4.8 Article

Predictive model for long COVID in children 3 months after a SARS-CoV-2 PCR test

Journal

BMC MEDICINE
Volume 20, Issue 1, Pages -

Publisher

BMC
DOI: 10.1186/s12916-022-02664-y

Keywords

COVID-19; Long COVID; Symptoms; Predictive model; Public health; Children and young people

Funding

  1. National Institute for Health and Care Research (NIHR) [COVLT0022]
  2. UK Research and Innovation (UKRI) [COVLT0022]
  3. UK Medical Research Council Career Development Award [MR/P020372/1]

Ask authors/readers for more resources

By analyzing data from children and young people, we developed a predictive model to identify individuals who are most likely to experience long COVID within 3 months after SARS-CoV-2 PCR testing. This model could serve as a useful tool for triage and management of CYP during the ongoing pandemic, but external validation is needed.
Background To update and internally validate a model to predict children and young people (CYP) most likely to experience long COVID (i.e. at least one impairing symptom) 3 months after SARS-CoV-2 PCR testing and to determine whether the impact of predictors differed by SARS-CoV-2 status. Methods Data from a nationally matched cohort of SARS-CoV-2 test-positive and test-negative CYP aged 11-17 years was used. The main outcome measure, long COVID, was defined as one or more impairing symptoms 3 months after PCR testing. Potential pre-specified predictors included SARS-CoV-2 status, sex, age, ethnicity, deprivation, quality of life/functioning (five EQ-5D-Y items), physical and mental health and loneliness (prior to testing) and number of symptoms at testing. The model was developed using logistic regression; performance was assessed using calibration and discrimination measures; internal validation was performed via bootstrapping and the final model was adjusted for overfitting. Results A total of 7139 (3246 test-positives, 3893 test-negatives) completing a questionnaire 3 months post-test were included. 25.2% (817/3246) of SARS-CoV-2 PCR-positives and 18.5% (719/3893) of SARS-CoV-2 PCR-negatives had one or more impairing symptoms 3 months post-test. The final model contained SARS-CoV-2 status, number of symptoms at testing, sex, age, ethnicity, physical and mental health, loneliness and four EQ-5D-Y items before testing. Internal validation showed minimal overfitting with excellent calibration and discrimination measures (optimism-adjusted calibration slope: 0.96575; C-statistic: 0.83130). Conclusions We updated a risk prediction equation to identify those most at risk of long COVID 3 months after a SARS-CoV-2 PCR test which could serve as a useful triage and management tool for CYP during the ongoing pandemic. External validation is required before large-scale implementation.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.8
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

Review Behavioral Sciences

The efficacy of randomised controlled trials of cognitive behaviour therapy for perfectionism: a systematic review and meta-analysis

Ricky Galloway, Hunna Watson, Danyelle Greene, Roz Shafran, Sarah J. Egan

Summary: The study found that cognitive behavioral therapy is effective in reducing perfectionism and related symptoms such as depression, anxiety, and eating disorders, with medium to large effects on personal standards, concern over mistakes, and clinical perfectionism.

COGNITIVE BEHAVIOUR THERAPY (2022)

Article Behavioral Sciences

The impact of internet-based cognitive behaviour therapy for perfectionism on different measures of perfectionism: a randomised controlled trial

Peter Grieve, Sarah J. Egan, Gerhard Andersson, Per Carlbring, Roz Shafran, Tracey D. Wade

Summary: The study found a significant impact of internet-based cognitive behavior therapy on perfectionism, especially on subscales related to concerns over mistakes, high standards, and perfectionistic standards. However, there were no significant differences between groups on secondary measures, and the low module usage may have weakened the effects on these measures.

COGNITIVE BEHAVIOUR THERAPY (2022)

Article Infectious Diseases

Persistent symptoms following SARS-CoV-2 infection amongst children and young people: A meta-analysis of controlled and uncontrolled studies

S. A. Behnood, R. Shafran, S. D. Bennett, A. X. D. Zhang, L. L. O'Mahoney, T. J. Stephenson, S. N. Ladhani, B. L. De Stavola, R. M. Viner, O. V. Swann

Summary: There is conflicting data on the long-term impact of SARS-CoV-2 infection in children and young people. This study assessed the evidence on long-term post-COVID symptoms in this population, including prevalence, risk factors, type, and duration. The findings suggest that the frequency of most reported persistent symptoms is similar in COVID-positive cases and controls.

JOURNAL OF INFECTION (2022)

Article Psychology, Clinical

A qualitative examination of low-intensity cognitive behaviour therapy to reduce anxiety and depression during the COVID-19 pandemic

Sarah J. Egan, Roz Shafran, Tracey D. Wade, Sarah Ure, Christopher Gill, Lienke Wilker, Rebecca Anderson, Trevor Mazzucchelli, Peter McEvoy

Summary: This study explored the views of 21 participants from Australia on anxiety and depression during the COVID-19 pandemic, as well as their feedback on a low-intensity CBT intervention. Participants generally found the intervention to be useful, but also provided suggestions for improvement and expressed their preferences for the intervention.

CLINICAL PSYCHOLOGIST (2022)

Editorial Material Pediatrics

Hazards of medical terminology from classical languages: it's all Greek (and Latin) to me!

Terence Stephenson

ARCHIVES OF DISEASE IN CHILDHOOD (2023)

Article Psychology, Clinical

Growth mindset in young people awaiting treatment in a paediatric mental health service: A mixed methods pilot of a digital single-session intervention

Brian C. F. Ching, Sophie D. Bennett, Nicola Morant, Isobel Heyman, Jessica L. Schleider, Kate Fifield, Sophie Allen, Roz Shafran

Summary: This study examines the feasibility and impact of a digital growth mindset single-session intervention in a pediatric hospital. The results indicate that the intervention is feasible, acceptable, and potentially beneficial for young people on waiting lists. Most patients reported finding the intervention enjoyable, accessible, and instilled a hope for change. Further research is needed to examine its effectiveness and mechanism of change.

CLINICAL CHILD PSYCHOLOGY AND PSYCHIATRY (2023)

Article Psychology, Clinical

Coming of age: A reflection of the first 21 years of cognitive behaviour therapy for perfectionism

Roz Shafran, Sarah J. Egan, Tracey D. Wade

Summary: This article reviews the controversy surrounding the cognitive behavioural model of clinical perfectionism and cognitive behaviour therapy (CBT) for perfectionism, which has been published for 21 years. Despite 15 randomized controlled trials showing the efficacy of CBT in reducing perfectionism and associated symptoms, there are still strong disagreements in the literature. Future research should focus on independent evaluations, comparing CBT to other treatments, dismantling trials to identify effective components, and studying the causal processes of perfectionism.

BEHAVIOUR RESEARCH AND THERAPY (2023)

Article Health Care Sciences & Services

Natural course of health and well-being in non-hospitalised children and young people after testing for SARS-CoV-2: a prospective follow-up study over 12 months

Snehal M. Pinto Pereira, Roz Shafran, Manjula D. Nugawela, Laura Panagi, Dougal Hargreaves, Shamez N. Ladhani, Sophie D. Bennett, Trudie Chalder, Emma Dalrymple, Tamsin Ford, Isobel Heyman, Kelsey McOwat, Natalia K. Rojas, Kishan Sharma, Ruth Simmons, Simon R. White, Terence Stephenson

Summary: A follow-up study on children and young people (CYP) with acute COVID found that the prevalence of symptoms declined over a year. Some individuals reported adverse symptoms, such as fatigue, shortness of breath, poor quality of life, emotional difficulties, and fatigue, for the first time at six and 12 months post-infection, suggesting multiple factors contributing to these symptoms.

LANCET REGIONAL HEALTH-EUROPE (2023)

Article Pediatrics

Symptom Profiles of Children and Young People 12 Months after SARS-CoV-2 Testing: A National Matched Cohort Study (The CLoCk Study)

Snehal M. Pinto M. Pereira, Manjula D. D. Nugawela, Kelsey McOwat, Emma Dalrymple, Laila Xu, Shamez N. N. Ladhani, Ruth Simmons, Trudie Chalder, Olivia Swann, Tamsin Ford, Isobel Heyman, Terry Segal, Malcolm G. G. Semple, Natalia K. K. Rojas, CLoCk CLoCk Consortium, Roz Shafran, Terence Stephenson

Summary: This study aims to describe the symptom profiles 12 months after SARS-CoV-2 testing. The study found that there was a difference in the number of symptoms reported by initial negatives who never tested positive compared to the other three groups who had at least one positive test. The most common symptoms for all groups were tiredness, sleeping difficulties, shortness of breath, and headaches.

CHILDREN-BASEL (2023)

Article Pediatrics

Children and Young People with Long COVID-Comparing Those Seen in Post-COVID Services with a Non-Hospitalised National Cohort: A Descriptive Study

Fiona Newlands, Anne-Lise Goddings, Maude Juste, Holly Boyd, Manjula D. Nugawela, Snehal M. Pinto Pereira, Emily Whelan, Elizabeth Whittaker, Terence Stephenson, Isobel Heyman, Trudie Chalder, Emma Dalrymple, Terry Segal, Roz Shafran

Summary: This study describes the characteristics of children seeking treatment for Long COVID and compares them to the largest observational study. Children in the Post-COVID service have more symptoms and are more severely affected by them.

CHILDREN-BASEL (2023)

Article Psychology, Clinical

Loneliness Trajectories, Associated Factors and Subsequent Health in Children and Young People During the COVID-19 Pandemic: A National Matched Cohort Study

Verena Schneider, Tom Norris, Manjula Nugawela, Emma Dalrymple, Dougal Hargreaves, Anton Kall, Kelsey McOwat, Roz Shafran, Terence Stephenson, Laila Xu, CLoCk Consortium Members

Summary: Loneliness is common among children and young people and is an independent risk factor for poor health. This study identified different trajectories of loneliness and found associations with socio-demographic characteristics. Higher loneliness trajectories were associated with worse health outcomes.

PSYCHOLOGY RESEARCH AND BEHAVIOR MANAGEMENT (2023)

Article Pediatrics

Post-COVID-19 condition at 6 months and COVID-19 vaccination in non-hospitalised children and young people

Snehal M. Pinto Pereira, Manjula D. Nugawela, Natalia K. Rojas, Roz Shafran, Kelsey McOwat, Ruth Simmons, Tamsin Ford, Isobel Heyman, Shamez N. Ladhani, Emily Y. Cheung, Lana Fox-Smith, Emma Dalrymple, Terence Stephenson

Summary: This study aimed to describe the physical and mental health of children and young people 6 months after infection with SARS-CoV-2 and investigate whether COVID-19 vaccination had any impact. The results showed that those who tested positive for the virus had more severe symptoms compared to those who tested negative, but vaccination did not significantly affect the symptoms. After 6 months, there were no significant differences in mental health, well-being, fatigue, and quality of life between those who tested positive and negative.

ARCHIVES OF DISEASE IN CHILDHOOD (2023)

Review Behavioral Sciences

The relationships between perfectionism and symptoms of depression, anxiety and obsessive-compulsive disorder in adults: a systematic review and meta-analysis

Thomas Callaghan, Danyelle Greene, Roz Shafran, Jessica Lunn, Sarah J. Egan

Summary: Perfectionism is associated with depression, anxiety, and OCD. Perfectionistic concerns have a stronger relationship with psychological distress than perfectionistic strivings, but strivings are still significantly related to distress.

COGNITIVE BEHAVIOUR THERAPY (2023)

No Data Available