Anders Boyd’s research while affiliated with U.S. Army Medical Research Institute of Infectious Diseases and other places

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Publications (291)


The impact of the COVID-19 and mpox outbreaks on behaviours associated with HCV infection among MSM: results from the pre-randomization phase of a clinical trial
  • Article

June 2025

AIDS (London, England)

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Anders Boyd

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Objective To assess whether the COVID-19 and mpox outbreaks affected hepatitis C virus (HCV) related behaviours among men who have sex with men (MSM) with a cleared HCV infection. Design Longitudinal analysis from the international ICECREAM trial (2021-2024). Methods During the pre-randomization phase (i.e., without any intervention) individuals completed questionnaires on sexual and drug use behaviours and whether the COVID-19 (since start trial) or mpox (shortly after the mpox outbreak in 2022) outbreaks caused changes in these behaviours, all referring to the preceding six months. We used mixed-effects logistic regression to model changes in behaviours due to COVID-19 or mpox measures and mixed-effects linear regression to model the average HCV-MOSAIC risk score, as a proxy of HCV-associated risk behaviour, over calendar time. Results 220 MSM (n = 117 from the Netherlands, n = 103 from France) were included. Among 208 that completed the baseline questionnaire, 171 (82.2%) were MSM with HIV. The proportion of individuals reporting any impact of COVID-19 restrictions on risk behaviours, mainly lowering number of partners, decreased from 74.7% in September 2021 to 6.7% in September 2024 ( p < 0.001) and reporting any impact of mpox from 41.9% in November 2022 to 6.0% in September 2024 ( p = 0.001). The average HCV-MOSAIC risk score remained constant over time ( p = 0.59) and was consistently ≥2.0, indicating high reinfection susceptibility. Conclusion HCV-related behaviours decreased when COVID-19 and mpox measures were in place. However, individuals still engaged in behaviours associated with HCV, highlighting the importance of continued sexual health services and prevention efforts during such outbreaks.


Regression-based risk scores using sociodemographic and sexual behaviour data do not predict asymptomatic sexually transmitted infections among HIV PrEP users

June 2025

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9 Reads

Sexually Transmitted Infections

Objectives Among users of oral HIV pre-exposure prophylaxis (PrEP), condom use is low and incidence of sexually transmitted infections (STIs) is high, hence guidelines recommend STI screening every 3–6 months. Identifying individuals with higher asymptomatic STI risk for targeted screening may offer an opportunity to reduce the burden of STI screening. Methods In the Netherlands, PrEP has been offered through the National PrEP Pilot Program since 2019, which includes screening every 3 months. We included data of all individuals who received care through the PrEP programme between July 2019 and June 2022 and attended at least one PrEP care visit. STI-related symptoms and notification of possible STI exposure by sexual partners are recorded during each visit. We assessed the predictors of any chlamydia, gonorrhoea or syphilis infection diagnosed during routine asymptomatic STI screening (ie, no reported symptoms or partner notification) using logistic regression and calculated risk scores from coefficients of the multivariable logistic regression model. We estimated the sensitivity and specificity for the optimal prediction score cut-off. Results Among the 11 035 included individuals (97% men who have sex with men), 14 926 bacterial STIs (9114 diagnosed during routine asymptomatic screening) were diagnosed during a median of 24 months (IQR 15–30) of follow-up. We found that PrEP users who engaged in sex work, had condomless anal sex, participated in group sex or chemsex (ie, use of gamma-hydroxybutyrate/gamma-butyrolactone, mephedrone or crystallised methamphetamine during sex), injected drugs or used alcohol or non-chemsex-related drugs during sex had an increased risk of STIs diagnosed during routine asymptomatic screening. PrEP users born in the Netherlands and those who attended college or university had a lower STI risk. A risk score using these covariates resulted in a sensitivity of 0.55 (95% CI 0.54 to 0.56) and specificity of 0.55 (95% CI 0.54 to 0.55). Individuals eligible for STI screening accounted for 54% of STIs diagnosed during follow-up. Conclusions Using routinely available demographic and behavioural data, it was not possible to construct a well-performing risk score to identify individuals at high risk of STIs diagnosed during routine asymptomatic screening. Other factors, methods or ways to analyse data may be needed to increase predictive capacity for STI risk scores.


Figure 2: The number of COVID-19 cases over time by PHS region, age, and postal code area
Spatio-temporal forecasting of COVID-19 cases in the Netherlands for source and contact tracing
  • Article
  • Full-text available

May 2025

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6 Reads

International Journal for Population Data Science

Source and contact tracing (SCT) is a core public health measure that is used to contain the spread of infectious diseases. It aims to identify a source of infection, and to advise those who have been exposed to this source. Due to the rapid increases in incidence of COVID-19 in the Netherlands, the capacity to conduct a full SCT quickly became insufficient. Therefore, the public health services (PHS) might benefit from a restricted strategy targeted to geographical regions where (predicted) case-to-case transmission is high. In this study, we set out to develop a prediction model for the number of COVID-19 cases per postal code within the Netherlands using geographic and demographic features. The study population consists of individuals residing in one of the participating nine Dutch PHS regions who tested positive for SARS-CoV-2 between 1 June 2020 and 27 February 2021. Using a machine learning random forest regression model, we predicted the top 100 postal codes with the highest number of cases with an accuracy of 49% for the current week, 42% for next week, and 44% for two weeks from present. In addition, the age groups of 20-39 and 40-64 years had a higher prediction accuracy than groups outside these age ranges. The developed model provides a starting point for targeted preventive SCT efforts that incorporate geospatial and demographic characteristics of a neighbourhood. It should nonetheless be noted that during the early stages of the outbreak, the number of available datapoints needed to inform such models are likely insufficient. Given the accuracy and data requirements of the developed model, it is unlikely that this class of models can play a pivotal role in informing policy during the early phases of a future epidemic.

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SARS-CoV-2 infection and vaccination status in six ethnic groups in Amsterdam, The Netherlands, May to November 2022 – CORRIGENDUM

March 2025

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19 Reads




Time to direct-acting antivirals initiation and liver-related events in people with HIV and Hepatitis C virus

February 2025

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22 Reads

AIDS (London, England)

Objective People with HIV-HCV co-infection need antiretroviral treatment (ART) to suppress HIV and direct-acting antivirals (DAAs) to cure HCV. ART is typically prioritized, but delays in DAA initiation may increase the risk of liver-related events and HCV transmission to others. Design Target trial emulation with observational data collected in routine clinical practice from a collaboration of cohorts from Europe and North America. Methods We included DAA-naïve adults with HIV-HCV co-infection who achieved HIV virologic suppression (HIV RNA<50 copies/mL) after starting ART between 2013–2020. We 1) estimated the probability of not initiating DAAs at 6 and 36 months after HIV virologic suppression, and 2) emulated a target trial of early (≤6 months after HIV virological suppression) versus delayed (>6 months) DAA initiation and the 36-month risk of liver-related events (liver decompensation or hepatocellular carcinoma). Results Of 862 eligible individuals (median age 46 years; interquartile range 36 to 56), 14% were women, and 52% had a history of injection drug use. The 6 and 36-month probabilities of not initiating DAA were 58% (95% CI: 55, 61) and 24% (21, 27), respectively. The 36-month risk of liver-related events was 1.1% (0.4, 2.0) for early initiation and 1.7% (0.7, 2.5) for delayed initiation; risk difference -0.5% (-1.2, 0.4). Conclusions Almost one-quarter of people with HIV-HCV co-infection on ART had not initiated DAA 3 years after HIV virologic suppression. Because the 3-year risk of liver-related events was low, estimates of the impact of delayed DAA initiation were imprecise.


Flow chart of patient selection. Flow chart of selecting patients included in analysis. All patients had COVID-19 ARDS and were admitted to the intensive care unit (ICU) of the Erasmus University Medical Center (EMC) during the study period (March 28, 2020 to February 22, 2022).
Changes in median biomarker levels over time high-dose corticosteroid treatment. Biomarker levels in peripheral blood over time after commencing high-dose corticosteroid treatment in patients with COVID-19 ARDS are shown for survivors (in blue) and non-survivors (in red). The biomarkers measured include, CRP (A), D-dimer (B), ferritin (C), leukocyte count (D), IL-6 (E), LDH (F), NLR (G), and procalcitonin (H). Dots represent median levels, and shaded areas indicate interquartile ranges.
Association of biomarker levels and all-cause mortality per day during high-dose corticosteroid treatment. Odds ratios (in open circles) and their 95% confidence intervals (in bars) for biomarker levels on mortality over time after commencing high-dose corticosteroid treatment in patients with COVID-ARDS are shown for CRP (A), D-dimer (B), ferritin (C), leukocyte count (D), IL-6 (E), LDH (F), NLR (G), and procalcitonin (H). OR for IL-6 and ferritin was calculated per 1000*pg/mL and µg/L increase, respectively, CRP and LDH per 100*mg/L and U/L increase, respectively, and NLR per 10*units of ratio increase.
Continued.
Optimal cut-off biomarker levels in predicting mortality per day during high-dose corticosteroids. Optimal cut-off levels (in black dots) on each day after commencing HDS treatment in predicting mortality are shown in the left column for CRP (A), D-dimer (B), ferritin (C), leukocyte count (D), IL-6 (E), LDH (F), NLR (G), and procalcitonin (H). Corresponding sensitivity (in blue) and specificity (in red) of markers above the daily optimal cut-off are visualized over time as dots in the right column.
Inflammatory Biomarkers Demonstrate Predictive Capacity for Mortality in COVID-19-Related ARDS Patients Receiving High-Dose Corticosteroids: A Longitudinal Analysis

February 2025

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24 Reads

Purpose Patients with coronavirus disease 2019 (COVID-19)-related acute respiratory distress syndrome (ARDS) who lack clinical improvement are frequently treated with high-dose corticosteroids (HDS). Since HDS is used to reduce hyperinflammation in these patients, levels of (pro-)inflammatory biomarkers after commencing HDS treatment could be useful in predicting mortality. This study aims to evaluate biomarker levels after commencing HDS over time, along with their capacity to predict mortality. Patients and Methods This retrospective cohort study included patients with COVID-19 ARDS treated with HDS in the intensive care unit (ICU) at an academic hospital in the Netherlands between March 2020-March 2022. Inflammatory biomarkers (ie, C-reactive protein (CRP), D-dimer, ferritin, leukocyte count, interleukin-6 (IL-6), lactate dehydrogenase (LDH), neutrophil-to-lymphocyte ratio (NLR), and procalcitonin (PCT)) were assessed daily from start of HDS (ie baseline) until day 7. Associations between biomarker levels and all-cause-hospital-mortality were evaluated each day using logistic regression, with cut-offs identified by optimizing sensitivity (Se) and specificity (Sp). Results Of the 122 patients included, 53 (43.4%) died during hospitalization. HDS was initiated for a median 7 days (IQR=1–11) after ICU admission. At baseline, a moderately high predictive capacity for mortality was observed at a ferritin level >1281 µg/L (Se=62%/Sp=64%), leukocyte count >13.7 × 109/L (Se=42%/Sp=79%), and NLR >12.1 (Se=61%/Sp=77%). During follow-up, CRP >50 mg/L on day 6 (Se=50%/Sp=75%) and >42 mg/L on day 7 (Se=50%/Sp=75%), ferritin >1082 µg/L on day 6 (Se 63%/Sp=71%) and >1852 µg/L on day 7 (Se=31%/Sp=79%), IL-6 >67 mg/L on day 7 (Se=56%/Sp=79%) and LDH >396U/L on day 6 (Se=38%/Sp=83%) and >373 U/L on day 7 (Se=47%/Sp=72%) showed moderate capacity to predict mortality. NLR was consistently associated with mortality for all days, except day 1 (Se=36–68%/Sp=72-92%). Conclusion In COVID-19 ARDS patients receiving HDS, several clinically available inflammatory biomarkers moderately predicted all-cause-hospital-mortality after the start of HDS, particularly on days 6 and 7. NLR demonstrated the most consistent association with mortality over time. The use of these markers requires validation in larger cohorts.


Citations (46)


... Among those tested, anti-HDV prevalence was 9.6% with high rates (84.6%) of HDV viremia. 24 In conclusion, this study shows a very low rate of HBV/HDV co-infection among first-time donors in the Netherlands. We found only one donor with an active HBV/HDV co-infection among >750.000 ...

Reference:

Low rate of hepatitis Delta virus co‐infection in first‐time blood donors diagnosed with chronic hepatitis B virus infection in the Netherlands
Low coverage of hepatitis D virus testing in individuals with hepatitis B virus and HIV, the Netherlands, 2000 to 2022

European Communicable Disease Bulletin

... Phase III trials have shown good virological efficacy of LA ART, with incidence rates of VF of 1.2% (n = 19/1651) and 1.4% (n = 23/1651) after 48 and 152 weeks, respectively [2]. Data from real-world cohorts have confirmed these findings with similar risk of VF (1.8%, 2.0%, and 1.9%, respectively) [3][4][5]. Recent reports have shown growing concerns about potentially rapid acquisition of resistance against either or both INSTIs and NNRTIs following VF [6]. ...

Effectiveness of bi-monthly long-acting injectable cabotegravir and rilpivirine as maintenance treatment for HIV-1 in the Netherlands: results from the Dutch ATHENA national observational cohort
  • Citing Article
  • January 2025

The Lancet HIV

... Despite heterogeneous behavioral trends observed across various studies, high-risk sexual behaviors, e.g., condomless anal intercourse (CAI) and multiple partners, persist among PrEP users, significantly hindering HIV/STI prevention. Seattle PrEP users reported a 46% increase in condomless sex after 12 months 20 , whereas a Dutch AMPrEP trial documented declining CAI with casual partners 21 . Digital interventions may enhance PrEP use 15 or reduce HIV risk behaviors 22 through real-time monitoring and algorithm-driven behavioral nudges. ...

Sexual behaviour and incidence of sexually transmitted infections among men who have sex with men (MSM) using daily and event-driven pre-exposure prophylaxis (PrEP): Four-year follow-up of the Amsterdam PrEP (AMPrEP) demonstration project cohort
  • Citing Article
  • October 2024

Nederlands Tijdschrift Voor Geneeskunde

... As the currently circulating variants from the different Omicron sublineages are antigenically even more distinct [25], breakthrough infections are expected, and were indeed observed in our cohort. An association between higher predicted spike-specific antibody levels and a lower risk of Omicron infection in both PWH and HIV-negative individuals has been demonstrated [26]. Since COVID-19 caused by SARS-CoV-2 from the Omicron sublineages is less severe, either by viral mutations or blunting by pre-existing immunity, we propose to continue the strategy of administering an annual updated booster vaccine to PWH with a CD4 + T-cell To our knowledge, this is the first longitudinal study in PWH extending beyond one year of follow-up after COVID-19 vaccination. ...

Similar limited protection against SARS-CoV-2 Omicron infection in vaccinated individuals with HIV and comparable controls
  • Citing Article
  • July 2024

Open Forum Infectious Diseases

... Recent, larger studies have in fact reported lower rates of HCV than earlier, smaller studies. For instance, only 66 of 10 563 (0.6%) PrEP users enrolled in the Dutch National PrEP Program initiated in 2019 demonstrated evidence of past or current HCV infection [18]. Likewise, among 3202 PrEP users in Victoria, Australia, baseline prevalence of active HCV infection was 0.22% (95% CI, .09%-.45%) and incidence was 0.38 per 100 PY over 2111 PY of follow-up [19]. ...

Hepatitis C virus infection is uncommon at baseline and during follow-up among individuals using PrEP in the Dutch national PrEP programme between 2019 and 2022

Sexually Transmitted Infections

... Our findings indicate that MSM utilizing PrEP/PEP (6). Our findings reveal that more than 60% of MSM transitioned from daily to event-driven PrEP regimens. ...

Sexual behaviour and incidence of sexually transmitted infections among men who have sex with men (MSM) using daily and event-driven pre-exposure prophylaxis (PrEP): Four-year follow-up of the Amsterdam PrEP (AMPrEP) demonstration project cohort

... Therefore, sampling quality and strategy are key in conducting studies aiming to investigate the gut microbiome. In a study performed by Boid et al. [34], only swabs with visible fecal matter were included, and their results showed that ESBL acquisition did not affect the diversity or overall structure of the microbiome, which is consistent with our results in which we did not observe a major impact of MDRO acquisition or loss on the microbiome. ...

Gut microbiome diversity and composition in individuals with and without extended-spectrum β-lactamase-Producing enterobacterales carriage: a matched case-control study in infectious diseases department
  • Citing Article
  • March 2024

Clinical Microbiology and Infection

... Of 47 PWH initiating LAI-ART in our program, 9 shifted HBV categories after serologic reassessment, resulting in several newly identified as HBV naive and needing vaccination. In the era of increasing use of 2-drug ART for HIV treatment and nontenofovir-based preexposure prophylaxis for HIV prevention, we must remain vigilant about HBV reactivation or acquisition risk and implement upstream preventive measures [28,29]. Additional data are needed on HBV vaccine immunogenicity and durability to inform serologic reassessment intervals in PWH who have prior immunity, especially given novel vaccine adjuvants and dosing strategies [23,30]. ...

What does the scale-up of long-acting HIV pre-exposure prophylaxis mean for the global hepatitis B epidemic?

... However, since there is no effective vaccine available yet and successful treatment with DAAs does not confer protective immunity, HCV reinfection after sustained response to antivirals can occur, undermining significantly the efforts to eliminate HCV. Many studies assessing the changes of HCV reinfection incidence among PWID-and HIV-infected people following the introduction of DAA have been performed [11][12][13][14][15]. The evidence shows that the proportion of incident HCV cases due to reinfection was highest during periods of broad access to direct-acting antivirals, which highlights the importance of continuing to reduce ongoing risks and of testing people at risk [16]. ...

Changes in incidence of hepatitis C virus reinfection and access to direct-acting antiviral therapies in people with HIV from six countries, 2010-19: an analysis of data from a consortium of prospective cohort studies
  • Citing Article
  • January 2024

The Lancet HIV

... This is driven by relatively small expected volumes (given epidemiological trends and conservation efforts), brief treatment regimens and low prices (especially for older antibiotics with generic competition). Lack of clinician demand and non-inclusion in national prescribing guidelines also contribute to the problem, although efforts exist in some European countries to accelerate adoption of updated antibiotic guidelines 25,26 . While lobbying by professional groups may restore availability of older "forgotten" antibiotics, such as temocillin and amikacin 22,27 , a systematic approach to ensuring these medicines remain on the market is lacking. ...

A national antimicrobial guide with local, customizable versions: how is it used? A two-year analysis

JAC-Antimicrobial Resistance