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. 2024 Mar 1;47(1):100. doi: 10.1007/s10143-024-02325-z

Endovascular coiling versus neurosurgical clipping in the management of aneurysmal subarachnoid haemorrhage in the elderly: a multicenter cohort study

Keng Siang Lee 1,2,3,✉,#, Isabel Siow 4,#, Lily WY Yang 5, Aaron SC Foo 1, John JY Zhang 1, Ian Mathews 6, Chun Peng Goh 1, Colin Teo 1, Bolem Nagarjun 1, Vanessa Chen 1, Sein Lwin 1, Kejia Teo 1, Shiong Wen Low 7, Ira SY Sun 7, Boon Chuan Pang 8, Eugene WR Yang 8, Cunli Yang 9, Anil Gopinathan 9, Tseng Tsai Yeo 1, Vincent DW Nga 1
PMCID: PMC10907408  PMID: 38427140

Abstract

The comparability of endovascular coiling over neurosurgical clipping has not been firmly established in elderly patients with aneurysmal subarachnoid haemorrhage (aSAH). Data were obtained from all patients with aSAH aged ≥60 across three tertiary hospitals in Singapore from 2014 to 2019. Outcome measures included modified Rankin Scale (mRS) score at 3 and at 6 months, and in-hospital mortality. Of the 134 patients analyzed, 84 (62.7%) underwent coiling and 50 (37.3%) underwent clipping. The endovascular group showed a higher incidence of good mRS score 0–2 at 3 months (OR = 2.45 [95%CI:1.16–5.20];p = 0.018), and a lower incidence of in-hospital mortality (OR = 0.31 [95%CI:0.10–0.91];p = 0.026). There were no significant difference between the two treatment groups in terms of good mRS score at 6 months (OR = 1.98 [95%CI:0.97–4.04];p = 0.060). There were no significant differences in the incidence of complications, such as aneurysm rebleed, delayed hydrocephalus, delayed ischemic neurological deficit and venous thromboembolism between the two treatment groups. However, fewer patients in the coiling group developed large infarcts requiring decompressive craniectomy (OR = 0.32 [95%CI:0.12–0.90];p = 0.025). Age, admission WFNS score I–III, and coiling were independent predictors of good functional outcomes at 3 months. Only age and admission WFNS score I–III remained significant predictors of good functional outcomes at 6 months. Endovascular coiling, compared with neurosurgical clipping, is associated with significantly better short term outcomes in carefully selected elderly patients with aSAH. Maximal intervention is recommended for aSAH in the young elderly age group and those with favorable WFNS scores.

Keywords: Aneurysm, Subarachnoid hemorrhage, Elderly, Geriatric, Endovascular, Clipping, Cohort study

Introduction

Longer life expectancies are leading to aging populations and rising incidence of aneurysmal subarachnoid haemorrhage (aSAH) [13]. The advent of minimally invasive aneurysm securing techniques has encouraged a gradual shift in treatment paradigm for this age group to encompass early treatment comprising microsurgical clipping, endovascular coiling and neurointensive care [4, 5]. As a result, clinical practice has also changed and more elderly aSAH patients are being referred to neurosurgical centers [6, 7].

Treatment of elderly patients with aSAH however still remains a clinical challenge [3, 5, 8, 9], largely owing to their higher rate of poor clinical grade on admission, severe aSAH on initial computed tomography (CT) scan, and general complications [10, 11]. Older age within this cohort has also been associated with poor outcomes [5]. The literature reporting outcomes for elderly patients with aSAH is scarce and optimal management of this condition in the elderly remains unclear [4, 9, 10, 1215].

Whilst the recommendation for endovascular coiling over surgical clipping for SAH in general is relatively well established [1619], the International Subarachnoid Aneurysm Trial (ISAT) has been the only large, multicenter, RCT that compared neurosurgical clipping with detachable platinum coils in patients with ruptured intracranial aneurysms, who were considered to be suitable for either treatment [16, 17]. However, results of ISAT have continued to generate some criticism, mainly because of its selection bias.

For example, the vast majority of the enrolled patients, had a favourable grade at the time of enrolment, 95% of the aneurysms were in the anterior cerebral circulation, and 90% were smaller than 10 mm. This makes it difficult for clinicians to generalise the results to their own practice. Hence whether the superiority of coiling still prevails in the elderly subgroup remains unconfirmed. Therefore, our study aims to explore the outcomes of endovascular coiling and neurosurgical clipping in a unique cohort of elderly patients with aSAH.

Methods

Data collection

This cohort study adhered to the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) guidelines. Ethics approval was obtained from the institutional review board before commencement of the study. Data were obtained retrospectively from the National University Health System (NUHS) cluster in Singapore which included the National University Hospital, Khoo Teck Puat Hospital and Ng Teng Fong General Hospital, over a period of six years from 2014 to 2019. Electronic medical records were reviewed for all for elderly patients (aged 60 years and above) who had undergone treatment for aSAH, within 24 hours, at our institutions. The definition of ‘elderly’ may vary according to chronological, biological, psychological, and social aspects. In this study patients aged 60 years and above were categorized into the elderly age group in line with the definition established by the World Health Organisation (WHO) and United Nations (UN) [12, 20]. Diagnosis of aSAH was confirmed with a computed tomography head scan or a lumbar puncture. Evidence of aSAH was verified by a neuroradiologist on computed tomography angiography or digital subtraction angiography. Patients with no aSAH, or those who did not undergo treatment were excluded from the analysis.

The collected patient variables included: age, gender, smoking history, and comorbidities (hypertension, hyperlipidaemia, diabetes mellitus, and ischaemic heart disease), and World Federation of Neurosurgical Societies (WFNS) score on admission, dichotomized as good (Grades I – III) and poor (Grades IV – V). The following information about aSAH features was extracted: number of aneurysms, size of aneurysms, and location of subarachnoid haemorrhages. Additionally, information on the treatment modality (coiling or clipping) was obtained. The following information about patient complications was also extracted: aneurysm re-rupture, delayed hydrocephalus, delayed ischaemic neurological deficit, large infarct requiring decompressive craniectomy, and venous thromboembolism.

Outcome measures

The primary outcome measure was functional outcome defined by the modified Rankin Scale (mRS) at 3 months and 6 months after aSAH. Furthermore, the outcome was dichotomized as favorable (mRS score of 0–2) or unfavorable (mRS score of 3–6). The secondary outcome was in-hospital mortality.

Statistical analysis

Numerical variables were described as median (interquartile range [IQR]) for non-normal distributions. Normality of data was tested for using the Shapiro-Wilk test. Age was either analyzed as a categorical or a continuous variable. Patients were separated into three age groups: 60–69, 70–79, and ≥80 years. If age was analyzed as a categorical variable, odd ratios (ORs) were compared with the reference category 60–69 years (OR = 1.0) [12]. Comparisons of non-normal numerical data were conducted using the Mann-Whitney U test and comparisons of categorical variables were performed using the Pearson chi-squared test. Multivariable logistic regression was used to identify independent predictors for categorical outcome measures. Covariates were pre-specified based on literature review and expert opinion and included age, admission WFNS score, acute hydrocephalus, aneurysm size and treatment modality.

Additional sensitivity analyses were performed to confirm the robustness of the primary analysis using complete case analysis. Additional series of outcome analyses were performed using multiple imputations by chained equations to address missing covariate and outcome data [2123]. Multiple imputations were chosen as it can account for uncertainty owing to missing data whilst preserving important data relationships. Ten imputations were used for the relatively modest proportion of missing data [2123].

Data were collated in Microsoft Excel (Microsoft, Redmond, WA, USA). All statistical analyses were performed using R software version 4.2.1 (R Foundation for Statistical Computing, 2022). P-values less than 0.05 were considered statistically significant.

Results

Baseline characteristics

A total of 134 patients were included in our analysis (Fig. 1). The median age of these patients was 68.5 years (IQR 64–74). There were 104 females (77.6%) and 30 males (22.4%), with only six patients (4.5%) having a history of smoking. Eighty-seven patients (64.9%) exhibited at least one comorbidity. The most common comorbidities were hypertension in 75 patients (56.0%), hyperlipidaemia in 58 (43.3%), diabetes mellitus in 18 (13.4%) and ischaemic heart disease in 17 patients (12.7%). On admission, 70 patients (52.2%) had good admission WFNS grade (I – III).

Fig. 1.

Fig. 1

Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) flow chart demonstrating inclusion/exclusion of patients identified across the National University Health System (NUHS) cluster in Singapore from 2014 to 2019

Eighty-four patients (62.7%) underwent coiling whilst 50 patients (37.3%) underwent clipping. Twenty seven (20.1%) patients had multiple aneurysms, 24 (17.9%) with two aneurysms and three (2.2%) with three aneurysms. Ninety one patients (67.9%) had aneurysm < 7 mm in size, with 103 (76.9%) located anteriorly. Table 1 compares the baseline patient and aneurysm characteristics, between the coiling and clipping groups which demonstrates no significant difference.

Table 1.

Baseline characteristics of the study population

Endovascular coiling
(n = 84)
Neurosurgical clipping
(n = 50)
P-value
Age (years) 68 (64–74) 69 (65–74) 0.770
Gender
 Male 21 (25.0) 9 (18.0) 0.347
 Female 63 (75.0) 41 (82.0)
Smoking 4 (4.8) 2 (4.0) 0.837
Comorbidities
 Hypertension 44 (52.4) 31 (62.0) 0.278
 Hyperlipidaemia 32 (38.1) 26 (52.0) 0.116
 Diabetes Mellitus 10 (11.9) 8 (16.0) 0.501
 Ischemic heart disease 12 (14.3) 5 (10.0) 0.471
Acute hydrocephalus requiring EVD 59 (70.2) 42 (84.0) 0.074
Admission WFNS
 I–III 42 (50.0) 28 (56.0) 0.501
 IV–V 42 (50.0) 22 (44.0)
Aneurysm number
 Single 69 (82.1) 38 (76.0) 0.391
 Multiple 15 (17.9) 12 (24.0)
Aneurysm location
 Anterior circulation 60 (71.4) 43 (86.0) 0.053
 Posterior circulation 24 (28.6) 7 (14.0)
Aneurysm size
 < 7mm 61 (72.6) 30 (60.0) 0.130
 ≥ 7mm 23 (27.4) 20 (40.0)

All categorical data presented are as n (%) and all numerical data are presented as median (interquartile range). EVD = External Ventricular Drain; WFNS = World Federation of Neurosurgical Societies

Comparison between endovascular coiling versus clipping

Fifty-five (41.0%) patients had a good functional outcome (mRS score 0–2) at 3 months follow-up, whilst 65 (48.5%) patients had good functional outcome at 6 months follow-up. There were 16 in-hospital mortalities (11.9%) in our cohort of elderly patients. The outcomes and complications sustained between the coiling and clipping groups are presented in Table 2.

Table 2.

Comparison of outcomes between endovascular and neurosurgical treatment

Outcome Endovascular coiling
(n = 84)
Neurosurgical clipping
(n = 50)
OR (95% CI) p-value
mRS 0–2 at 3 months 41 (48.8) 14 (28.0) 2.45 (1.16–5.20) 0.018
mRS 0–2 at 6 months 46 (54.8) 19 (38.0) 1.98 (0.97–4.04) 0.060
Aneurysm rebleed 4 (4.8) 3 (6.0) 0.78 (0.17–3.65) 0.755
Delayed hydrocephalus requiring ventriculoperitoneal shunt 23 (27.4) 20 (40.0) 0.57 (0.27–1.19) 0.130
Delayed ischemic neurological deficit 14 (16.7) 4 (8.0) 2.30 (0.71–7.41) 0.155
Large infarct requiring decompressive craniectomy 7 (8.3) 11 (22.0) 0.32 (0.12–0.90) 0.025
Venous thromboembolism 4 (4.8) 1 (2.0) 2.45 (0.27–22.73) 0.415
In-hospital mortality 6 (7.1) 10 (20.0) 0.31 (0.10–0.91) 0.026

All categorical data presented as n (%). mRS = modified Rankin Scale

Neurosurgical clipping group is used as the reference group

The endovascular coiling group showed a higher incidence of good mRS score at 3 months (48.8% in coiling group vs. 28.8% in clipping group; OR = 2.45 [95% CI: 1.16–5.20]; p = 0.018), and a lower incidence of in-hospital mortality (7.1% in coiling group vs. 20.0% in clipping group; OR = 0.31 [95%CI: 0.10–0.91]; p = 0.026). There were no significant difference between the two treatment groups in terms of good mRS score at 6 months (54.8% in coiling group vs. 38.0% in clipping group; OR = 1.98 [95% CI: 0.97–4.04]; p = 0.060). There were no significant differences in the incidence of complications, such as aneurysm rebleed, delayed hydrocephalus, delayed ischemic neurological deficit and venous thromboembolism between the two treatment groups. However, fewer patients in the coiling group developed large infarcts requiring decompressive craniectomy (8.3% in coiling group vs. 22.0% in clipping group; OR = 0.32 [95% CI: 0.12–0.90]; p = 0.025).

Predictors of functional outcomes and mortality

Independent predictors of functional outcome and mortality and their effect sizes are presented in Table 3.

Table 3.

Multivariable logistic regression for predictors of functional outcome and mortality

Outcome Predictor Univariable analysis Multivariable analysis
OR (95% CI) p-value OR (95% CI) p-value

mRS score

0–2 at 3 months

Age* 0.42 (0.24–0.743) 0.003 0.32 (0.17–0.61) < 0.001
Admission WFNS score I–III 3.28 (1.59–6.79) 0.001 3.81 (1.47–9.88) 0.009
Acute hydrocephalus requiring EVD 0.24 (0.11–0.56) < 0.001 0.50 (0.18–1.43) 0.197
Endovascular coiling 2.45 (1.15–5.20) 0.018 3.31 (1.36–8.02) 0.012

mRS score

0–2 at 6 months

Age* 0.52 (0.31–0.87) 0.013 0.46 (0.26–0.79) 0.005
Admission WFNS score I – III 3.47 (1.70–7.06) < 0.001 3.31 (1.42–7.67.0) 0.005
Acute hydrocephalus requiring EVD 0.31 (0.13–0.72) 0.005 1.64 (0.66–4.72) 0.253
Mortality in hospital Admission WFNS score I – III 0.18 (0.05–0.65) 0.004 0.15 (0.04–0.62) 0.008
Aneurysm size ≥7 mm§ 3.17 (1.10–9.17) 0.043 0.69 (0.19–2.5`) 0.577
Endovascular coiling 0.31 (0.10–0.91) 0.026 0.28 (0.08–0.95) 0.041
Large infarct requiring decompressive craniectomy 3.68 (1.10–12.20) 0.026 4.23 (0.87–20.833) 0.075
Delayed hydrocephalus requiring ventriculoperitoneal shunt 0.12 (0.02–0.95) 0.018 0.07 (0.01–0.63) 0.018

EVD = External Ventricular Drain; WFNS = World Federation of Neurosurgical Societies

*Age category 60–69 years is used as the reference group

WFNS Grades IV – V is used as the reference group

Neurosurgical clipping group is used as the reference group

§Aneurysm size < 7 mm is used as the reference group

On univariable analyses, age (p = 0.003), admission WFNS score I – III (p = 0.001), presence of acute hydrocephalus (p < 0.001) and coiling (p = 0.018), were found to be significant predictors of good functional outcomes mRS scores 0–2, at 3 months. On multivariable analysis, only age (p < 0.001), admission WFNS score I – III (p = 0.009), and coiling (p = 0.012) remained statistically significant predictors of good functional outcomes mRS scores 0–2, at 3 months. Figure 2 illustrates the journey amongst the elderly patients with aSAH in terms of their functional outcome by mRS scores.

Fig. 2.

Fig. 2

Alluvial plot to visualize the journey amongst the elderly patients with aneurysmal subarachnoid hemorrhage with the three mRS categories – 0 to 2, 3 to 5 and 6 – at 3 months (N = 134). Journeys of the various mRS categories are represented by a “track” that flows through the stages of independent predictors of good functional outcomes. The columns indicate whether or not the patients had those predictors. The thickness of the track corresponds to the number of respondents who shared the same mRS categories. mRS = modified Rankin scale. WFNS = World Federation of Neurosurgical Societies

On univariable analyses, age (p = 0.013), admission WFNS score I – III (p < 0.001), and presence of acute hydrocephalus (p = 0.005) were found to be significant predictors of good functional outcomes mRS scores 0–2, at 6 months. On multivariable analysis, only age (p = 0.005) and admission WFNS score I – III (p = 0.005) remained statistically significant predictors of good functional outcomes mRS scores 0–2, at 6 months.

On univariable analyses, admission WFNS score (p = 0.004), aneurysm size ≥7 mm (p = 0.043), treatment modality (p = 0.026), large infarct requiring decompressive craniectomy (p = 0.026), and delayed hydrocephalus requiring ventriculoperitoneal shunt (p = 0.018) were found to be significant predictors of in-hospital mortality. On multivariable analysis, admission WFNS score (p = 0.008), treatment modality (p = 0.041), and delayed hydrocephalus requiring ventriculoperitoneal shunt (p = 0.018) remained statistically significant predictors of in-hospital mortality. Sensitivity analyses demonstrated stable and robust risk estimates following application of multiple imputation to account for missing covariates and outcome data.

Subgroup analysis

Within the WFNS score IV – V subgroup, the beneficial effect of coiling over neurosurgical clipping in terms of good mRS scores at 3-month (p = 0.090) and 6-month (p = 0.214) and in-hospital mortality (p = 0.098) diminished. Within the age 60–69 subgroup, the beneficial effect of coiling over neurosurgical clipping in terms of good mRS scores at 3-month was retained (p = 0.038), but lost for good mRS scores at 6-month (p = 0.175) and in-hospital mortality (p = 0.509).

Discussion

Our findings demonstrate that endovascular coiling compared with neurosurgical clipping was associated with higher incidences of good functional outcomes and lower incidences of in-hospital mortality, with no significant differences in the incidence of complications, in terms of aneurysm rebleed, delayed hydrocephalus, delayed ischemic neurological deficit and venous thromboembolism. However, more patients in the clipping group developed large infarcts requiring decompressive craniectomy. A lower age, favorable admission WFNS scores and endovascular treatment were consistently identified as independent predictors of good functional outcomes in elderly patients with aSAH, whilst the latter two factors were also independent predictors of in-hospital mortality.

Our study avoided preselection by including patients who, because of their clinical status, did not receive treatment of the ruptured aneurysm. Numerous studies have reported reasonable outcomes for elderly patients with aSAH, but older and poor-grade patients are often underrepresented in these analyses [4, 10, 11, 14, 15], as they are shown to be predictive of unfavorable outcomes and mortality [5, 12, 15, 24]. An important consideration in the controversial debate around treatment of elderly patients with poor-grade aSAH is the possibility of increasing the number of dependent patients [13]. The elderly are a heterogenous population with the hexegenarians differing clinically from the octogenarian subgroup. A consensus for an age cap for maximal aneurysm treatment remains to be achieved for aSAH. The clinical implications of this are that maximal active aneurysm treatment should be recommended to the young (aged 60–79) elderly subgroup, especially if they are alert at the time of presentation, given the likelihood of positive short term outcomes at 3 months. Indeed this is supported by Goldberg et al. who showed that despite its high initial mortality, maximal treatment of aSAH in the elderly resulted in a reasonable proportion of favorable outcomes [12]. Such a trend is also reflective of improvements in coiling technology and technical know-how which underpin the improvements in patient outcomes. This is further reinforced by an observed increase in the percentage of aSAH cases treated with coiling at our institution from 42% in 2009, to 63% in 2019, reflecting a gradual shift in treatment paradigm in favor of coiling [25]. Notwithstanding, the better patient outcomes after coiling compared with clipping could also be partly explained by the selection bias our included patients were inevitably subjected to [26]. At our institution, all aSAH patients are first considered for coiling, and only proceeds to clipping if not amendable to endovascular means. Hence, the general pool of clipped aneurysms were more complex with poorer grades at admission to begin with, predisposing to postoperative complications [17, 27]. However, these were accounted for in our regression and subgroup analyses.

However, we should note the possibility of coiling losing its advantage over conventional clipping in the long term. Our results showed that elderly aSAH patients who were treated endovascularly had superior functional outcomes compared to those treated neurosurgically in the short term at 3 months post discharge, but there was no statistical significance in outcomes between these two groups by 6 months post discharge. This could indicate the possibility of coiling and clipping yielding comparable outcomes in the long-term, beyond our 6-month follow-up period. Long-term follow-up of the ISAT trial lends some support to this view, reporting a comparable rate of dependency in the coiling and clipping groups in the long run [17, 27]. Moving forward, there is a need for larger prospective trials to shed light on current evidence on this important clinical topic [7]. With increasing evidence supporting the safety and effectiveness of maximal treatment in elderly patients with aSAH [4, 10, 12, 2729], there may finally be sufficient clinical equipoise to warrant a randomized prospective trial that could help to address the question at hand [30].

Limitations

Our findings contribute to addressing this gap in literature on the appropriate management of elderly patients with aSAH, as long as they are interpreted judiciously with the following limitations in mind. The limitations of our study stem from its retrospective nature. First, being a retrospective review, non-standardized documentation of medical records could have resulted in bias in the collected data. This limitation was mitigated by the relatively small proportion of patients with incomplete documentation or lost to follow-up, minimising attrition bias. In addition, application of multiple imputation preserving sample size and statistical power, demonstrated stable and robust risk estimates [2123]. Secondly, the moderate sample size in our cohort limited further subgroup analyses to delineate the benefits of coiling over neurosurgical clipping. Despite additional analyses, our study may have been biased by residual confounders including baseline characteristics such as excessive alcohol consumption or sarcopenia which have been shown to be associated with poorer outcomes, especially in the elderly [31, 32]. For example, Katsuki et al. showed that temporal muscle thickness and area, as indicators of sarcopenia, would indicate premorbid mRS. Further work from us could include sarcopenia as potentially useful to decide surgical indication and to predict outcome after aneurysm treatment in the elderly [32]. Future work could also investigate for particular complications such as seizures and pneumonia. Ryttlefors demonstrated that, in the subgroup of elderly aSAH patients treated in the ISAT, frequency of epilepsy and pneumonia was greater after neurosurgical clipping than after coiling. They had attributed the greater rates of epilepsy to craniotomy, aneurysm dissection, and the use of self-retaining brain retractors and greater rates of pneumonia to prolonged artificial ventilation, and prolonged bed rest in patients who had undergone neurosurgical clipping [27]. Finally, our study was conducted using data from three tertiary institutions, with several different surgeons attending to the patients. There may have been slight differences in management despite a largely standardized protocol at our institutions. However, this is reflective of real-world practice and hence enhances the applicability of our findings to the general cohort of elderly patients with aSAH. The next phase of the study would be to follow-up to at least one year which would be especially valuable, in investigating the rate of complete aneurysmal occlusion and need for reoperation.

Conclusion

Endovascular coiling, compared with neurosurgical clipping, is associated with significantly better short term outcomes in carefully selected elderly patients with aSAH but its benefits diminishes at 6 months. Maximal intervention is recommended for aSAH in the young elderly age group and those with favorable WFNS scores.

Author contributions

Keng Siang, Lee: Conceptualization, methodology, validation, formal analysis, investigation, writing - original draft, writing - review & editing, visualization, funding acquisition. Isabel Siow: Conceptualization, methodology, validation, investigation, data curation, writing - review & editing. Lily Yang: Methodology, validation, investigation, data curation, writing - review & editing. Aaron SC, Foo: Methodology, validation, investigation, writing - review & editing. John J. Y., Zhang: Methodology, validation, investigation, data curation, writing - review & editing. Ian Mathews: Methodology, validation, writing - review & editing. Chun Peng Goh: Methodology, validation, writing - review & editing. Colin Teo: Methodology, validation, writing - review & editing. Bolem Nagarjun: Methodology, validation, writing - review & editing. Vanessa Chen: Methodology, validation, investigation, writing - review & editing. Sein Lwin: Methodology, validation, writing - review & editing. Kejia Teo: Methodology, validation, writing - review & editing. Shiong Wen Low: Methodology, validation, writing - review & editing. Ira SY Sun: Methodology, validation, writing - review & editing. Boon Chuan Pang: Methodology, validation, writing - review & editing. Eugene WR Yang: Methodology, validation, writing - re-view & editing. Cunli Yang: Methodology, validation, writing - review & editing. Anil Gopinathan: Methodology, validation, investigation, writing - review & editing, visualization. Tseng Tsai Yeo: Methodology, validation, investigation, writing - review & editing, visualization, supervision. Vincent DW Nga: Conceptualization, methodology, validation, investigation, writing - review & editing, visualization, supervision.

Funding

Open access funding was provided by King’s College London to Dr Keng Siang Lee.

Data availability

No datasets were generated or analysed during the current study.

Declarations

Ethical approval

Not applicable.

Conflict of interest

The authors report no conflict of interest.

Footnotes

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Keng Siang Lee and Isabel Siow contributed equally to this work.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

No datasets were generated or analysed during the current study.


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