The range included borderline results that would require repeat screening of the newborn under the MSPHL protocol. We conclude that these DBS QC preparations are suitable for use as external quality control materials for DMF assays used to detect LSDs in newborns. |
Plasmodium falciparum multidrug resistance 1 gene polymorphisms associated with outcomes after anti-malarial treatment
Laird VR , Plucinski MM , Venkatesan M , Rondini KA , Randrianarivelojosia M , Andriamananjara MN , Moonga H , Ishengoma DS , Chidimatembue A , Dimbu PR , Adeothy AL , Beavogui AH , Kariuki S , Nsobya SL , Uwimana A , Kahunu GM , Assefa A , Koita OA , Lucchi NW , Souza SSS , Zhou Z , Moriarty LF , Halsey ES . Malar J 2025 24 (1) 186 ![]() BACKGROUND: Plasmodium falciparum multidrug resistance transporter 1 (Pfmdr1) gene mutations are associated with altered response to artemisinin-based combination therapy (ACT), particularly the combinations containing the partner drugs lumefantrine and amodiaquine (i.e., artemether-lumefantrine [AL] and artesunate-amodiaquine [ASAQ]). Past studies of Pfmdr1 single nucleotide polymorphisms (SNPs) at codons 86, 184, and 1246 have shown different responses to AL and ASAQ. METHODS: To determine whether infection with parasites carrying specific Pfmdr1 SNPs leads to increased risk of recurrent parasitaemia (recrudescent or new infection), data from 3,915 samples from 16 therapeutic efficacy studies from 13 African countries between 2013 and 2019 were analysed. RESULTS: Patients treated with AL and infected with parasites carrying Pfmdr1 N86 were at greater risk of recurrent infection than those whose parasites carried 86Y. After treatment with ASAQ, individuals infected with parasites that carried Pfmdr1 86Y were more likely to experience a recurrent infection. CONCLUSIONS: These results support prior studies that suggested: (1) patients given AL and infected with parasites carrying N86 were more likely to experience a recurrent infection; (2) patients given ASAQ and infected with parasites carrying 86Y were more likely to experience a recurrent infection. These findings suggest that ACT and Pfmdr1 genotype may influence outcome after Plasmodium falciparum infection. |
National trends in per-capita medical expenditures among U.S. adults with diabetes, 2000-2022
Tang S , Wang Y , Zhou X , Zhang P . Diabetes Res Clin Pract 2025 112154 AIMS: To examine the national trend in per-capita medical expenditures among U.S. adults with diabetes from 2000 to 2022. METHODS: We analyzed data from the Medical Expenditure Panel Survey in U.S. adults aged ≥18 years with self-reported diabetes. We calculated the expenditure in total and by component, including outpatient services, inpatient services, emergency room (ER) visits, prescription drugs, and other medical services. We used joinpoint regression to identify changes in trends. RESULTS: Estimated total per-capita expenditure increased 66 %, from $9,700 (95 % CI $8,736-$10,663) in 2000 to $16,067 (95 % CI $15,049-$17,086) in 2022. Specifically, spending on prescription drugs, outpatient, ER, and other medical services increased by 144 %, 96 %, 122 %, and 135 %, respectively, while inpatient spending decreased by 28 %. Two significant upward trend periods (2000-2004 and 2011-2018) were identified for total expenditure. Spending trends by component varied, with an accelerated increase in prescription drug spending after 2012; by 2022, prescription drugs accounted for the largest share (39 %) of total expenditures. CONCLUSIONS: The economic burden of diabetes on the national health care system has been increasing, with spending changes varying by medical service category. Interventions to prevent diabetes and its complications may help mitigate this growing economic burden. |
Computer vision and tactile glove: A multimodal model in lifting task risk assessment
Chen H , Liu P , Zhou G , Lu ML , Yu D . Appl Ergon 2025 127 104513 ![]() Work-related injuries from overexertion, particularly lifting, are a major concern in occupational safety. Traditional assessment tools, such as the Revised NIOSH Lifting Equation (RNLE), require significant training and practice for deployment. This study presents an approach that integrates tactile gloves with computer vision (CV) to enhance the assessment of lifting-related injury risks, addressing the limitations of existing single-modality methods. Thirty-one participants performed 2747 lifting tasks across three lifting risk categories (LI < 1, 1 ≤ LI ≤ 2, LI > 2). Features including hand pressure measured by tactile gloves during each lift and 3D body poses estimated using CV algorithms from video recordings were combined and used to develop prediction models. The Convolutional Neural Network (CNN) model achieved an overall accuracy of 89 % in predicting the three lifting risk categories. The results highlight the potential for a real-time, non-intrusive risk assessment tool to assist ergonomic practitioners in mitigating musculoskeletal injury risks in workplace environments. |
Predicted heart age and life's essential 8 among U.S. Adults: Nhanes 2015-March 2020: Running title: Life's essential 8 and heart age
Yang Q , Zhou W , Tong X , Zhang Z , Merritt RK . Am J Prev Med 2025 68 (1) 98-106 INTRODUCTION: This study examined the association between American Heart Association's (AHA) cardiovascular health (CVH) metrics, Life's Essential 8 (LE8), and predicted heart age among U.S. adults. METHODS: The sample comprised 7,075 participants aged 30-74 years without CVD and/or stroke from the National Health and Nutrition Examination Survey (NHANES) 2015-March 2020. LE8 was measured according to AHA's metrics (overall score ranging from 0 to 100 points), and nonlaboratory-based Framingham Risk Score was used to estimate predicted heart age. Analyses were completed in June 2024. RESULTS: Median LE8 scores were 62.8 for men and 66.0 for women. Over 80% of participants had less than optimal CVH scores, affecting 141.5 million people and 1-in-6 participants had a low CVH score, impacting 30.0 million people. Mean predicted heart age and excess heart age (EHA, difference between actual and predicted heart age) were 56.6 (95% CI 56.1-57.1) and 8.6 (8.1-9.1) years for men and 54.0 (53.4-54.7) and 5.9 (5.2-6.5) years for women. Participants in the low CVH group (scores<50), had an EHA that was 20.7 years higher than those in the high CVH group (score 80-100). Compared to the high CVH group, participants in low CVH group had 15 times (for men) and 44 times (for women) higher risk of having EHA ≥10 years. The pattern of differences in predicted heart age, EHA, and prevalence of EHA ≥10 years by LE8 groups remained largely consistent across subpopulations. CONCLUSIONS: These findings highlight the importance of maintaining a healthy lifestyle to improve cardiovascular health and reduce excess heart age. |
Disparities in cardiovascular disease prevalence by race and ethnicity, socioeconomic status, urbanicity, and social determinants of health among Medicare beneficiaries with diabetes
Zhou X , Park J , Rolka DB , Holliday C , Choi D , Zhang P . Prev Chronic Dis 2025 22 E09 INTRODUCTION: The association between various disparity factors and cardiovascular disease (CVD) prevalence among older US adults with diabetes has not been comprehensively explored. We examined disparities in CVD prevalence among Medicare beneficiaries with diabetes. METHODS: Data were from the 2015-2019 Medicare Current Beneficiary Survey. Diabetes and CVD conditions - myocardial infarction (MI), stroke, and heart failure - were self-reported. We estimated the adjusted prevalence ratios (APRs) of CVD by race and ethnicity, education, income-to-poverty ratio (IPR), urbanicity, food insecurity, and social vulnerability using logistic regressions that controlled for these factors as well as age and sex. RESULTS: Annually, an estimated 9.2 million Medicare beneficiaries aged 65 years or older had diabetes. Among them, 16.7% had MI, 13.7% had stroke, and 12.5% had heart failure. Beneficiaries who were food insecure, socially vulnerable, with an IPR less than or equal to 135%, and residing in rural areas had a higher crude CVD prevalence. After controlling for other factors, low IPR and food insecurity were linked to a higher prevalence of CVD. Hispanic beneficiaries had lower stroke and heart failure prevalence than non-Hispanic (NH) White and NH Black beneficiaries. NH Black beneficiaries had lower MI prevalence but higher heart failure prevalence compared with NH White beneficiaries. Female respondents with an IPR less than or equal to 135% had higher MI and stroke prevalence; this was not seen in male respondents. CONCLUSION: Low IPR and food insecurity were associated with higher MI, stroke, and heart failure prevalence among Medicare beneficiaries with diabetes. Our findings can inform targeted interventions to reduce CVD disparities in these populations. |
Improving battery design for electromagnetic compatibility: A magnetic field cancellation method
Zhang Y , Zhou C , Carr J , Srednicki JR . IEEE Trans Electromagn Compat 2025 67 (1) 51-59 With the increasing demand of power and energy, more and more cells are packed into battery modules. Consequently, the electromagnetic (EM) emissions from batteries also intensify. These emissions have been observed to interfere with nearby electronic safety and health devices, causing malfunctions. While conventional methods, such as shielding, filtering, and distance separation, are commonly used to mitigate the interference issue, each has its own limitations and may not be applicable in all situations. On the other hand, magnetic field cancellation methods found in certain applications offer distinct advantages in addressing challenging magnetic field shielding or compensation issues. In this article, we introduce a novel approach to mitigate EM emissions from batteries consisting of common cylindrical form cells. The new approach leverages the coherent nature of battery cell currents when powering external load and the paired structure present in the battery pack, and then rearranges the cells so that the magnetic fields of the loops of paired cells are canceling one another. We demonstrate the validity of our approach in addressing the EM interference issue that exists in an electronic device currently used in underground coal mines. The results show a significant reduction in EM emission from the battery, highlighting the effectiveness of our approach in real applications. U.S. Government work not protected by U.S. copyright. |
Salmonella serotypes in the genomic era: simplified Salmonella serotype interpretation from DNA sequence data
Deng X , Li S , Xu T , Zhou Z , Moore MM , Timme R , Zhao S , Lane C , Dinsmore BA , Weill F , Fields PI . Appl Environ Microbiol 2025 e0260024 ![]() ![]() In the era of genomic characterization of strains for public health microbiology, whole genome sequencing (WGS)-enabled subtyping of Salmonella provides superior discrimination of strains compared to traditional methods such as serotyping. Nonetheless, serotypes are still very useful; they maintain historical continuity and facilitate clear communication. Genetic determination of serotypes from WGS data is now routine. Genetic determination of rarer serotypes can be problematic due to a lack of sequences for rare antigen types and alleles, a lack of understanding of the genetic basis for some antigens, or some inconsistencies in the White-Kauffmann-Le Minor (WKL) Scheme for Salmonella serotype designation. Here, we present a simplified interpretation of serotypes to address the shortcomings of genetic methods, which will allow the streamlined integration of serotype determination into the WGS workflow. The simplification represents a consensus perspective among major U.S. public health agencies and serves as a WGS-oriented interpretation of the WKL Scheme. We also present SeqSero2S, a bioinformatics tool for WGS-based serotype prediction using the simplified interpretation.IMPORTANCEThe utility of Salmonella serotyping has evolved from a primary subtyping method, where the need for strain discrimination justified its complexity, to a supplemental subtyping scheme and nomenclature convention, where clarity and simplicity in communication have become important for its continued use. Compared to phenotypic methods like serotyping, whole genome sequencing (WGS)-based subtyping methods excel in recognizing natural populations, which avoids grouping together strains from different genetic backgrounds or splitting genetically related strains into different groups. This simplified interpretation of serotypes addresses a shortcoming of the original scheme by combining some serotypes that are known to be genetically related. Our simplified interpretation of the White-Kauffmann-Le Minor (WKL) Scheme facilitates a complete and smooth transition of serotyping's role, especially from the public health perspective that has been shaped by the routine use of WGS. |
Association of symptoms and viral culture positivity for SARS-CoV-2-Tennessee, April-July 2020
Biddle JE , Bonenfant G , Grijalva CG , Zhu Y , Halasa NB , Chappell JD , Mellis A , Reed C , Talbot HK , Zhou B , Rolfes MA . Influenza Other Respir Viruses 2024 18 (6) e13318 ![]() BACKGROUND: Understanding how symptoms are associated with SARS-CoV-2 culture positivity is important for isolation and transmission control guidelines. METHODS: Individuals acutely infected with SARS-CoV-2 in Tennessee and their household contacts were recruited into a prospective study. All participants self-collected nasal swabs daily for 14 days and completed symptom diaries from the day of illness onset through day 14 postenrollment. Nasal specimens were tested for SARS-CoV-2 using RT-qPCR. Positive specimens with cycle threshold values < 40 were sent to the Centers for Disease Control and Prevention (CDC) for viral culture. First, we modeled the association between symptoms and the risk of culture positivity using an age-adjusted generalized additive model (GAM) accounting for repeated measurements within participants and a symptom-day spline. Next, we investigated how timing of symptom resolution was associated with the timing of culture resolution. RESULTS: In a GAM restricted to follow-up days after symptoms began, the odds of a specimen being culture positive was significantly increased on days when wheezing, loss of taste or smell, runny nose, nasal congestion, sore throat, fever, or any symptom were reported. For all symptoms except sore throat, it was more common for participants to have culture resolution before symptom resolution than for culture to resolve after or on the same day as symptom resolution. CONCLUSIONS: Overall, symptomatic individuals were more likely to be SARS-CoV-2 viral culture positive. For most symptoms, culture positivity was more likely to end before symptoms resolved. However, a proportion of individuals remained culture positive after symptom resolved, across all symptoms. |
Comorbidity among adults with epilepsy - United States, 2021-2022
Zhou Y , Kobau R , Pastula DM , Greenlund KJ . Prev Chronic Dis 2024 21 E100 While it is known that epilepsy often co-occurs with psychiatric disorders, few studies have examined nonpsychiatric comorbidity. We analyzed 2021 and 2022 National Health Interview Survey Sample Adult data. Compared with adults with no epilepsy, the 1.2% of US adults (about 3.0 million) with active epilepsy had a higher prevalence of nearly all 21 conditions examined and were more likely to have 4 or more co-occurring chronic conditions. Health care and social service providers can promote healthy behaviors and preventive screening for common comorbidities, improve access to care, and refer people with epilepsy to evidence-based self-management programs. |
Effect of a spatial repellent on malaria incidence in an area of western Kenya characterised by high malaria transmission, insecticide resistance, and universal coverage of insecticide treated nets (part of the AEGIS Consortium): a cluster-randomised, controlled trial
Ochomo EO , Gimnig JE , Awori Q , Abong'o B , Oria P , Ashitiba NK , Polo B , Moshi V , Otanga H , Adung'o F , Ouma EA , Outa S , Ramaita E , Levine R , Odongo W , Harvey SA , Monroe A , Hudson A , Sandberg B , Hendrickson J , Zhao X , Zhou R , Liu F , Achee NL , Grieco JP . Lancet 2024 BACKGROUND: Spatial repellent products are used for prevention of insect bites, and a body of evidence exists on spatial repellent entomological efficacy. A new option for vector control, spatial repellent products are designed to release active ingredient into the air for disruption of human-vector contact thereby reducing human exposure to mosquito-borne pathogens. Clinical trials have shown spatial repellent epidemiological efficacy against Aedes-borne viruses but inconclusive outcomes against malaria. We aimed to show and quantify the protective efficacy of spatial repellents in reducing malaria infection incidence in Busia County, Kenya. METHODS: A prospective, cluster-randomised, controlled trial in Busia County, western Kenya was done to quantify the efficacy of a transfluthrin-based spatial repellent against human malaria infection following mass distribution of insecticide treated nets. Investigators, staff, and study participants were masked to cluster allocation. Infection incidence was measured by microscopy in children aged 6 months to younger than 10 years during a 4-month baseline (March-July 2021) and 24-month follow-up period with intervention (October, 2021-October, 2023). From 58 clusters (29 intervention, 29 placebo), a total of 1526 and 1546 participants from two consecutive, 12-month cohorts were assessed for first-time malaria infection (primary endpoint) by survival analysis at interim and end-of-trial timepoints, respectively. This trial is registered with ClinicalTrials.gov, NCT04766879 and is complete. FINDINGS: The outcome of the primary endpoint indicated that spatial repellents significantly reduced the hazard rate of first-time malaria infection by 33·4% (95% CI 11·1-50·1; p=0·0058) and the hazard rate of overall new malaria infections by 32·1% (15·9-45·2; p=0·0004). No reported adverse events and serious adverse events were deemed to be associated with the spatial repellent. INTERPRETATION: Our trial provides the first evidence of a demonstrative spatial repellent protective efficacy in reducing risk of malaria infection in an African setting characterised by high malaria transmission, pyrethroid resistant malaria vectors, and high coverage of insecticide treated nets. Results support spatial repellent products as a beneficial component of malaria prevention. FUNDING: This study was funded by Unitaid to the University of Notre Dame. |
An influenza mRNA vaccine protects ferrets from lethal infection with highly pathogenic avian influenza A(H5N1) virus
Hatta M , Hatta Y , Choi A , Hossain J , Feng C , Keller MW , Ritter JM , Huang Y , Fang E , Pusch EA , Rowe T , De La Cruz JA , Johnson MC , Liddell J , Jiang N , Stadlbauer D , Liu L , Bhattacharjee AK , Rouse JR , Currier M , Wang L , Levine MZ , Kirby MK , Steel J , Di H , Barnes JR , Henry C , Davis CT , Nachbagauer R , Wentworth DE , Zhou B . Sci Transl Med 2024 16 (778) eads1273 ![]() The global spread of the highly pathogenic avian influenza (HPAI) A(H5N1) virus poses a serious pandemic threat, necessitating the swift development of effective vaccines. The success of messenger RNA (mRNA) vaccine technology in the COVID-19 pandemic, marked by its rapid development and scalability, demonstrates its potential for addressing other infectious threats, such as HPAI A(H5N1). We therefore evaluated mRNA vaccine candidates targeting panzootic influenza A(H5) clade 2.3.4.4b viruses, which have been shown to infect a range of mammalian species, including most recently being detected in dairy cattle. Ferrets were immunized with mRNA vaccines encoding either hemagglutinin alone or hemagglutinin and neuraminidase, derived from a 2.3.4.4b prototype vaccine virus recommended by the World Health Organization. Kinetics of the immune responses, as well as protection against a lethal challenge dose of A(H5N1) virus, were assessed. Two doses of mRNA vaccination elicited robust neutralizing antibody titers against a 2022 avian isolate and a 2024 human isolate. Further, mRNA vaccination conferred protection from lethal challenge, whereas all unvaccinated ferrets succumbed to infection. It also reduced viral titers in the upper and lower respiratory tracts of infected ferrets. These results underscore the effectiveness of mRNA vaccines against HPAI A(H5N1), showcasing their potential as a vaccine platform for future influenza pandemics. |
Herpes zoster vaccination among Medicare beneficiaries with and without prescription drug coverage
Tsai Y , Leung J , Anderson TC , Zhou F , Singleton JA . Vaccine 2024 43 126537 INTRODUCTION: The Inflation Reduction Act (IRA) eliminated cost sharing for Medicare Part D-covered vaccines but did not address the cost burden faced by Medicare beneficiaries who did not have prescription drug coverage. This study aimed to determine the characteristics of beneficiaries without prescription drug coverage and to assess the association between the receipt of a herpes zoster vaccine and prescription drug coverage status. METHODS: We used the 2019-2023 National Health Interview Survey and included Medicare beneficiaries aged 65 years and older who enrolled in both Parts A and B or a Medicare Advantage plan. Descriptive statistics were used to examine beneficiaries' characteristics. Logistic regressions were used to examine the associations between the receipt of a herpes zoster vaccine and Medicare prescription drug coverage. RESULTS: The study included 33,578 beneficiaries and 93.5 % of beneficiaries had prescription drug coverage. The prevalence of lacking prescription drug coverage was higher among beneficiaries who did not have a college degree, had family income below the poverty level, had no flu shot and well visit within the past year, and had no usual place for care. The probability of receiving a herpes zoster vaccine was higher among beneficiaries with prescription drug coverage than those without prescription coverage (45.2 % versus 25.3 %). CONCLUSIONS: Herpes zoster vaccination disparities between beneficiaries with and without prescription drug coverage existed before the IRA. Because the IRA only addresses the cost barrier facing by beneficiaries with prescription drug coverage, vaccination disparities was greater after the IRA implementation. |
Laboratory-confirmed influenza hospitalizations during pregnancy or the early postpartum period - Suzhou City, Jiangsu Province, China, 2018-2023
Sun J , Zhang Y , Zhou S , Song Y , Zhang S , Zhu J , Zhu Z , Wang R , Chen H , Chen L , Yang H , Zhang J , Azziz-Baumgartner E , Schluter WW . MMWR Morb Mortal Wkly Rep 2024 73 (43) 958-964 Pregnancy is associated with increased risk for severe illness and complications associated with influenza infection. Insufficient knowledge about the risk for influenza among pregnant women and their health care providers in China is an important barrier to increasing influenza vaccination coverage and treating influenza and its complications among pregnant women. Improved influenza incidence estimates might promote wider vaccine acceptance and higher vaccination coverage. In Suzhou, active population-based surveillance during October 2018-September 2023 estimated that the annual rate of hospitalization for acute respiratory or febrile illness (ARFI) among women who were pregnant or <2 weeks postpartum was 11.1 per 1,000 live births; the annual rate of laboratory-confirmed influenza-associated ARFI (influenza ARFI) hospitalization in this group was 2.1 per 1,000 live births. A majority of hospitalized pregnant or early postpartum patients with ARFI (82.6%; 2,588 of 3,133) or influenza ARFI (85.5%; 423 of 495) were admitted to obstetrics wards rather than respiratory medicine wards. Only one (0.03%) pregnant or postpartum ARFI patient had received influenza vaccination, and 31.3% of pregnant or postpartum women hospitalized for influenza ARFI received antiviral treatment; the lowest percentage of hospitalized women with influenza ARFI who received antiviral treatment was among women admitted to obstetrics and gynecology wards (29.6% and 23.1%, respectively), compared with 54.1% of those admitted to a respiratory medicine ward. These findings highlight the risk for influenza and its associated complications among pregnant and postpartum women, the low rates of influenza vaccination among pregnant women, and of antiviral treatment of women with ARFI admitted to obstetrics and gynecology wards. Increasing awareness of the prevalence of influenza ARFI among pregnant women, the use of empiric antiviral treatment for ARFI, and the infection control in obstetrics wards during influenza seasons might help reduce influenza-associated morbidity among pregnant and postpartum women. |
Blood pressure cuff sizes for pregnant women in the United States: Findings from the National Health and Nutrition Examination Survey
Shahi S , Streeter TE , Wall HK , Zhou W , Kuklina EV , Jackson SL . Am J Hypertens 2024 BACKGROUND: The use of correctly-sized blood pressure (BP) cuffs is important to ensure accurate measurement and effective management of hypertension. The goals of this study were to determine the proportions of pregnant women that would require small, adult, large, and extra-large (XL) cuff sizes, and to examine the demographic characteristics associated with need for a large or XL cuff. METHODS: This cross-sectional study analyzed 1,176 pregnant women (≥18 years) included in the National Health and Nutrition Examination Survey (NHANES) 1999-2006 cycles. Recommended BP cuff sizes, based on American Heart Association recommendations, were categorized by mid-arm circumference: small adult (≤26 cm), adult (>26 to ≤34 cm), large (>34 to ≤44 cm), and extra-large (XL) (>44 cm). RESULTS: Among US pregnant women, recommended cuff sizes were: 17.9% small adult, 57.0% adult, and 25.1% for large or XL. About 38.5% of non-Hispanic Black, 21.6% of Mexican American and 21.0% of non-Hispanic White pregnant women required a large or XL cuff. About 81.8% of women in the highest quartile for BMI required large or XL cuffs, which was significantly higher than women in other quartiles. CONCLUSION: Roughly one out of every four pregnant women required large or XL BP cuffs. The requirement for large or XL cuffs was highest among non-Hispanic Black women and women with the highest BMI. For pregnant women, measuring the arm circumference and selecting an appropriately-sized cuff is important to facilitate accurate blood pressure monitoring and hypertension management. |
Impact of self-contained breathing apparatus (SCBA) weights on firefighter's kinematics during simulated firefighter tasks
Xu S , Jones R , Ratnakumar N , Akbas K , Powell J , Zhuang Z , Zhou X . Appl Hum Factors Ergon Conf 2024 131 142-149 Firefighters face a multitude of hazards in their line of duty, with overexertion being one of the foremost causes of injuries or fatalities. This high risk is often exacerbated by the burden of carrying a heavy self-contained breathing apparatus (SCBA). This study aims to explore the impact of SCBA weight on firefighters' musculoskeletal joint movements. Six firefighters participated in this study, performing four simulated firefighting tasks under three different SCBA weight conditions. A hybrid inverse kinematics approach was employed to analyze the kinematic data from two participants. The results revealed a notable decrease in lumbar range of motion (ROM) as the weight increased, particularly noticeable during hose advancement and stair climbing tasks. Conversely, an increase in hip ROM during stair climbing was observed, suggesting a compensatory response to reduced spinal flexibility. These findings underscore the critical need to understand the implications of turnout gear and SCBA weight to enhance firefighter performance and reduce the risk of injury. |
Seroprevalence and risk factors for toxoplasma gondii infection in women of reproductive age in Nigeria in 2018
Blackburn D , Mba N , Nwachukwu W , Zhou H , Hill A , Abbott A , Parameswaran N , Awala S , Greby S , Alagi M , Iriemenam NC , Okoye MI , Swaminathan M , Priest JW , Martin D , Straily A , Ihekweazu C . Am J Trop Med Hyg 2024 Congenital transmission of Toxoplasma gondii can occur when a woman becomes infected for the first time during or just before pregnancy. Toxoplasma gondii in the fetus can lead to miscarriage, stillbirth, ocular or neurological abnormalities at birth, or progressive visual, hearing, motor, and cognitive deficiencies. The national seroprevalence of T. gondii infection in Nigeria was previously unknown. The 2018 Nigeria HIV/AIDS Indicator and Impact Survey collected demographic, socioeconomic, and HIV-related data and stored blood specimens with consent for future analysis for other pathogens of public health importance. We evaluated toxoplasmosis seropositivity and risk factors in a sample of 44,269 women of reproductive age (WRA) between 15 and 44 years. The national T. gondii seroprevalence among WRA was 26.8% (95% CI: 25.8-27.7%). We found that WRA from all 36 states and the Federal Capital Territory had T. gondii exposure. Seroprevalence was higher in 25- to 44-year-olds than in 15- to 24-year-olds. A similar proportion of pregnant and nonpregnant women were seropositive. Increased odds of seropositivity were associated with unimproved toilet facilities and drinking water sources, being in a higher wealth quintile, and primary and secondary education compared with no education. Decreased odds of seropositivity were associated with living in an urban area and owning livestock. This study provides the first-ever national seroprevalence estimate for WRA in Nigeria. Although information on known risk factors for toxoplasmosis (e.g., consumption of undercooked meat, cat ownership) was not collected, future studies could further investigate potential risk factors to inform the development of effective toxoplasmosis prevention measures. |
Evaluating analytic models for individually randomized group treatment trials with complex clustering in nested and crossed designs
Moyer JC , Li F , Cook AJ , Heagerty PJ , Pals SL , Turner EL , Wang R , Zhou Y , Yu Q , Wang X , Murray DM . Stat Med 2024 ![]() Many individually randomized group treatment (IRGT) trials randomly assign individuals to study arms but deliver treatments via shared agents, such as therapists, surgeons, or trainers. Post-randomization interactions induce correlations in outcome measures between participants sharing the same agent. Agents can be nested in or crossed with trial arm, and participants may interact with a single agent or with multiple agents. These complications have led to ambiguity in choice of models but there have been no systematic efforts to identify appropriate analytic models for these study designs. To address this gap, we undertook a simulation study to examine the performance of candidate analytic models in the presence of complex clustering arising from multiple membership, single membership, and single agent settings, in both nested and crossed designs and for a continuous outcome. With nested designs, substantial type I error rate inflation was observed when analytic models did not account for multiple membership and when analytic model weights characterizing the association with multiple agents did not match the data generating mechanism. Conversely, analytic models for crossed designs generally maintained nominal type I error rates unless there was notable imbalance in the number of participants that interact with each agent. |
Health and economic benefits of routine childhood immunizations in the era of the vaccines for children program - United States, 1994-2023
Zhou F , Jatlaoui TC , Leidner AJ , Carter RJ , Dong X , Santoli JM , Stokley S , Daskalakis DC , Peacock G . MMWR Morb Mortal Wkly Rep 2024 73 (31) 682-685 Since 1994, the U.S. Vaccines for Children (VFC) program has covered the cost of vaccines for children whose families might not otherwise be able to afford vaccines. This report assessed and quantified the health benefits and economic impact of routine U.S. childhood immunizations among both VFC-eligible and non-VFC-eligible children born during 1994-2023. Diphtheria and tetanus toxoids and acellular pertussis vaccine; Haemophilus influenzae type b conjugate vaccine; oral and inactivated poliovirus vaccines; measles, mumps, and rubella vaccine; hepatitis B vaccine; varicella vaccine; pneumococcal conjugate vaccine; hepatitis A vaccine; and rotavirus vaccine were included. Averted illnesses and deaths and associated costs over the lifetimes of 30 annual cohorts of children born during 1994-2023 were estimated using established economic models. Net savings were calculated from the payer and societal perspectives. Among approximately 117 million children born during 1994-2023, routine childhood vaccinations will have prevented approximately 508 million lifetime cases of illness, 32 million hospitalizations, and 1,129,000 deaths, at a net savings of $540 billion in direct costs and $2.7 trillion in societal costs. From both payer and societal perspectives, routine childhood vaccinations among children born during 1994-2023 resulted in substantial cost savings. Childhood immunizations continue to provide substantial health and economic benefits, while promoting health equity. |
The panzootic spread of highly pathogenic avian influenza H5N1 sublineage 2.3.4.4b: a critical appraisal of One Health preparedness and prevention
Koopmans MPG , Barton Behravesh C , Cunningham AA , Adisasmito WB , Almuhairi S , Bilivogui P , Bukachi SA , Casas N , Cediel Becerra N , Charron DF , Chaudhary A , Ciacci Zanella JR , Dar O , Debnath N , Dungu B , Farag E , Gao GF , Khaitsa M , Machalaba C , Mackenzie JS , Markotter W , Mettenleiter TC , Morand S , Smolenskiy V , Zhou L , Hayman DTS . Lancet Infect Dis 2024 ![]() Changes in the epidemiology and ecology of H5N1 highly pathogenic avian influenza are devastating wild bird and poultry populations, farms and communities, and wild mammals worldwide. Having originated in farmed poultry, H5N1 viruses are now spread globally by wild birds, with transmission to many mammal and avian species, resulting in 2024 in transmission among dairy cattle with associated human cases. These ecological changes pose challenges to mitigating the impacts of H5N1 highly pathogenic avian influenza on wildlife, ecosystems, domestic animals, food security, and humans. H5N1 highly pathogenic avian influenza highlights the need for One Health approaches to pandemic prevention and preparedness, emphasising multisectoral collaborations among animal, environmental, and public health sectors. Action is needed to reduce future pandemic risks by preventing transmission of highly pathogenic avian influenza among domestic and wild animals and people, focusing on upstream drivers of outbreaks, and ensuring rapid responses and risk assessments for zoonotic outbreaks. Political commitment and sustainable funding are crucial to implementing and maintaining prevention programmes, surveillance, and outbreak responses. |
Changes in utilization and expenditures among commercially insured U.S. Adults with diabetes during the COVID-19 pandemic: Preliminary findings
Zhou X , Lundeen EA , Rolka DB . AJPM Focus 2024 3 (5) Introduction: People with diabetes were among the populations that experienced the most profound impacts during the COVID-19 pandemic. The authors estimated changes in healthcare utilization and expenditures for commercially insured adults aged 18–64 years with diabetes during the pandemic. Methods: Medical claims data were from IQVIA PharMetrics Plus. Linear regressions were used to estimate the changes in utilization (per 1,000 individuals) for inpatient stays, emergency room visits, physician office visits, and ambulatory surgery center procedures. Changes in expenditures, in total and out of pocket, were estimated using generalized linear models. Expenditures were adjusted to 2021 U.S. dollars using the Consumer Price Index. Results: Utilization was reduced significantly for all service types during the pandemic. Although the largest reduction occurred between March 2020 and May 2020, the decrease persisted throughout 2021. During March 2020–May 2020, ambulatory surgery center procedures were reduced by 4.7 visits per 1,000 individuals. The reduction ranged between 0.4 and 1.3 visits per 1,000 individuals subsequently. Expenditures declined for all service types during March 2020–May 2020. However, after May 2020, the reduction remained statistically significant only for physician office visits for all months, with varying changes in expenditures for other service types. Conclusions: Healthcare utilization and expenditures reduced among commercially insured adults with diabetes during the COVID-19 pandemic. © 2024 |
Parental hesitancy about COVID-19, influenza, HPV, and other childhood vaccines
Santibanez TA , Black CL , Zhou T , Srivastav A , Singleton JA . Vaccine 2024 BACKGROUND: Some public health professionals have expressed concern that the COVID-19 pandemic has increased vaccine hesitancy about routine childhood vaccines; however, the differential prevalence of vaccine hesitancy about specific vaccines has not been measured. METHODS: Data from the National Immunization Survey-Child COVID-19 Module (NIS-CCM) were analyzed to assess the proportion of children ages 6 months-17 years who have a parent with hesitancy about: COVID-19, influenza, human papillomavirus (HPV) (for children ≥ 9 years) vaccines, and "all other childhood shots." Interviews from October 2022 through April 2023 were analyzed. RESULTS: The percentage of children with a vaccine-hesitant parent varied by vaccine. 55.9% of children had a parent hesitant about COVID-19 vaccine, 30.9% hesitant about influenza vaccine, 30.1% hesitant about HPV vaccine, and 12.2% had a parent hesitant about other vaccines such as measles, polio, and tetanus. CONCLUSION: The study findings suggest that differential interventions and communications to parents be used to educate about COVID-19, influenza, HPV, and routine childhood vaccinations because the hesitancy levels differ widely. |
Medicaid coverage in early childhood for children with sickle cell disease
Horiuchi SS , Reeves SL , Plaxco AP , Peng HK , Zhou M , Kayle M , Hulihan M . JAMA Netw Open 2024 7 (7) e2421491 ![]() This cohort study examines patterns of Medicaid coverage in the first 3 years of life among children with sickle cell disease across 5 states. | eng |
Association of symptoms and viral culture positivity for SARS-CoV-2—Tennessee, April–July 2020
Biddle J , Bonenfant G , Grijalva C , Zhu Y , Halasa N , Chappell J , Mellis A , Reed C , Talbot H , Zhou B , Rolfes M . Influ Other Respir Viruses 2024 18 (6) Background: Understanding how symptoms are associated with SARS-CoV-2 culture positivity is important for isolation and transmission control guidelines. Methods: Individuals acutely infected with SARS-CoV-2 in Tennessee and their household contacts were recruited into a prospective study. All participants self-collected nasal swabs daily for 14 days and completed symptom diaries from the day of illness onset through day 14 postenrollment. Nasal specimens were tested for SARS-CoV-2 using RT-qPCR. Positive specimens with cycle threshold values < 40 were sent to the Centers for Disease Control and Prevention (CDC) for viral culture. First, we modeled the association between symptoms and the risk of culture positivity using an age-adjusted generalized additive model (GAM) accounting for repeated measurements within participants and a symptom-day spline. Next, we investigated how timing of symptom resolution was associated with the timing of culture resolution. Results: In a GAM restricted to follow-up days after symptoms began, the odds of a specimen being culture positive was significantly increased on days when wheezing, loss of taste or smell, runny nose, nasal congestion, sore throat, fever, or any symptom were reported. For all symptoms except sore throat, it was more common for participants to have culture resolution before symptom resolution than for culture to resolve after or on the same day as symptom resolution. Conclusions: Overall, symptomatic individuals were more likely to be SARS-CoV-2 viral culture positive. For most symptoms, culture positivity was more likely to end before symptoms resolved. However, a proportion of individuals remained culture positive after symptom resolved, across all symptoms. © 2024 The Authors. Influenza and Other Respiratory Viruses Published by John Wiley & Sons Ltd. |
Antigenic characterization of circulating and emerging SARS-CoV-2 variants in the U.S. Throughout the Delta to Omicron waves
Di H , Pusch EA , Jones J , Kovacs NA , Hassell N , Sheth M , Lynn KS , Keller MW , Wilson MM , Keong LM , Cui D , Park SH , Chau R , Lacek KA , Liddell JD , Kirby MK , Yang G , Johnson M , Thor S , Zanders N , Feng C , Surie D , DeCuir J , Lester SN , Atherton L , Hicks H , Tamin A , Harcourt JL , Coughlin MM , Self WH , Rhoads JP , Gibbs KW , Hager DN , Shapiro NI , Exline MC , Lauring AS , Rambo-Martin B , Paden CR , Kondor RJ , Lee JS , Barnes JR , Thornburg NJ , Zhou B , Wentworth DE , Davis CT . Vaccines (Basel) 2024 12 (5) ![]() ![]() Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has evolved into numerous lineages with unique spike mutations and caused multiple epidemics domestically and globally. Although COVID-19 vaccines are available, new variants with the capacity for immune evasion continue to emerge. To understand and characterize the evolution of circulating SARS-CoV-2 variants in the U.S., the Centers for Disease Control and Prevention (CDC) initiated the National SARS-CoV-2 Strain Surveillance (NS3) program and has received thousands of SARS-CoV-2 clinical specimens from across the nation as part of a genotype to phenotype characterization process. Focus reduction neutralization with various antisera was used to antigenically characterize 143 SARS-CoV-2 Delta, Mu and Omicron subvariants from selected clinical specimens received between May 2021 and February 2023, representing a total of 59 unique spike protein sequences. BA.4/5 subvariants BU.1, BQ.1.1, CR.1.1, CQ.2 and BA.4/5 + D420N + K444T; BA.2.75 subvariants BM.4.1.1, BA.2.75.2, CV.1; and recombinant Omicron variants XBF, XBB.1, XBB.1.5 showed the greatest escape from neutralizing antibodies when analyzed against post third-dose original monovalent vaccinee sera. Post fourth-dose bivalent vaccinee sera provided better protection against those subvariants, but substantial reductions in neutralization titers were still observed, especially among BA.4/5 subvariants with both an N-terminal domain (NTD) deletion and receptor binding domain (RBD) substitutions K444M + N460K and recombinant Omicron variants. This analysis demonstrated a framework for long-term systematic genotype to antigenic characterization of circulating and emerging SARS-CoV-2 variants in the U.S., which is critical to assessing their potential impact on the effectiveness of current vaccines and antigen recommendations for future updates. |
Enhanced surface accessibility of SARS-CoV-2 Omicron spike protein due to an altered glycosylation profile
Wang D , Zhang Z , Baudys J , Haynes C , Osman SH , Zhou B , Barr JR , Gumbart JC . ACS Infect Dis 2024 ![]() SARS-CoV-2 spike (S) proteins undergo extensive glycosylation, aiding in proper folding, enhancing stability, and evading host immune surveillance. In this study, we used mass spectrometric analysis to elucidate the N-glycosylation characteristics and disulfide bonding of recombinant spike proteins derived from the SARS-CoV-2 Omicron variant (B.1.1.529) in comparison with the D614G spike variant. Furthermore, we conducted microsecond-long molecular dynamics simulations on spike proteins to resolve how the different N-glycans impact spike conformational sampling in the two variants. Our findings reveal that the Omicron spike protein maintains an overall resemblance to the D614G spike variant in terms of site-specific glycan processing and disulfide bond formation. Nonetheless, alterations in glycans were observed at certain N-glycosylation sites. These changes, in synergy with mutations within the Omicron spike protein, result in increased surface accessibility of the macromolecule, including the ectodomain, receptor-binding domain, and N-terminal domain. Additionally, mutagenesis and pull-down assays reveal the role of glycosylation of a specific sequon (N149); furthermore, the correlation of MD simulation and HDX-MS identified several high-dynamic areas of the spike proteins. These insights contribute to our understanding of the interplay between structure and function, thereby advancing effective vaccination and therapeutic strategies. |
Type 1 diabetes genetic risk in 109,954 veterans with adult-onset diabetes: The Million Veteran Program (MVP)
Yang PK , Jackson SL , Charest BR , Cheng YJ , Sun YV , Raghavan S , Litkowski EM , Legvold BT , Rhee MK , Oram RA , Kuklina EV , Vujkovic M , Reaven PD , Cho K , Leong A , Wilson PWF , Zhou J , Miller DR , Sharp SA , Staimez LR , North KE , Highland HM , Phillips LS . Diabetes Care 2024 ![]() OBJECTIVE: To characterize high type 1 diabetes (T1D) genetic risk in a population where type 2 diabetes (T2D) predominates. RESEARCH DESIGN AND METHODS: Characteristics typically associated with T1D were assessed in 109,594 Million Veteran Program participants with adult-onset diabetes, 2011-2021, who had T1D genetic risk scores (GRS) defined as low (0 to <45%), medium (45 to <90%), high (90 to <95%), or highest (≥95%). RESULTS: T1D characteristics increased progressively with higher genetic risk (P < 0.001 for trend). A GRS ≥ 90% was more common with diabetes diagnoses before age 40 years, but 95% of those participants were diagnosed at age ≥40 years, and they resembled T2D in mean age (64.3 years) and BMI (32.3 kg/m2). Compared with the low risk group, the highest-risk group was more likely to have diabetic ketoacidosis (low 0.9% vs. highest GRS 3.7%), hypoglycemia prompting emergency visits (3.7% vs. 5.8%), outpatient plasma glucose <50 mg/dL (7.5% vs. 13.4%), a shorter median time to start insulin (3.5 vs. 1.4 years), use of a T1D diagnostic code (16.3% vs. 28.1%), low C-peptide levels if tested (1.8% vs. 32.4%), and glutamic acid decarboxylase antibodies (6.9% vs. 45.2%), all P < 0.001. CONCLUSIONS: Characteristics associated with T1D were increased with higher genetic risk, and especially with the top 10% of risk. However, the age and BMI of those participants resemble people with T2D, and a substantial proportion did not have diagnostic testing or use of T1D diagnostic codes. T1D genetic screening could be used to aid identification of adult-onset T1D in settings in which T2D predominates. |
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