Jane Whelan
Research Subjects
Research Interests
Jane Whelan has a total of 177 co-authors. Here are the top co-authors by number of shared publications:
Anneke van Den Hoek
4 shared publicationsEwout Fanoy
Department of Infectious Disease Control, Public Health Service Amsterdam-Amstelland, Amsterdam, the Netherlands
4 shared publicationsEkkehard Beck
GSK, Wavre, Belgium
3 shared publications- Gerard J. B. Sonder
Department of Infectious Diseases, Public Health Service (GGD) of Amsterdam, Nieuwe Achtergracht 100, PO Box 2200, 1000 CE, Amsterdam, The Netherlands
3 shared publications Gerard Sonder
3 shared publications- Marion Koopmans
Virology Department and Pandemic and Disaster Preparedness Research Centre, Erasmus Medical Centre, Rotterdam, Netherlands
3 shared publications
Latest Publications
- Open Access
- 12 October 2023
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 28 (41) , 2200916
The value of manual backward contact tracing to control COVID-19 in practice, the Netherlands, February to March 2021: a pilot study
Background: Contact tracing has been a key component of COVID-19 outbreak control. Backward contact tracing (BCT) aims to trace the source that infected the index case and, thereafter, the cases infected by the source. Modelling studies have suggested BCT will substantially reduce SARS-CoV-2 transmission in addition to forward contact tracing. Aim: To assess the feasibility and impact of adding BCT in practice. Methods: We identified COVID-19 cases who were already registered in the electronic database between 19 February and 10 March 2021 for routine contact tracing at the Public Health Service (PHS) of Rotterdam-Rijnmond, the Netherlands (pop. 1.3 million). We investigated if, through a structured questionnaire by dedicated contact tracers, we could trace additional sources and cases infected by these sources. Potential sources identified by the index were approached to trace the source’s contacts. We evaluated the number of source contacts that could be additionally quarantined. Results: Of 7,448 COVID-19 cases interviewed in the study period, 47% (n = 3,497) indicated a source that was already registered as a case in the PHS electronic database. A potential, not yet registered source was traced in 13% (n = 979). Backward contact tracing was possible in 62 of 979 cases, from whom an additional 133 potential sources were traced, and four were eligible for tracing of source contacts. Two additional contacts traced had to stay in quarantine for 1 day. No new COVID-19 cases were confirmed. Conclusions: The addition of manual BCT to control the COVID-19 pandemic did not provide added value in our study setting.
- 12 October 2023
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 28 (41) , 2200916
Open AccessThe value of manual backward contact tracing to control COVID-19 in practice, the Netherlands, February to March 2021: a pilot study
Background: Contact tracing has been a key component of COVID-19 outbreak control. Backward contact tracing (BCT) aims to trace the source that infected the index case and, thereafter, the cases infected by the source. Modelling studies have suggested BCT will substantially reduce SARS-CoV-2 transmission in addition to forward contact tracing. Aim: To assess the feasibility and impact of adding BCT in practice. Methods: We identified COVID-19 cases who were already registered in the electronic database between 19 February and 10 March 2021 for routine contact tracing at the Public Health Service (PHS) of Rotterdam-Rijnmond, the Netherlands (pop. 1.3 million). We investigated if, through a structured questionnaire by dedicated contact tracers, we could trace additional sources and cases infected by these sources. Potential sources identified by the index were approached to trace the source’s contacts. We evaluated the number of source contacts that could be additionally quarantined. Results: Of 7,448 COVID-19 cases interviewed in the study period, 47% (n = 3,497) indicated a source that was already registered as a case in the PHS electronic database. A potential, not yet registered source was traced in 13% (n = 979). Backward contact tracing was possible in 62 of 979 cases, from whom an additional 133 potential sources were traced, and four were eligible for tracing of source contacts. Two additional contacts traced had to stay in quarantine for 1 day. No new COVID-19 cases were confirmed. Conclusions: The addition of manual BCT to control the COVID-19 pandemic did not provide added value in our study setting.
- Open Access
- 6 October 2023
- Published by Radboud University in Tijdschrift voor Gerontologie en Geriatrie
- No. 3,p. 1-19
Grote COVID-19 uitbraak met hoge sterfte in een Rotterdams verpleeghuis: uitbraakonderzoek en reflectie op geleerde lessen
Inleiding: Een grote SARS-CoV-2 uitbraak, resulterend in een hoge morbiditeit en sterfte onder bewoners, vond plaats in een Rotterdams verpleeghuis in de periode voordat vaccins beschikbaar waren. Wij beschrijven de uitbraak en reflecteren over geleerde lessen voor toekomstige uitbraakbestrijding nu SARS-CoV-2 evolueert. Methoden: Diagnosedatum en demografische gegevens (leeftijd, geslacht, etage) van positieve bewoners werden verzameld, evenals bijgewoonde groepsbijeenkomsten. Neus-keelswabs van bewoners/personeel werden getest op SARS-CoV-2 door middel van een polymerase chain reactie (PCR), waarbij een deel werd getypeerd middels Whole Genome Sequencing (WGS). Ook werd het ventilatiesysteem onderzocht. Resultaten: Tussen 28/11/2020 en 23/12/2020 testten 106/114 verpleeghuisbewoners (93%) SARS-CoV-2 positief (64% vrouwen, mediane leeftijd 89,5 jaar), evenals 76/164 (46%) personeelsleden. WGS toonde een groot cluster aan, maar er werd geen ‘super preader event’ geïdentificeerd, noch problemen met de ventilatie. De sterfte onder besmette bewoners was 42%. Discussie: Deze uitbraak ontwikkelde zich heel snel, mogelijk doordat personeel in de hectiek niet altijd consequent de persoonlijke beschermingsmiddelen gebruikte. De hoge sterfte is deels te verklaren uit de hoge mediane leeftijd. Aangezien SARS-CoV-2-uitbraken in de toekomst opnieuw zullen optreden, dienen risico’s in verpleeghuizen beperkt te worden, o.a. door het handhaven van een hoge vaccinatiegraad, met oog voor kwaliteit van leven van bewoners en personeel.
- 6 October 2023
- Published by Radboud University in Tijdschrift voor Gerontologie en Geriatrie
- No. 3,p. 1-19
Open AccessGrote COVID-19 uitbraak met hoge sterfte in een Rotterdams verpleeghuis: uitbraakonderzoek en reflectie op geleerde lessen
Inleiding: Een grote SARS-CoV-2 uitbraak, resulterend in een hoge morbiditeit en sterfte onder bewoners, vond plaats in een Rotterdams verpleeghuis in de periode voordat vaccins beschikbaar waren. Wij beschrijven de uitbraak en reflecteren over geleerde lessen voor toekomstige uitbraakbestrijding nu SARS-CoV-2 evolueert. Methoden: Diagnosedatum en demografische gegevens (leeftijd, geslacht, etage) van positieve bewoners werden verzameld, evenals bijgewoonde groepsbijeenkomsten. Neus-keelswabs van bewoners/personeel werden getest op SARS-CoV-2 door middel van een polymerase chain reactie (PCR), waarbij een deel werd getypeerd middels Whole Genome Sequencing (WGS). Ook werd het ventilatiesysteem onderzocht. Resultaten: Tussen 28/11/2020 en 23/12/2020 testten 106/114 verpleeghuisbewoners (93%) SARS-CoV-2 positief (64% vrouwen, mediane leeftijd 89,5 jaar), evenals 76/164 (46%) personeelsleden. WGS toonde een groot cluster aan, maar er werd geen ‘super preader event’ geïdentificeerd, noch problemen met de ventilatie. De sterfte onder besmette bewoners was 42%. Discussie: Deze uitbraak ontwikkelde zich heel snel, mogelijk doordat personeel in de hectiek niet altijd consequent de persoonlijke beschermingsmiddelen gebruikte. De hoge sterfte is deels te verklaren uit de hoge mediane leeftijd. Aangezien SARS-CoV-2-uitbraken in de toekomst opnieuw zullen optreden, dienen risico’s in verpleeghuizen beperkt te worden, o.a. door het handhaven van een hoge vaccinatiegraad, met oog voor kwaliteit van leven van bewoners en personeel.
- Open Access
- 7 September 2023
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 28 (36) , 2300347
Field Epidemiology: Fit for the future
In recent years, field epidemiologists have embraced rapidly evolving digital tools, data sources and technologies, and collaborated with an ever-growing field of scientific specialisms. The COVID-19 pandemic put field epidemiology under unprecedented demand and scrutiny. As the COVID-19 emergency recedes, it is timely to reflect on the core values of our profession and the unique challenges and opportunities that lie ahead. In November 2022, alumni of the European Programme for Intervention Epidemiology Training (EPIET) and the European Public Health Microbiology (EUPHEM) training programme celebrated 25 years of EPIET, and the present and future of field epidemiology was discussed. The output was recorded and qualitatively analysed. This Perspective reflects the authors’ interpretation of the discussion. We should reaffirm our commitment to field epidemiology’s core strengths: competence and rigour in epidemiology, surveillance, outbreak investigation and applied research, leading to timely and actionable evidence for public health. Our future success will be defined by an ability to adapt, collaborate, harness innovation, communicate and, ultimately, by our tangible impact on protecting and improving health.
- 7 September 2023
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 28 (36) , 2300347
Open AccessField Epidemiology: Fit for the future
In recent years, field epidemiologists have embraced rapidly evolving digital tools, data sources and technologies, and collaborated with an ever-growing field of scientific specialisms. The COVID-19 pandemic put field epidemiology under unprecedented demand and scrutiny. As the COVID-19 emergency recedes, it is timely to reflect on the core values of our profession and the unique challenges and opportunities that lie ahead. In November 2022, alumni of the European Programme for Intervention Epidemiology Training (EPIET) and the European Public Health Microbiology (EUPHEM) training programme celebrated 25 years of EPIET, and the present and future of field epidemiology was discussed. The output was recorded and qualitatively analysed. This Perspective reflects the authors’ interpretation of the discussion. We should reaffirm our commitment to field epidemiology’s core strengths: competence and rigour in epidemiology, surveillance, outbreak investigation and applied research, leading to timely and actionable evidence for public health. Our future success will be defined by an ability to adapt, collaborate, harness innovation, communicate and, ultimately, by our tangible impact on protecting and improving health.
- Open Access
- 13 July 2023
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 28 (28) , 2200741
SARS-CoV-2 in lions, gorillas and zookeepers in the Rotterdam Zoo, the Netherlands, a One Health investigation, November 2021
In November 2021, seven western lowland gorillas and four Asiatic lions were diagnosed with COVID-19 at Rotterdam Zoo. An outbreak investigation was undertaken to determine the source and extent of the outbreak and to identify possible transmission routes. Interviews were conducted with staff to identify human and animal contacts and cases, compliance with personal protective equipment (PPE) and potential transmission routes. Human and animal contacts and other animal species suspected to be susceptible to SARS-CoV-2 were tested for SARS-CoV-2 RNA. Positive samples were subjected to sequencing. All the gorillas and lions that could be tested (3/7 and 2/4, respectively) were RT-PCR positive between 12 November and 10 December 2021. No other animal species were SARS-CoV-2 RNA positive. Forty direct and indirect human contacts were identified. Two direct contacts tested RT-PCR positive 10 days after the first COVID-19 symptoms in animals. The zookeepers’ viral genome sequences clustered with those of gorillas and lions. Personal protective equipment compliance was suboptimal at instances. Findings confirm transmission of SARS-CoV-2 among animals and between humans and animals but source and directionality could not be established. Zookeepers were the most likely source and should have periodic PPE training. Sick animals should promptly be tested and isolated/quarantined.
- 13 July 2023
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 28 (28) , 2200741
Open AccessSARS-CoV-2 in lions, gorillas and zookeepers in the Rotterdam Zoo, the Netherlands, a One Health investigation, November 2021
In November 2021, seven western lowland gorillas and four Asiatic lions were diagnosed with COVID-19 at Rotterdam Zoo. An outbreak investigation was undertaken to determine the source and extent of the outbreak and to identify possible transmission routes. Interviews were conducted with staff to identify human and animal contacts and cases, compliance with personal protective equipment (PPE) and potential transmission routes. Human and animal contacts and other animal species suspected to be susceptible to SARS-CoV-2 were tested for SARS-CoV-2 RNA. Positive samples were subjected to sequencing. All the gorillas and lions that could be tested (3/7 and 2/4, respectively) were RT-PCR positive between 12 November and 10 December 2021. No other animal species were SARS-CoV-2 RNA positive. Forty direct and indirect human contacts were identified. Two direct contacts tested RT-PCR positive 10 days after the first COVID-19 symptoms in animals. The zookeepers’ viral genome sequences clustered with those of gorillas and lions. Personal protective equipment compliance was suboptimal at instances. Findings confirm transmission of SARS-CoV-2 among animals and between humans and animals but source and directionality could not be established. Zookeepers were the most likely source and should have periodic PPE training. Sick animals should promptly be tested and isolated/quarantined.
- Open Access
- 20 April 2023
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 28 (16) , 2200525
COVID-19 outbreaks among crew on commercial ships at the Port of Rotterdam, the Netherlands, 2020 to 2021
Background: During the COVID-19 pandemic, international shipping activity was disrupted as movement of people and goods was restricted. The Port of Rotterdam, the largest port in Europe, remained operational throughout. Aim: We describe the burden of COVID-19 among crew on sea-going vessels at the port and recommend improvements in future infectious disease event notification and response at commercial ports. Methods: Suspected COVID-19 cases on sea-going vessels were notified to port authorities and public health (PH) authorities pre-arrival via the Maritime Declaration of Health. We linked data from port and PH information systems between 1 January 2020 and 31 July 2021, derived a notification rate (NR) of COVID-19 events per arrival, and an attack rate (AR) per vessel (confirmed cases). We compared AR by vessel type (workship/tanker/cargo/passenger), during wildtype-, alpha- and delta-dominant calendar periods. Results: Eighty-four COVID-19 events were notified on ships, involving 622 cases. The NR among 45,030 new arrivals was 173 per 100,000 impacting 1% of vessels. Events per week peaked in April 2021 and again in July 2021, when the AR was also highest. Half of all cases were notified on workships, events occurring earlier and more frequently than on other vessels. Conclusion: Notification of COVID-19 events on ships occurred infrequently, although case under-ascertainment was likely. Pre-agreed protocols for data-sharing between stakeholders locally and across Europe would facilitate more efficient pandemic response. Public health access to specimens for sequencing and environmental sampling would give greater insight into viral spread on ships.
- 20 April 2023
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 28 (16) , 2200525
Open AccessCOVID-19 outbreaks among crew on commercial ships at the Port of Rotterdam, the Netherlands, 2020 to 2021
Background: During the COVID-19 pandemic, international shipping activity was disrupted as movement of people and goods was restricted. The Port of Rotterdam, the largest port in Europe, remained operational throughout. Aim: We describe the burden of COVID-19 among crew on sea-going vessels at the port and recommend improvements in future infectious disease event notification and response at commercial ports. Methods: Suspected COVID-19 cases on sea-going vessels were notified to port authorities and public health (PH) authorities pre-arrival via the Maritime Declaration of Health. We linked data from port and PH information systems between 1 January 2020 and 31 July 2021, derived a notification rate (NR) of COVID-19 events per arrival, and an attack rate (AR) per vessel (confirmed cases). We compared AR by vessel type (workship/tanker/cargo/passenger), during wildtype-, alpha- and delta-dominant calendar periods. Results: Eighty-four COVID-19 events were notified on ships, involving 622 cases. The NR among 45,030 new arrivals was 173 per 100,000 impacting 1% of vessels. Events per week peaked in April 2021 and again in July 2021, when the AR was also highest. Half of all cases were notified on workships, events occurring earlier and more frequently than on other vessels. Conclusion: Notification of COVID-19 events on ships occurred infrequently, although case under-ascertainment was likely. Pre-agreed protocols for data-sharing between stakeholders locally and across Europe would facilitate more efficient pandemic response. Public health access to specimens for sequencing and environmental sampling would give greater insight into viral spread on ships.
- Open Access
- 2 December 2022
- Published by MDPI AG in Medical Sciences Forum
- Vol. 13 (1) , 19
COVID on the Seas: SARS-CoV-2 in Commercial Shipping, Port of Rotterdam, The Netherlands, 2020–2021
We analysed all proven cases of SARS-CoV-2 on sea-going vessels entering or present in the Port of Rotterdam to illustrate the burden of the corona pandemic on commercial shipping. We calculated the notification rate (NR) per arrival and attack rate per vessel and correlated outbreak sizes by vessel type over time during the pandemic using routinely gathered data from the port and public health (PH) authorities.
- 2 December 2022
- Published by MDPI AG in Medical Sciences Forum
- Vol. 13 (1) , 19
Open AccessCOVID on the Seas: SARS-CoV-2 in Commercial Shipping, Port of Rotterdam, The Netherlands, 2020–2021
We analysed all proven cases of SARS-CoV-2 on sea-going vessels entering or present in the Port of Rotterdam to illustrate the burden of the corona pandemic on commercial shipping. We calculated the notification rate (NR) per arrival and attack rate per vessel and correlated outbreak sizes by vessel type over time during the pandemic using routinely gathered data from the port and public health (PH) authorities.
- Open Access
- 21 April 2022
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 27 (16) , 2200252
Ongoing rabies outbreak in dogs of unprecedented scale and human cases in Nelson Mandela Bay Municipality, South Africa, up to 13 February 2022
More than 430 cases of rabies have been confirmed in dogs in the Nelson Mandela Bay Metropolitan Municipality of South Africa since July 2021. We describe the ongoing outbreak, its geographical spread and six related human deaths that have occurred. Further investigation of the outbreak and vaccination of the dog population is required. Raising awareness among healthcare providers, the public, and among international travellers planning to visit the region, is key for action to protect human and animal health.
- 21 April 2022
- Published by European Centre for Disease Control and Prevention (ECDC) in Eurosurveillance
- Vol. 27 (16) , 2200252
Open AccessOngoing rabies outbreak in dogs of unprecedented scale and human cases in Nelson Mandela Bay Municipality, South Africa, up to 13 February 2022
More than 430 cases of rabies have been confirmed in dogs in the Nelson Mandela Bay Metropolitan Municipality of South Africa since July 2021. We describe the ongoing outbreak, its geographical spread and six related human deaths that have occurred. Further investigation of the outbreak and vaccination of the dog population is required. Raising awareness among healthcare providers, the public, and among international travellers planning to visit the region, is key for action to protect human and animal health.
- Open Access
- 12 December 2021
- Published by Springer Nature in BMC Medical Research Methodology
- Vol. 21 (1) , 1-2
Correction to: Applying a novel approach to scoping review incorporating artificial intelligence: mapping the natural history of gonorrhoea
- 12 December 2021
- Published by Springer Nature in BMC Medical Research Methodology
- Vol. 21 (1) , 1-2
Open AccessCorrection to: Applying a novel approach to scoping review incorporating artificial intelligence: mapping the natural history of gonorrhoea
- Open Access
- 11 November 2021
- Published by Springer Nature in BMC Infectious Diseases
- Vol. 21 (1) , 1-23
Gonorrhoea: a systematic review of prevalence reporting globally
Background: The World Health Organization (WHO) recommends periodic gonorrhoea prevalence assessments in the general population or proxies thereof (including pregnant women, women attending family planning clinics, military recruits, and men undergoing employment physicals for example) and in population groups at increased risk, including men-who-have-sex-with-men (MSM) and sex workers. Method: We evaluated reported prevalence data, including estimates from proxy general population samples to reflect the WHO recommendations. We describe the outcomes from the general population country-by-country and extend previous reviews to include MSM, sex workers, and extragenital infections. Result and conclusion: In our systematic search, 2015 titles were reviewed (January 2010–April 2019) and 174 full-text publications were included. National, population-based prevalence data were identified in only four countries (the United States of America, the United Kingdom, Peru, New Caledonia) and local population-based estimates were reported in areas within five countries (China, South Africa, Brazil, Benin, and Malawi). The remaining studies identified only reported test positivity from non-probability, proxy general population samples. Due to the diversity of the reviewed studies, detailed comparison across studies was not possible. In MSM, data were identified from 64 studies in 25 countries. Rectal infection rates were generally higher than urogenital or pharyngeal infection rates, where extragenital testing was conducted. Data on sex workers were identified from 41 studies in 23 countries; rates in female sex workers were high. Current prevalence monitoring was shown to be highly suboptimal worldwide. Serial prevalence monitoring of critical epidemiological variables, and guidelines to optimize prevalence study conduct and reporting beyond antenatal settings are recommended.
- 11 November 2021
- Published by Springer Nature in BMC Infectious Diseases
- Vol. 21 (1) , 1-23
Open AccessGonorrhoea: a systematic review of prevalence reporting globally
Background: The World Health Organization (WHO) recommends periodic gonorrhoea prevalence assessments in the general population or proxies thereof (including pregnant women, women attending family planning clinics, military recruits, and men undergoing employment physicals for example) and in population groups at increased risk, including men-who-have-sex-with-men (MSM) and sex workers. Method: We evaluated reported prevalence data, including estimates from proxy general population samples to reflect the WHO recommendations. We describe the outcomes from the general population country-by-country and extend previous reviews to include MSM, sex workers, and extragenital infections. Result and conclusion: In our systematic search, 2015 titles were reviewed (January 2010–April 2019) and 174 full-text publications were included. National, population-based prevalence data were identified in only four countries (the United States of America, the United Kingdom, Peru, New Caledonia) and local population-based estimates were reported in areas within five countries (China, South Africa, Brazil, Benin, and Malawi). The remaining studies identified only reported test positivity from non-probability, proxy general population samples. Due to the diversity of the reviewed studies, detailed comparison across studies was not possible. In MSM, data were identified from 64 studies in 25 countries. Rectal infection rates were generally higher than urogenital or pharyngeal infection rates, where extragenital testing was conducted. Data on sex workers were identified from 41 studies in 23 countries; rates in female sex workers were high. Current prevalence monitoring was shown to be highly suboptimal worldwide. Serial prevalence monitoring of critical epidemiological variables, and guidelines to optimize prevalence study conduct and reporting beyond antenatal settings are recommended.
- Open Access
- 14 October 2021
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 16 (10) , e0254330
Intracluster correlation coefficients in a large cluster randomized vaccine trial in schools: Transmission and impact of shared characteristics
Cluster randomized trials (cRCT) to assess vaccine effectiveness incorporate indirect effects of vaccination, helping to inform vaccination policy. To calculate the sample size for a cRCT, an estimate of the intracluster correlation coefficient (ICC) is required. For infectious diseases, shared characteristics and social mixing behaviours may increase susceptibility and exposure, promote transmission and be a source of clustering. We present ICCs from a school-based cRCT assessing the effectiveness of a meningococcal B vaccine (Bexsero, GlaxoSmithKline) on reducing oropharyngeal carriage of Neisseria meningitidis (Nm) in 34,489 adolescents from 237 schools in South Australia in 2017/2018. We also explore the contribution of shared behaviours and characteristics to these ICCs. The ICC for carriage of disease-causing Nm genogroups (primary outcome) pre-vaccination was 0.004 (95% CI: 0.002, 0.007) and for all Nm was 0.007 (95%CI: 0.004, 0.011). Adjustment for social behaviours and personal characteristics reduced the ICC for carriage of disease-causing and all Nm genogroups by 25% (to 0.003) and 43% (to 0.004), respectively. ICCs are also reported for risk factors here, which may be outcomes in future research. Higher ICCs were observed for susceptibility and/or exposure variables related to Nm carriage (having a cold, spending ≥1 night out socializing or kissing ≥1 person in the previous week). In metropolitan areas, nights out socializing was a highly correlated behaviour. By contrast, smoking was a highly correlated behaviour in rural areas. A practical example to inform future cRCT sample size estimates is provided.
- 14 October 2021
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 16 (10) , e0254330
Open AccessIntracluster correlation coefficients in a large cluster randomized vaccine trial in schools: Transmission and impact of shared characteristics
Cluster randomized trials (cRCT) to assess vaccine effectiveness incorporate indirect effects of vaccination, helping to inform vaccination policy. To calculate the sample size for a cRCT, an estimate of the intracluster correlation coefficient (ICC) is required. For infectious diseases, shared characteristics and social mixing behaviours may increase susceptibility and exposure, promote transmission and be a source of clustering. We present ICCs from a school-based cRCT assessing the effectiveness of a meningococcal B vaccine (Bexsero, GlaxoSmithKline) on reducing oropharyngeal carriage of Neisseria meningitidis (Nm) in 34,489 adolescents from 237 schools in South Australia in 2017/2018. We also explore the contribution of shared behaviours and characteristics to these ICCs. The ICC for carriage of disease-causing Nm genogroups (primary outcome) pre-vaccination was 0.004 (95% CI: 0.002, 0.007) and for all Nm was 0.007 (95%CI: 0.004, 0.011). Adjustment for social behaviours and personal characteristics reduced the ICC for carriage of disease-causing and all Nm genogroups by 25% (to 0.003) and 43% (to 0.004), respectively. ICCs are also reported for risk factors here, which may be outcomes in future research. Higher ICCs were observed for susceptibility and/or exposure variables related to Nm carriage (having a cold, spending ≥1 night out socializing or kissing ≥1 person in the previous week). In metropolitan areas, nights out socializing was a highly correlated behaviour. By contrast, smoking was a highly correlated behaviour in rural areas. A practical example to inform future cRCT sample size estimates is provided.