Elizabeth Hill

Dr. Elizabeth Hill

University of Oxford
+2
orcid

Research Focus & Metrics

Academic Career Length

15Years (2012-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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25 February 2022 in IEEE Journal of Biomedical and Health Informatics
Verified
Journal Article
Closed access
HRHector E. Romero
Hector E. Romero
NMNing Ma
Ning Ma
GBGuy J. Brown
Guy J. Brown
Elizabeth HillElizabeth Hill
Elizabeth Hill
Obstructive sleep apnea (OSA) is a chronic and prevalent condition with well-established comorbidities. However, many severe cases remain undiagnosed due to poor access to polysomnography (PSG), the gold standard for Obstructive sleep apnea (OSA) diagnosis. Accurate home-based methods to screen for OSA are needed, which can be applied inexpensively to high-risk subjects to identify those that require PSG to fully assess their condition. A number of methods that analyse speech or breathing sounds to screen for OSA have been previously investigated. However, these methods have constraints that limit their use in home environments (e.g., they require specialised equipment, are not robust to background noise, are obtrusive or depend on tightly controlled conditions). This paper proposes a novel method to screen for OSA, which analyses sleep breathing sounds recorded with a smartphone at home. Audio recordings made over a whole night are divided into segments, each of which is classified for the presence or absence of OSA by a deep neural network. The apnea-hypopnea index estimated from the segments predicted as containing evidence of OSA is then used to screen for the condition. Audio recordings made during home sleep apnea testing from 103 participants for 1 or 2 nights were used to develop and evaluate the proposed system. When screening for moderate OSA the acoustics based system achieved a sensitivity of 0.79 and a specificity of 0.80. The sensitivity and specificity when screening for severe OSA were 0.78 and 0.93, respectively. The system is suitable for implementation on consumer smartphones.

21 February 2024 in Journal of Sleep Research
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Journal Article
Open access
HYHang Yuan
Hang Yuan
Elizabeth HillElizabeth Hill
Elizabeth Hill
SKSimon D. Kyle
Simon D. Kyle
ADAiden Doherty
Aiden Doherty
Summary: The accuracy of actigraphy for sleep staging is assumed to be poor, but examination is limited. This systematic review aimed to assess the performance of actigraphy in sleep stage classification of adults. A systematic search was performed using MEDLINE, Web of Science, Google Scholar, and Embase databases. We identified eight studies that compared sleep architecture estimates between wrist‐worn actigraphy and polysomnography. Large heterogeneity was found with respect to how sleep stages were grouped, and the choice of metrics used to evaluate performance. Quantitative synthesis was not possible, so we performed a narrative synthesis of the literature. From the limited number of studies, we found that actigraphy‐based sleep staging had some ability to classify different sleep stages compared with polysomnography.

15 April 2012 in Journal of Clinical Sleep Medicine
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Journal Article
Closed access
CWCaroline White
Caroline White
Elizabeth HillElizabeth Hill
Elizabeth Hill
IMIan Morrison
Ian Morrison
RRRenata Riha
Renata Riha
REM sleep behavior disorder (RBD) is a parasomnia in which normal muscle atonia of REM sleep is lost. The aim of this study was to confirm if diagnostic delay exists in RBD and identify any contributing factors. A database was compiled of 49 patients with RBD seen at a tertiary referral center from 2005 to 2011 by retrospective review of referral letters and polysomnographic (PSG) reports. Patients with comorbid narcolepsy were excluded. A questionnaire was sent to investigate diagnostic delay, management, and comorbidities. Mean diagnostic delay was 8.7 ± 11 (median 4.5, IQR 1.75-11.75) years in 30 questionnaire responders. Common reasons for diagnostic delay included belief that symptoms were not serious enough to consult a doctor (59%), mild or infrequent occurrence of sleep behavior (56%), belief that symptoms may resolve (47%), and lack of knowledge of treatment options (47%). The bed partner was an important influence, with the decision to seek medical attention being made jointly by the patient and partner in 47%. This study has demonstrated the existence of significant diagnostic delay in RBD, mainly due to lack of understanding of the disorder and its treatment by patients and members of the medical profession.

1 December 2016 in Breathe
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Journal Article
Open access
Elizabeth HillElizabeth Hill
Elizabeth Hill
Key points: Adults with Down syndrome are predisposed to obstructive sleep apnoea/hypopnoea syndrome (OSAHS) due to overlap between the Down syndrome phenotype and OSAHS risk factors. The prevalence of OSAHS in adults with Down syndrome is estimated at 35–42%. This is up to ten-times higher than in the general adult population. Symptoms of OSAHS, including behavioural and emotional disturbances as well as standard symptoms such as sleepiness, should be monitored as part of regular health surveillance in adults with Down syndrome. There is evidence that the use of continuous positive airway pressure (CPAP) therapy in adults with Down syndrome and comorbid OSAHS can lead to significant improvements in subjective sleepiness, behaviour and cognitive function, though further large-scale trials are required. Educational aims: To discuss the relationship between the phenotypic features of Down syndrome and the risk factors for obstructive sleep apnoea/hypopnoea syndrome (OSAHS). To examine the prevalence of OSAHS in adults with Down syndrome. To review recent research into the effectiveness of treatment of OSAHS in adults with Down syndrome using continuous positive airway pressure (CPAP) therapy. Obstructive sleep apnoea/hypopnoea syndrome (OSAHS) is characterised by repeated cycles of upper airway obstruction during sleep, leading to diurnal symptoms. Individuals with Down syndrome are predisposed to OSAHS due to overlap between the Down syndrome phenotype and OSAHS risk factors. Recent large studies using subjective and objective measures estimate that OSAHS affects around 40% of adults with Down syndrome, in contrast to 2–4% of the general adult population. The “double-hit” of comorbid Down syndrome and OSAHS may accelerate cognitive decline in adults with Down syndrome. However, with the appropriate care and support, OSAHS can be treated effectively in this group using continuous positive airway pressure (CPAP) therapy, improving daytime function and behaviour. Symptoms of OSAHS should be routinely monitored in this population, with testing and treatment available to all adults with Down syndrome; however, this is not currently commonplace, and health inequalities are evident.

1 July 2020 in Eye
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Journal Article
Open access
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MGMichael Grinton
Michael Grinton
JSJaswant Sandhu
Jaswant Sandhu
ASAudrey Shwe-Tin
Audrey Shwe-Tin
DSDavid H Steel
David H Steel
DTDarren Shu Jeng Ting
Darren Shu Jeng Ting
CWClara Wu
Clara Wu
Purpose To examine the incidence, characteristics and outcomes of posterior capsular rupture (PCR) cases amongst the ophthalmology trainees and to evaluate the trainees’ confidence in managing PCR. Methods A two-staged cross-sectional study was carried out between September 2017 and April 2018 in the North East of England, UK. All ophthalmology trainees were surveyed on their confidence level in managing PCR and the characteristics and outcomes of their PCR cases. Results Fifteen (71.4%) out of 21 trainees completed the study. The mean number of phacoemulsification was 268.9 ± 250.9 cases (range, 0–705) per trainee. There were 82 (1.9%) cases of PCR reported among 4303 phacoemulsification. PCR occurred most commonly during quadrant removal (44.0%) and cortex removal (21.3%). The best-corrected visual acuity (in logMAR) improved significantly from 0.47 ± 0.32 preoperatively to 0.20 ± 0.19 postoperatively (p < 0.001). The supervising consultant took over 80.5% of the PCR cases. The PCR rate decreased significantly from 3.1% at 0–100 cases to 0.6% at 301–400 cases (p = 0.004) and to 0.4% at >500 cases (p = 0.005). Confidence in managing PCR (without supervision) improved from 0% (9/9) at junior level to 50% (3/6) at senior level, and the average number of anterior vitrectomies performed was 0.6 ± 0.9 (range: 0.0–2.0). Conclusions We observed a low PCR rate among the trainees in our region, with the majority of cases achieving good visual outcome. A significant reduction in PCR rate was observed at the threshold of >500 cases. There is however a lack of confidence among trainees in managing PCR, highlighting the need for devising new training strategies in this area.

12 November 2020 in Brain Sciences
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Journal Article
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Elizabeth HillElizabeth Hill
Elizabeth Hill
DFDonna M Fairley
Donna M Fairley
LWLinda J Williams
Linda J Williams
GSGoffredina Spanò
Goffredina Spanò
SCSally-Ann Cooper
Sally-Ann Cooper
RRRenata Riha
Renata Riha
Adults with Down syndrome (DS) are predisposed to obstructive sleep apnoea (OSA), but the effectiveness and acceptability of continuous positive airway pressure treatment (CPAP) in this group has rarely been formally assessed. This study was designed as a pilot randomised, parallel controlled trial for one month, continuing as an uncontrolled cohort study whereby the control group also received the intervention. Symptomatic, community-dwelling DS individuals exhibiting ≥10 apnoeas/hypopneas per hour in bed on a Type 3 home sleep study were invited to participate in this study, with follow-up at 1, 3, 6, and 12 months from baseline. Measurements of sleepiness, behaviour, cognitive function and general health were undertaken; the primary outcome was a change in the pictorial Epworth Sleepiness Scale (pESS) score. Twenty-eight participants (19 male) were enrolled: age 28 ± 9 year; body mass index 31.5 ± 7.9 kg/m2; 39.6 ± 32.2 apnoeas/hypopneas per hour in bed; pESS 11 ± 6/24. The pilot randomised controlled trial at one month demonstrated no change between the groups. At 12 months, participant (p = 0.001) pESS and Disruptive (p < 0.0001), Anxiety/Antisocial (p = 0.024), and Depressive (p = 0.008) behaviour scores were reduced compared to baseline. Improvement was noted in verbal (p = 0.001) and nonverbal intelligence scores (p = 0.011). General health scores also improved (p = 0.02). At the end of the trial, 19 participants continued on treatment. Use of CPAP in adults with DS and OSA led to a number of significant, sustained improvements in sleepiness and behavioural/emotional outcomes at 12 months.