Clarke, Gold and Pedersen are validated methods to assess awareness of hypoglycaemia. Identifying impaired awareness of hypoglycaemia (IAH) is critical for supporting people with structured education and diabetes technologies, to reduce harm of hypoglycaemia. This study compares the Clarke score, Gold score and Pedersen methods and their correlations with features of hypoglycaemia unawareness and patient characteristics, to evaluate the accuracy of the methods in identifying IAH.
Methods
This retrospective, observational questionnaire-based study collected routine clinical data from 100 people with type 1 diabetes. The questionnaire included the three validated scoring methods, frequency of severe and nocturnal hypoglycaemia, knowledge and worry of hypoglycaemia and hypoglycaemia symptom scores using the Edinburgh Hypoglycaemia Scale. Data were analysed for IAH prevalence and the associations with features of IAH. The concordance of Clarke, Gold and Pedersen methods was evaluated using Spearman’s correlation coefficient.
Results
The prevalence of IAH in this cohort identified by Clarke, Gold and Pedersen methods was 18%, 19% and 61% respectively. The mean autonomic symptom score in people with IAH was significantly reduced using the Clarke method (P = 0.0002) but not on Gold (P = 0.12) and Pedersen methods (P = 0.79). For people with IAH assessed using the Clarke method, scores for night-time worry regarding hypoglycaemia (P = 0.04) and self-reported frequency of nocturnal hypoglycaemia (P = 0.001) were increased. Spearman’s correlation coefficients between Pedersen and Clarke and Pedersen and Gold were Rs = 0.555 (P < 0.001) and Rs = 0.645 (P < 0.001) respectively. A moderate association was observed between Clarke and Gold Rs = 0.5669 (P < 0.001).
Conclusion
Whilst Clarke and Gold methods determined a similar prevalence of IAH, people identified with IAH assessed by the Clarke method had a significant association with the features and characteristics of IAH, including reduced autonomic symptoms. This study suggests that performing more than one score is important for a reliable risk assessment of IAH.
Recurrent hypoglycaemia remains an important cause for morbidity and mortality in type 1 diabetes. Impaired awareness (IAH) of hypoglycaemia is common and results in inappropriate behavioural and physiological responses to restore blood glucose leading to recurrent hypoglycaemia.
Recognition and assessment of IAH is critical to direct appropriate medical, behavioural and educational treatment. Current strategies to diagnose IAH in clinical settings rely on the use of validated methods based on patient questionnaires.
This observational study aims to compare three validated methods used to assess impaired awareness of hypoglycaemia in a large city teaching hospital.
This study reveals differences between characteristics of people with IAH defined by Clarke, Gold and Pedersen methods.
The study highlights that care must be taken when using these methods in clinical and research settings given their non-equivalence and that multiple methods of assessment should be considered to obtain a reliable risk assessment of IAH.
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Introduction
Despite advances in diabetes management, hypoglycaemia still remains a major adverse effect of insulin treatment and barrier to achieve optimal glycaemic control in diabetes [1]. Hypoglycaemia accounts for significant morbidity, mortality, worry and impacts on quality-of-life, employment and ability to drive in people with type 1 diabetes mellitus [2‐7].
The widespread use of intensified insulin treatment and lower glycaemic targets in the management of type 1 diabetes mellitus may promote the development of impaired awareness of hypoglycaemia (IAH) [8]. IAH results in a marked reduction in hypoglycaemic symptoms and is also associated with attenuated counterregulatory hormonal responses to hypoglycaemia [8]. Therefore, IAH results in inappropriate behavioural and physiological responses to restore blood glucose that leave patients exposed to the effects of hypoglycaemia more frequently and for a longer duration [9]. Furthermore, increased recent and recurrent exposure to hypoglycaemia leads to further impairment of awareness [10].
Recognition and assessment of IAH is critical to direct appropriate medical, behavioural and educational treatment [11]. Structured education, such as DAFNE (Dose Adjustment for Normal Eating), and new diabetes technologies, such as CGM (continuous glucose monitoring) and CSII (continuous subcutaneous insulin infusion), are used to reduce to reduce episodes of severe hypoglycaemia and restore awareness of hypoglycaemia [11‐14]. Assessment of IAH is also important for meeting current European driving standards [7]. Current strategies to assess IAH in clinical settings rely on the use of validated methods based on patient questionnaires. Three validated methods have been used extensively in this regard [9, 15, 16]. This study aims to compare three validated methods used to assess impaired awareness of hypoglycaemia in a large city teaching hospital. The prevalence of IAH and its associations with features of IAH and patient characteristics were investigated. This retrospective study also illustrated the difficulty in recognising IAH in clinical settings. The aims of this study are to compare the validated questionnaire-based methods for assessing IAH with clinical characteristics and clinical features of hypoglycaemia unawareness and therefore to provide an assessment of accuracy for these methods in assessing IAH.
Methods
Study Population
One hundred adults with type 1 diabetes mellitus attending an urban adult diabetes outpatient clinic between January 2016 and August 2016 undertook a routine clinic questionnaire detailed below. Exclusion criteria consisted of pregnancy, advance renal failure and inability to understand or complete the questionnaire. Four adults were unable to complete the questionnaire. Two were excluded because of language difficulties and a further two were excluded because of incomplete responses. A member of the clinical team was present to assist with clarification of the content of the questionnaire if needed. Baseline demographic and clinical information was assessed using patient records. Haemoglobin A1c was measured using a standard method on the Menarini HA-8160 (Menarini Pharma, UK) analyser. The results were Diabetes Control and Complications Trial (DCCT) aligned; the local reference range for HbA1c is 5.0–6.5%.
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The study was not required to have institutional review board (IRB) approval as it used existing routine clinical data accessed directly by the clinical team caring for the patients and met local requirements to be undertaken as a clinical audit. No intervention was implemented on the patients for the purpose of the study, and no patient-identifiable information was used in the study. Retrospective analysis of questionnaires used in routine practice was approved as an audit by Imperial College Healthcare NHS Trust Clinical governance office. Informed consent was obtained from all participants at the time of questionnaire completion.
Questionnaire and Assessment of IAH
A single questionnaire incorporated the validated hypoglycaemia awareness scoring methods of Gold et al., Clarke et al. and Pedersen-Bjergaard et al. [9, 15, 16]. The questionnaire included the question ‘how often in the last month have you had readings < 3.5 mmol/L at night?’ with responses being ‘Never’, ‘1 to 3 times/month’,’1 time/week’, ‘4.5 times/week’ and ‘almost every night’, to assess frequency of nocturnal hypoglycaemia. Hypoglycaemia symptom scores were assessed using the Edinburgh Hypoglycaemia Scale in this questionnaire [17]. The retrospective recall of severe hypoglycaemia over a period of 1 year, which is a robust measure in people with type 1 diabetes was also assessed in this questionnaire [18]. A seven-point Likert scale with 1 representing ‘never’ or ‘strongly disagree’ and 7 representing ‘always’ or ‘strongly agree’ was used to assess knowledge to avoid future hypoglycaemic episodes, daytime and night-time worry for hypoglycaemia. IAH and normal awareness (NA) was assessed as per the scoring methods provided by Clarke et al., Gold et al. and Pedersen et al. [9, 15, 16]. On the Gold and Clarke methods, a score of 4 or more implied IAH [9, 15]. Using the Pedersen method people who answered ‘usually’ or ‘never’ were considered to have IAH [16]. Self-reported poor symptoms of hypoglycaemia were also assessed separately as a cause for hypoglycaemia using a seven-point Likert scale with 1 representing ‘strongly disagree’ and 7 representing ‘strongly agree’.
Statistical Analysis
All analyses were performed using SPSS version 14.0 for Windows (SPSS Inc., Chicago, IL, USA). A P value less than 0.05 was considered to be significant. Initial comparisons between hypoglycaemic aware and unaware groups for continuous variables were performed using the two-sample Student’s t test and those for non-continuous variables were performed using a Mann–Whitney U test. For categorical variables, differences in proportions between the groups were compared using the chi-square test or Fisher’s exact test when necessary. To assess the relationship between two variables Spearman’s correlation, Matthews’ correlation coefficient and kappa score were used. All results are reported as mean ± SEM (standard error of mean) unless indicated. Results as mean ± SD (standard deviation) are provided in the supplementary material.
Results
Baseline Characteristics
The questionnaire was completed by 100 adults (46 male) with type 1 diabetes (Table 1). Mean ± SEM for age (years) 44 ± 1.4; duration of diabetes 21.8 ± 1.4 years; glycated haemoglobin (HbA1c) 69.6 ± 2 mmol/mol; body mass index (BMI) in men 25.7 ± 0.6 kg/m2; BMI in women 26.0 ± 0.7 kg/m2. Among the cohort, 78% were using insulin analogues, 19% a mixture of short-acting analogue and long-acting human insulin and 3% were using human insulins alone. 83% used a basal-bolus regimen, 11% used CSII and 3% were on twice or thrice daily regimens of fixed insulin mixtures; 51% of people had completed a diabetes structured education programme.
Table 1
Characteristics of people with normal awareness (NA) and impaired awareness of hypoglycaemia (IAH) defined by Clarke, Gold and Pedersen methods in 100 people with type 1 diabetes
Clarke
Gold
Pedersen
NA (n = 82)
IAH (n = 18)
P*
NA (n = 81)
IAH (n = 19)
P*
NA (n = 39)
IAH (n = 61)
P*
General characteristics
Age (years)
42.4 (1.5)
53.7 (3.1)
0.002
43.3 (1.5)
49.4 (3.7)
0.09
43.5 (2.0)
45.7 (1.9)
0.28
Gender, no. male (%)
41/82 (50)
5/13 (38.5)
0.12
40/81 (49.4)
6/19 (31.6)
0.21
20/39 (51.3)
26/61 (42.6)
0.42
Duration of diabetes (years)
19.6 (1.5)
30.4 (2.6)
0.002
20.2 (1.4)
29.1 (4.0)
0.02
18.2 (2.0)
24.3 (1.9)
0.04
HbA1c (mmol/mol)
69.2 (2.2)
71 (4.0)
0.73
70.6 (2.3)
65.3 (2.5)
0.3
70.7 (3.6)
68.8 (2.3)
0.63
DKA episodes
0.3 (0.0)
0.3 (0.1)
0.97
0.29 (0.07)
0.26 (0.10)
0.87
0.2 (0.1)
0.3 (0.1)
0.34
SH episodes
0.2 (0.0)
0.6 (0.2)
0.02
0.22 (0.05)
0.47 (0.22)
0.1
0.1 (0.1)
0.4 (0.1)
0.04
Insulin regimen, no. (%)
Basal bolus
72 (87.8)
14 (77.7)
0.39a
71 (87.7)
15 (78.9)
1a
34 (87.2)
51 (83.6)
1a
CSII
8 (9.8)
3 (16.7)
9 (11.1)
2 (1.1)
4 (10.3)
7 (11.5)
TDS/BD
2 (2.4)
1 (5.6)
1 (1.2)
2 (1.1)
1 (2.6)
2 (3.3)
Insulin type, no. (%)
Analogue
63 (76.8)
15 (83.3)
0.51a
64 (79.0)
14 (73.7)
1a
33 (84.6)
45 (73.8)
0.13a
Mix
17 (20.7)
2 (11.1)
16 (19.8)
3 (15.8)
5 (12.8)
14 (23.0)
Human
2 (2.4)
1 (5.6)
1 (1.2)
2 (1.1)
1 (2.6)
2 (3.3)
Standardised education program, no. (%)
Done within last 2 years
22 (26.8)
2 (11.1)
0.26
18 (22.2)
4 (21.1)
0.93
12 (30.8)
10 (16.4)
0.21
Done over 2 years ago
20 (24.4)
7 (38.9)
24 (29.6)
5 (26.3)
9 (23.1)
20 (32.8)
Not done
40 (48.8)
9 (50.0)
39 (48.1)
10 (52.6)
18 (46.2)
31 (50.8)
Symptom scores
Neuroglycopenic
3.6 (0.2)
2.8 (0.4)
0.04
3.6 (0.2)
3.6 (0.4)
0.98
4.2 (0.2)
3.5 (0.2)
0.84
Autonomic
3.9 (0.1)
2.6 (0.5)
2 × 10–4
3.9 (0.1)
3.3 (0.4)
0.05
3.5 (0.25)
3.6 (0.2)
0.79
Poor hypoglycaemia symptoms
1.5 (0.1)
3.6 (0.5)
4.46 × 10–9
1.5 (0.1)
3.7 (0.5)
6.73 × 10–12
1.3 (0.1)
2.3 (0.2)
0.0006
Sufficient knowledge
5.3 (0.2)
4.5 (0.4)
0.04
5.2 (0.2)
4.7 (0.4)
0.14
5.5 (0.2)
4.9 (0.2)
0.09
Worry regarding hypoglycaemia
Daytime
3.2 (0.2)
3.9 (0.5)
0.08
3.3 (0.2)
3.3 (0.4)
0.92
3.1 (0.3)
4.1 (0.3)
0.43
Night-time
4.2 (0.2)
5.3 (0.5)
0.04
4.3 (0.2)
4.9 (0.4)
0.19
3.4 (0.2)
4.6 (0.3)
0.26
Frequency of readings < 3.5 mmol/L at night, no. (%)
≤ 3/month
74 (90.2)
10 (55.6)
0.001
70 (86.4)
14 (73.7)
0.18
34 (87.1)
51 (83.6)
1
> 3/month
8 (9.8)
6 (33.3)
11 (12.3)
4 (26.3)
5 (12.8)
10 (16.4)
All results in mean ± SEM unless stated otherwise
DKA episodes diabetic ketoacidosis episodes in the last year, SH episodes severe hypoglycaemic episodes in the last year, CSII constant subcutaneous insulin infusion therapy, TDS/BD twice or thrice daily insulin injections
*P value less than 0.05 was considered to be significant
aComparison performed between two largest subgroups because of small patient numbers in TDS/BD (insulin regimen) and human (insulin type) subgroups
Prevalence and Patient Characteristics of IAH
The prevalence of IAH as identified by the Clarke, Gold and Pedersen methods was 18%, 19% and 61% respectively (Table 1). The prevalence of IAH was 7% if a revised version of the Pedersen method was used where “always and usually” represented normal awareness and “occasionally and never” represented IAH.
People with IAH had a significantly longer duration of diabetes (P = 0.002, 0.02 and 0.04 on Clarke, Gold and Pedersen methods respectively), increased age on Clarke method only (P = 0.002) as compared to normal awareness. There were no significant differences in insulin regimen and insulin type between both groups. There was a significantly increased number of severe hypoglycaemic episodes in the previous year for people with IAH using the Clarke (P = 0.02) and Pedersen (P = 0.04) methods but not the Gold method.
Hypoglycaemia Symptom Scores
The mean autonomic symptom score in people with IAH as compared to normal awareness was significantly reduced using the Clarke method (P = 0.0002) but not on Gold (P = 0.12) and Pedersen methods (P = 0.79). The mean neuroglycopenic symptom scores were similar between both groups. People with IAH according to Clarke, Gold and Pedersen declared a significantly greater poor hypoglycaemia symptoms score (Clarke: P = 4.46 × 10–9, Gold: P = 6.73 × 10–12, Pedersen: P = 0.0006) as a cause for hypoglycaemia. The scores are detailed in Table 1.
Patient Education
Among the cohort, 51% of people had completed a structured education programme and completion rates were similar between groups (Table 1). On the Clarke method, scores for knowledge to prevent future hypoglycaemic events were reduced in people with IAH compared to normal awareness (P = 0.04).
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Worry and Night-Time Hypoglycaemia
Scores for night-time worry regarding hypoglycaemia (P = 0.04) and self-reported frequency of night hypoglycaemia (P = 0.001) were increased in people with IAH as compared to normal awareness, using the Clarke method. Scores for daytime worry regarding hypoglycaemia were similar in both groups (Table 1).
Relationship Between Clarke, Gold and Pedersen Methods
Spearman’s correlation coefficients between Pedersen and Clarke and Pedersen and Gold were Rs = 0.555 (P < 0.001) and Rs = 0.645 (P < 0.001) respectively (Table 1). The true positives, true negatives, false positives and false negatives of the Pedersen score based on the Clarke score were 17, 44, 38 and 1 out of 100 patients respectively. The sensitivity, specificity, positive predictive value and negative predictive value of the Pedersen score based on the Clarke score was 94.4%, 46.3%, 27.9% and 97.4% respectively.
A moderate association between Clarke and Gold methods was observed (Rs = 0.5669, R2 = 0.38, P < 0.001) (Fig. 1). The true positives, true negatives, false positives and false negatives of the Gold score based on the Clarke score were 11, 74, 8 and 7 out of 100 patients respectively. The sensitivity, specificity, positive predictive value and negative predictive value of the Gold score based on the Clarke score was 61.1%, 90.2%, 57.9% and 91.4% respectively.
Fig. 1
Comparison of scores on Clarke and Gold methods. Each point on the scatter plot represents a single patient with respective Gold (y-axis) and Clarke (x-axis) scores. A line of best fit is drawn (Rs = 0.5669, R2 = 0.38, p < 0.01). On both Clarke and Gold methods, a score of 4 or above identifies IAH (dotted line)
×
Discussion
This observational study in a large outpatient clinic population utilises and compares three validated methods to assess prevalence and characteristics of people with IAH [9, 15, 16]. The reported prevalence of IAH using all three methods is in line with recent estimates and is slightly reduced as compared to prevalence of approximately 25–30% using Clarke and Gold methods in older reports [19‐21]. A recent report suggests higher prevalence; however, that study enrolled people with type 1 diabetes with ongoing real-time CGM use who may have been recommended or met local funding criteria for real-time CGM on the basis of their awareness status [22]. The recent reduction in our study compared to older reports may reflect improvements in diabetes treatment, including standardised education. Previous evidence demonstrates that CSII reduces episodes of severe hypoglycaemia and structured education programmes, such as DAFNE, restore awareness of hypoglycaemia [12, 14]. In this study, no significant differences in treatment and education were noted between people with IAH and normal awareness; however, our study size was not powered to assess differences in this. Given the small number of patients who were excluded, it is unlikely that this has confounded the results. However, it is possible that exclusion of patients with advanced renal impairment from this study may have impacted on prevalence of IAH.
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In accordance with previous reports, increased duration of diabetes, age (significant on Clarke method only) and severe hypoglycaemic episodes in the last year (significant on Clarke and Pedersen methods but not Gold method) were noted in people with IAH as compared with normal awareness [19]. Reduction in autonomic symptoms, one of the hallmarks of IAH, was significant in people with IAH compared to normal awareness, using the Clarke method, but not Gold or Pedersen methods [5]. This is in contrast to the previous reports suggesting increased age, severe hypoglycaemic episodes and reduced autonomic symptoms using the Gold method in a large study [20]. This difference is likely due to the decreased sensitivity of the Gold method compared to that of the Clarke method in defining IAH in smaller clinical settings.
The concordance of the three methods to identify IAH was evaluated and values were compared against each other. A previous study that evaluated the concordance between these three questionnaires in identifying people with IAH yielded controversial results [19, 23]. In keeping with that previous report, the Pedersen method in this study was found to overestimate IAH and was a poor clinical discriminator of IAH and normal awareness [19]. However, in this study there was a moderate correlation between Clarke and Gold methods. This is in contrast to a previous report suggesting a strong correlation between both methods [19]. This study details the relationship between the two methods (Fig. 1). Although there is a correlation, our results suggest that this is modest with poor mutual concordance (Fig. 1).
The low sensitivity and positive predictive values of the Gold method against the Clarke method highlight the non-equivalence of these two questionnaires. This is also supported by different patient characteristics and features of IAH between Clarke and Gold methods, especially autonomic symptoms, suggesting that both methods are not equal. These differences may arise from different questionnaire designs. The Gold method relies upon a single-item response. This is more liable to bias, misinterpretation and measurement error as compared to multi-item response questionnaires, such as the Clarke method [24].
In this study we also demonstrate that IAH defined by the Clarke method is associated with decreased self-reported knowledge to avoid future hypoglycaemic events. Night-time worry and self-reported night-time hypoglycaemia are also increased in IAH people defined by the Clarke method. This highlights opportunities to improve education and behaviour in people with IAH, which may help reduce the incidence of hypoglycaemic episodes and improve long-term control. A stepped care approach of structured education and diabetes technologies, such as CSII and CGM to manage impaired awareness of hypoglycaemia and to reduce episodes of severe hypoglycaemia, has been previously recommended [25]. Fear and concerns regarding nocturnal hypoglycaemia in people with type 1 diabetes and families can substantially lead to behaviours such as overeating or insulin under-dosing which may impact on glycaemic control and diabetes complications [26].
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One of the limitations of this study is that there is no gold standard test for IAH. Hypoglycaemia trials may benefit from access to patients with confirmed IAH on multiple modalities. Using such cases alongside hypoglycaemia-aware comparators in a prospective questionnaire study may provide the ability to construct more reliable ROC (receiver operating characteristic) analysis. A potential confounding factor that remains unresolved is the potential for demographics in altering the sensitivity of IAH assessment methods. The study was retrospective in nature, and large-scale prospective studies assessing the performance of each questionnaire in predicting the occurrence of severe hypoglycaemia are needed. Nevertheless, this study reveals important real-world insights regarding the utility of questionnaire-based methods for assessing IAH.
Conclusion
This study reveals differences between characteristics of people with IAH defined by Clarke, Gold and Pedersen methods. Care must be taken when using these methods in clinical and research settings given their non-equivalence. The prevalence of IAH was overestimated using the Pedersen method for this cohort of people with type 1 diabetes, concordant with findings from a previous study [19]. The prevalence of IAH using the Clarke and Gold methods was 18% and 19%, consistent with known evidence.
The National Institute for Health and Care Excellence (NICE) currently recommends the use of the Gold or Clarke scoring tools as methods to assess awareness of hypoglycaemia in people with type 1 diabetes [27]. Although there is no conclusive diagnostic investigation for IAH, our results suggest that care should be taken when using risk assessment scores and that multiple scoring modalities should be used in clinical settings to ensure validity of results with a reliable risk assessment. Further studies are needed to reassess the performance of questionnaire-based methods in larger populations and correlating them with metrics obtained from recent CGM systems with improved accuracies or prospective occurrence of severe hypoglycaemia episodes [22]. Future work focusing on CGM metrics and classification of hypoglycaemia awareness using functional brain imaging may provide us with more accurate diagnostic criteria for IAH.
Acknowledgements
The authors would like to thank the clinical team and participants of the study.
Funding
No funding or sponsorship was received for this study or the publication of this article.
Authorship
All named authors meet the International Committee of Medical Journal Editors (ICMJE) criteria for authorship for this article, take responsibility for the integrity of the work as a whole, and have given their approval for this version to be published.
Disclosures
Kshitiz Ghandi, Beatrice Pieri and Anne Dornhorst have nothing to disclose. Sufyan Hussain reports personal fees from Abbott Diabetes Care and Roche Diabetes care, outside the submitted work. The research work was performed at Imperial College London Healthcare NHS Trust. Writing of the manuscript was performed subsequently at King’s College London. KG is currently at Health Education West Midlands, Birmingham, UK. Beatrice Pieri is currently at York Teaching Hospitals NHS Foundation Trust, York, UK. Sufyan Hussain is currently at Guy’s and St Thomas’ Hospital NHS Trust, London in addition to King’s College London, London, UK.
Compliance with Ethics Guideline
The study was not required to have IRB approval as it used existing routine clinical data accessed directly by the clinical team caring for the patients and met local requirements to be undertaken as a clinical audit. No intervention was implemented on the patients for the purpose of the study, and no patient-identifiable information was used in the study. Retrospective analysis of questionnaires used in routine practice was approved as an audit by Imperial College Healthcare NHS Trust Clinical governance office. Informed consent was obtained from all participants at the time of questionnaire completion.
Data Availability
Anonymised datasets generated and/or analysed during the current study are available from the corresponding author on reasonable request from qualified researchers.
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