Caroline van Heugten’s research while affiliated with Maastricht University and other places

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Publications (432)


Flowchart of the (included) study population.
A biopsychosocial analysis of risk factors for persistent physical, cognitive, and psychological symptoms among previously hospitalized post-COVID-19 patients
  • Article
  • Full-text available

April 2025

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11 Reads

Gisela Claessens

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Debbie Gach

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Caroline M. van Heugten

A significant number of COVID-19 survivors continue to experience persistent physical, cognitive, and psychological symptoms up to one year after discharge. This study aimed to examine the frequency, severity, and progression of and risk factors for these symptoms. This single-centre retrospective cohort study included 126 COVID-19 patients admitted to the VieCuri Medical Centre between 2020 and 2022. Follow-up assessments were conducted at 3 and 12 months postdischarge, including pulmonary function tests, CT scans, bioimpedance analysis, and questionnaires on physical, cognitive, and psychological symptoms. At both follow-up assessments, 31–32% of patients reported moderate to severe physical symptoms, 26–27% reported multiple cognitive symptoms, and 14–18% experienced depressive or posttraumatic stress symptoms (PTSSs). Only anxiety symptoms significantly decreased between the 3-month follow-up and the 12-month follow-up (from 22 to 12%; p = .014). The persistence of symptoms at 12 months was significantly associated with premorbid conditions (chronic respiratory disease, multiple comorbidities), illness severity (infection during the third wave), physical factors (COVID-19-related pulmonary abnormalities, lower total lung capacity, and dyspnoea), and cognitive and psychological factors (cognitive symptoms, anxiety, depression, and PTSS) (p < .05). These findings suggest that a significant proportion of COVID-19 survivors continue to experience persistent symptoms due to biopsychosocial factors, thus emphasizing the need for a biopsychosocial approach in early screening and treatment.

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Figure 1 Prevalence of sensory symptoms in participants with moderate-severe traumatic brain injury (n=387) and non-traumatic brain injury controls (n=60)
Figure 2 Linear associations between the number of reported sensory changes and clinical outcomes in the TBI sample (n=387)
Prevalence and Clinical Significance of Sensory Changes After Moderate-Severe Traumatic Brain Injury

March 2025

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59 Reads

Background: Sensory changes are commonly observed in individuals with moderate-severe traumatic brain injury (msTBI) but remain under-researched. Objectives: This study examined the prevalence of sensory changes after msTBI and relationships with emotional distress, functional disability, and life satisfaction. Methods: A cross-sectional survey was conducted including 387 participants with msTBI (M=12.8 years post-injury; range=0.4–35.0) and 60 controls, not matched on age and sex but recruited in the same time period. Self-reported sensory symptoms were assessed using a custom checklist and the Somatic Symptom Scale–8. Emotional distress, functional disability, and life satisfaction were measured through the Hospital Anxiety and Depression Scale, 12-Item World Health Organization Disability Assessment Schedule 2.0, and Satisfaction With Life Scale. We compared the frequency of sensory symptoms between groups, and associations with demographics, injury factors, and clinical outcomes were examined within the msTBI sample. Results: 70% with msTBI reported experiencing ≥1 sensory changes due to their brain injury, and 35% reported experiencing dizziness in the previous week, averaging 2.2 symptoms in total—significantly higher than controls after adjusting for age and sex. Sensory changes were more common in younger participants (light hypersensitivity), females (light and noise hypersensitivity), those with more severe TBI (overall sensory changes, affected vision, reduced smell), and those fewer years post-injury (overall sensory changes, noise hypersensitivity, reduced smell, altered taste, dizziness), though many of these associations did not survive multiple comparison correction. Sensory changes were clearly and consistently associated with worse clinical outcomes, with medium-large effect sizes for emotional distress and functional disability and smaller effects for life satisfaction. Conclusions: Although causality cannot be established, these findings suggest that sensory changes are a clinically significant issue after msTBI, even among individuals more than a decade post-injury on average. This underscores the need for routine assessment and further research on underlying mechanisms and interventions.


Screening and care for emotional and cognitive problems after stroke: a prospective mixed-methods process evaluation of a cluster-randomized controlled trial

March 2025

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9 Reads

BMC Health Services Research

Background Emotional and cognitive problems are prevalent after stroke. We developed an intervention including screening for emotional and cognitive problems, screening for participation restrictions, self-management support including education and, if needed, referral to rehabilitation services. This intervention was delivered through a nurse-led outpatient consultation at six weeks after stroke. Its effectiveness was examined in a patient-blinded, cluster-randomized controlled trial and its feasibility in a process evaluation. This process evaluation aims to (1) assess the reach, dose and fidelity of the intervention, (2) evaluate barriers and facilitators to implementation and (3) explore experiences from the perspective of healthcare providers. Methods A mixed-methods study was conducted. Specialized nurses offering the intervention completed registration forms to evaluate the reach, dose and fidelity of the intervention. The Barriers and Facilitators Instrument (BFAI) was used to evaluate barriers and facilitators. Furthermore, the specialized nurses participated in a group interview to explore experiences in delivering the intervention. Group interviews were analysed using inductive thematic analysis. Results In total, 262 of 264 patients (99.2%) attended the intervention. In 233 patients (88.9%), all screening instruments were completed. The BFAI demonstrated that the intervention was feasible and was not considered time-consuming or hindered by contextual factors. Barriers to deliver the intervention were limited to patient characteristics. During group interviews, specialized nurses reported that the intervention significantly overlapped with care as usual prior to start of the trial, yet indicated that the intervention provided a more profound understanding of post-stroke sequelae. Conclusions The implementation of a nurse-led intervention, comprising screening and care for emotional and cognitive problems after stroke, was generally well executed and deemed feasible. If this intervention proves to be clinically and/or cost-effective in our upcoming primary analyses, we will advocate to incorporate it in daily clinical practice and to adhere to the implementation strategy as presented in this process evaluation. Trial registration This study was registered at 25 September 2018 in the Netherlands Trial Register (NL7295).




Figure 1. (a) Incremental cost-utility plane. (b) Incremental cost-effectiveness plane.
Abbreviations: SD = standard deviation, QALY = quality-adjusted life-year, and HADS = Hospital and Anxiety Depression Scale. *QALY calculated for the follow-up period (0-12 months). **Statistically significant difference (p < 0.05). a Linear mixed model includes all measurement moments: independent variables are condition, time (continuous), the interaction between time and condition, random intercept expressed at the center and participant level (observations nested within participants and participants nested within centers); the dependent variable contains observations from baseline, T1, T2, and T3. P-value corresponds to the parameter "interaction between time and condition."
Bootstrapped results (bootstrap mean and 95% bootstrap interval) of the base case, scenario analyses, and subgroup analyses
Trial-based economic evaluation of the BrainACT study: acceptance and commitment therapy for anxiety and/or depressive symptoms after acquired brain injury

February 2025

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29 Reads

International Journal of Technology Assessment in Health Care

Introduction Following acquired brain injury (ABI), individuals often experience anxiety and/or depressive symptoms. BrainACT is an adapted form of Acceptance and Commitment Therapy (ACT) tailored to this target group. The current study is a trial-based health-economic evaluation comparing BrainACT to a psychoeducation and relaxation control treatment. Methods An economic evaluation from a societal perspective was conducted in the Netherlands alongside a multicenter randomized controlled two-armed parallel trial including 72 participants. A cost-utility and cost-effectiveness analysis was conducted where incremental costs, quality-adjusted life-years (QALYs), and anxiety/depression (Hospital Anxiety and Depression Scale (HADS) score) were collected and presented over a 1-year follow-up period. Bootstrapping, scenario, and subgroup analyses were performed to test the robustness of the results. Results The BrainACT arm reported non-significant lower total costs (incremental difference of €−4,881; bootstrap interval €−12,139 to €2,330) combined with significantly decreased anxiety/depression (HADS) (3.2; bootstrap intervals 0.7–5.7). However, the total QALYs were non-significantly lower (−0.008; bootstrap interval −0.060 to 0.042) for BrainACT. The probability of the intervention being cost-effective was 86 percent at a willingness-to-accept threshold of €50,000/QALY. The scenario and subgroup analyses confirmed the robustness of the results. Conclusion BrainACT may be a more cost-effective alternative to a psychoeducation and relaxation intervention for anxiety and/or depressive symptoms following ABI. Despite limitations, BrainACT appears to be a promising addition to treatment options in the Netherlands. Further research is needed to validate these findings, and consideration should be given to implementing BrainACT in Dutch clinical settings with ongoing monitoring.


Proposed fear-avoidance model for persistent symptoms after mTBI. mTBI, mild traumatic brain injury.
Participant flowchart.
Catastrophizing Thoughts and Fear-Avoidance Behavior Are Related to Persistent Post-Concussion Symptoms after Mild Traumatic Brain Injury

February 2025

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33 Reads

A small percentage of patients with mild traumatic brain injury (mTBI) does not follow the expected recovery trajectory but develop persistent post-concussion symptoms (PCS). The fear-avoidance model (FAM) is a general biopsychosocial model that may potentially explain the development and continuation of persistent PCS for a subgroup of patients. The aim of the present study was to investigate if the FAM can (at least partially) explain PCS at 3 and 6 months post-mTBI by investigating associations between the elements of the FAM. A prospective, longitudinal, multicenter cohort study with outcome assessments at 2 weeks, 3 months, and 6 months post-mTBI was conducted in 163 patients with mTBI recruited from the emergency department and neurology department within 2 weeks post-mTBI. The FAM components PCS, catastrophizing, fear-avoidance behavior and depressive symptoms correlated significantly with each other at 3 months post-mTBI (p < 0.01) and correlations ranged from 0.40 to 0.72. No significant correlations were found between disuse and the other components. Depressive symptoms at 3 months post-mTBI significantly correlated with PCS at 6 months post-mTBI. Our results suggest that the FAM could be an explanatory model for the development of persistent PCS. This implies that treatment development for patients with persistent PCS could be aimed at the components of the FAM, such as exposure therapy to reduce catastrophizing and avoidance behavior.


Citations (60)


... Some sensory changes may be more closely tied to psychosocial factors, while others may stem directly from physical and neurological damage caused by a moderate-severe injury. For example, noise hypersensitivity may arise in part from anxiety-related over-arousal, creating hypervigilance to noise, as supported by other work [52][53][54][55], while affected vision following msTBI likely reflects damage to the visual system [10]. Both changes, however, were strongly associated with emotional distress in the present study (d=0.72 and 0.70). ...

Reference:

Prevalence and Clinical Significance of Sensory Changes After Moderate-Severe Traumatic Brain Injury
The impact of noise exposure, time pressure, and cognitive load on objective task performance and subjective sensory overload and fatigue
  • Citing Article
  • January 2025

... Exposure therapy is a behavioral treatment approach that involves systematic confrontation with distressing situations, leading to a reduction in fear and avoidance over time. Originally developed for anxiety-related disorders, exposure therapy has been increasingly applied to address broader cognitive and emotional difficulties, including difficulties associated with ADHD (Hecker et al., 2024). The underlying mechanism of exposure therapy involves repeated exposure to challenging situations, enabling individuals to develop alternative cognitive responses and improve emotional resilience (Parsakia et al., 2024). ...

Can Exposure Therapy Be Effective for Persistent Post-Concussion Symptoms? A Nonconcurrent Multiple Baseline Design Across 4 Cases
  • Citing Article
  • November 2024

Journal of Head Trauma Rehabilitation

... Although both anxiety and depression decreased in the Brai-nACT arm, only depression reduction was statistically significant. However, the study's associated clinical effectiveness analysis showed that more participants in the BrainACT arm clinically significantly improved on both outcomes (defined as the patient recovered and significantly improved) (43). ...

Acceptance and commitment therapy for people with depressive and anxiety symptoms following acquired brain injury: Results of the BrainACT randomized controlled trial
  • Citing Article
  • September 2024

Journal of Psychosomatic Research

... TACS has also been shown to have beneficial and lasting effects in recovery after stroke (Naros and Gharabaghi, 2017;Schuhmann et al., 2022;Grigutsch et al., 2024;Middag-van Spanje et al., 2024). The effects of tACS and neglect training were compared with sham to assess the cumulative efficacy of tACS in a double-blind, randomized, placebo-controlled trial by Middag-van Spanje et al. (2024). ...

Alpha transcranial alternating current stimulation as add-on to neglect training: a randomised trial
  • Citing Article
  • August 2024

Brain Communications

... In the literature, there is inconsistency in these rates, with some studies finding similar rates of psychological symptoms 42 and others finding higher rates. For example, compared with nonhospitalized patients who completed similar measures 43 , the prevalence of psychological symptoms in the present study was lower but remained higher than that in the general population before the COVID-19 pandemic 44,45 . In this study, patients were invited to the COVID-19 clinic regardless of symptoms, while in previous studies, patients were often included due to the presence of persistent symptoms 43,46 . ...

Prevalence and predictors of persistent cognitive and psychological symptoms in non-hospitalized post-COVID-19 patients seeking care at an outpatient post-COVID-19 clinic

... We were interested to read the article by Vosse et al. on a cross-sectional study on the influence of cognition, mood and apathy on adherence to home mechanical ventilation (HMV) in patients with myotonic dystrophy type 1 (MD1) using the Montreal Cognitive Assessment (MOCA), the Hospital Anxiety and Depression Scale (HADS) and the Apathy Evaluation Scale (AES) [1] . Among the 60 MD1 patients included, abnormal test results were obtained in 40% (MOCA), 72-77% (AES) and 18% (HADS) [1] . ...

The Role of Cognition, Affective Symptoms, and Apathy in Treatment Adherence with Noninvasive Home Mechanical Ventilation in Myotonic Dystrophy

Journal of Neuromuscular Diseases

... In their observational cohort study of patients who had been hospitalized in Sweden for COVID-19 care approximately 4 months earlier and who reported ongoing functional declines due to post-COVID-19 symptoms, 5 of 158 assessed individuals (3.2%) failed up to two embedded PVTs (Birberg Thornberg et al., 2023). Most recently, in a cohort study of 230 individuals who were an average of 23 months from their COVID-19 diagnosis (30% hospitalized, 53.4% with persistent cognitive complaints), 21 (9.1%) failed a single standalone PVT (Verveen et al., 2024). ...

Neuropsychological functioning after COVID-19: Minor differences between individuals with and without persistent complaints after SARS-CoV-2 infection

... Catastrophizing about PCS was assessed using the Post-Concussion Symptoms Catastrophizing Scale (PCS-CS) which has adequate psychometrics properties. 42 This is an adaption of the Dutch translation of the Pain Catastrophizing Scale. 43,44 The PCS was adapted by replacing the word "pain" with common PCS in all items: "headaches, dizziness, fatigue, memory and concentration problems." ...

Psychometric Properties of Two Instruments Assessing Catastrophizing and Fear–Avoidance Behavior in Mild Traumatic Brain Injury

... 12 Despite their likely relevance, research on the effects of social cognition problems on partner relationships following acquired brain injury is scarce. The results of two recent literature reviews, 13,14 revealing a multitude of factors found to affect partner relationships after ABI, show that social cognition problems have received surprisingly little attention in this regard. The reviews do, however, identify two small-scale quantitative studies investigating the effects of social cognition problems on partner relationships. ...

Factors Related to the Quality and Stability of Partner Relationships After Stroke: A Systematic Literature Review

Archives of Physical Medicine and Rehabilitation

... Following this, an extraction table was developed, and the data were systematically analyzed. In this phase, N = 17 [35][36][37][38][39][40][41][42][43][44][45][46][47][48][49][50][51] articles were included in this research. The statistical analyses performed on the data included calculating central tendency and dispersion measures. ...

Socratic guided feedback therapy after acquired brain injury: A multicenter randomized controlled trial to evaluate effects on self-awareness
  • Citing Article
  • April 2024

Neuropsychological Rehabilitation