Skip to main content
Advertisement
Browse Subject Areas
?

Click through the PLOS taxonomy to find articles in your field.

For more information about PLOS Subject Areas, click here.

  • Loading metrics

Different levels of hypoglycemia in patients with type 2 diabetes, their achieved mean HbA1c vs. all-cause and cardiovascular mortality

  • Seng-Wei Ooi,

    Roles Conceptualization, Data curation, Writing – original draft

    Affiliation Department of Endocrinology, Far Eastern Memorial Hospital, New Taipei City, Taiwan

  • Shu-Tin Yeh,

    Roles Writing – original draft, Writing – review & editing

    Affiliation Department of Endocrinology, Far Eastern Memorial Hospital, New Taipei City, Taiwan

  • Ya-Hui Chang,

    Roles Formal analysis

    Affiliations Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan, Department of Surgery, Massachusetts General Hospital, Boston, MA, United States of America

  • Chung-Yi Li,

    Roles Writing – review & editing

    Affiliations Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan, Department of Public Health, College of Public Health, China Medical University, Taichung, Taiwan, Department of Healthcare Administration, College of Medical and Health Science, Asia University, Taichung, Taiwan

  • Hua-Fen Chen

    Roles Conceptualization, Formal analysis, Writing – original draft, Writing – review & editing

    hfchen@mail.femh.org.tw

    Affiliations Department of Endocrinology, Far Eastern Memorial Hospital, New Taipei City, Taiwan, School of Medicine and Department of Public Health, College of Medicine, Fujen Catholic University, New Taipei City, Taiwan

Abstract

Aim

In patients with type 2 diabetes (T2D), levels of hypoglycemia and their risk of mortality are not well understood. The aim of this study was to ascertain the correlation among disparate levels of hypoglycemia and patients with T2D’s achieved mean glycated hemoglobin A1c (HbA1c) with all-cause and cardiovascular mortality.

Methods

27,932 T2D patients taking hypoglycemic medications at outpatient visits for more than 6 months between 2008 and 2018 were linked to Taiwan’s National Death Registry. We determined the respective mortality rates with Poisson assumption, and explored the relative risks of all-cause and cardiovascular mortality according to dissimilar levels of hypoglycemia with their achieved mean HbA1c by Cox proportional hazard regression model with adjustment of potential confounders.

Results

T2D patients with level 3 hypoglycemia had the highest rates of all-cause and cardiovascular mortality. Compared with those who never encountered hypoglycemia, study subjects with level 1 and level 2 hypoglycemia did not show excessive risks of either all-cause or cardiovascular mortality. Only those with level 3 hypoglycemia revealed marginal risk of all-cause (Hazard ratio [HR]: 1.18; 95% Confidence Interval [CI] 1.04–1.33) but not cardiovascular mortality (HR: 1.16; 95% CI 0.88–1.53). In T2D patients with hypoglycemia, only those with mean HbA1c ≥9.0% increased all-cause mortality in level 3 hypoglycemia, and cardiovascular mortality in level 1 hypoglycemia.

Conclusions

Elevated risk of all-cause mortality was exclusively found in patients with level 3 hypoglycemia. In T2D patients with hypoglycemia, mean HbA1c ≥ 9% increased all-cause or cardiovascular mortality. Aggressive treatment of accompanying serious illness in severe hypoglycemia may help reduce mortality in patients with T2DM.

Introduction

Large prospective randomized controlled trials [1] showed intensive glycemic control was effective to prevent complications in patients with type 2 diabetes (T2D), but hypoglycemia is the major limiting factor in the optimal glycemic management of diabetes. Although some of the previous studies reported that hypoglycemia might be associated with increased all-cause [26] and cardiovascular mortality [6], other studies refuted such associations [7, 8]. Most of the hypoglycemia events were collected by self-report [2, 7, 8] or diagnostic codes [36] rather than documented laboratory values so that the classification of hypoglycemia could not be as specific as that defined by the International Hypoglycemia Study Group [9]. Lack of information about medication use, status of blood glucose and lipid control, which might also have confounded the all-cause and cardiovascular mortality, is also the major limitations of some of the above studies [2, 3].

In both the Action to Control Cardiovascular Risk in Diabetes (ACCORD) trial [10] and the Action in Diabetes and Vascular Disease: PreterAx and Diamicron MR Controlled Evaluation (ADVANCE) trial [11], symptomatic, severe hypoglycemic events were commoner in the intensive glycemic control group. However, in a retrospective epidemiological analysis of data from the ACCORD trial, annual mortality among patients who reported severe hypoglycemia was higher in the group receiving standard treatment rather than in the group receiving intensive treatment [10]. Neither a temporal nor dose–response relationship between hypoglycemia and mortality observed in the ACCORD trial produces the uncertainty about the causal relationship between hypoglycemia and all-cause or cardiovascular mortality. In our previous study [12], higher risks associated with low mean glycated hemoglobin A1c (HbA1c) and all-cause mortality were attenuated by adjustment of medications and comorbidities, but the relationship between mean HbA1c and hypoglycemia patients has not been clearly elucidated.

This study aimed to determine the association between different levels of hypoglycemia classified by the International Hypoglycemia Study Group [9] with all-cause and cardiovascular mortality in T2D patients at Far Eastern Memorial Hospital (FEMH). We also did statistical analyses with further stratification of the calculated mean HbA1c levels in T2D patients with hypoglycemia to see whether the achieved mean HbA1c levels would affect the risk of mortality in each level of hypoglycemia.

Materials and methods

Study subjects

FEMH, a tertiary medical center, has set up its electronic medical database of out-patient and emergency visits since 2001 and 2008, respectively. The details of our out-patient electronic database have been described in previous studies [1214]. In this study, we extended our database to emergency visits electronic records. This study was approved by the Research Ethics Review Committee, Far Eastern Memorial Hospital (108008-F) without the necessity of informed consent.

44,910 patients with diagnosis of diabetes (ICD-9-CM: 250.xx or ICD-10-CM: E10 or E11) from out-patient database (2008–2018) were identified. We excluded 3,251 patients not taking any hypoglycemic medication, 13,467 patients with duration of total out-patient visits at FEMH not more than 6 months, 36 patients with no PIN, and 224 patients with a diagnosis of type 1 diabetes. The number of study subjects in this study altogether were 27,932 patients.

Follow-up, covariates and study endpoints

From the out-patient medical records, the information of oral hypoglycemic agents, insulin, antihypertensive and antilipid medications were collected during the study period as stated in our previous studies [1214]. We also explored each study participant’s comorbidities and complications as described in S1 Table [15]. The laboratory values analyzed in this study were HbA1c, fasting plasma glucose (FPG), low density lipoprotein (LDL), high density lipoprotein (HDL), triglycerides (TG), creatinine (Cr), and hemoglobin (Hb) levels. eGFR was calculated according to the equation previously reported [16]. We chose the highest value of HbA1c, FPG, LDL, HDL, TG, Cr, and the lowest value of Hb for each quarter, and computed mean of the annual mean for the whole study period. Anemia was defined as mean Hb <13 and <12 g/dL for men and women [17], respectively.

If the fasting or postprandial plasma or point-of-care (POC) glucose values of the patients with T2DM detected at out-patient clinic between 2008 and 2018 were ≥54-<70 mg/dL and <54 mg/dL [9], they were defined as level 1 and level 2 hypoglycemia, respectively. The dates of level 1 and 2 hypoglycemia were the first date of incidents occurring at out-patient visit during the study period. We determined those patients who came to the emergency department with the chief complaint of hypoglycemia in association with either glucose administration or blood glucose level ≤70mg/dL documented in the electronic medical record as level 3 hypoglycemia. The date of level 3 hypoglycemia was the first date of an emergency visit with a related hypoglycemia event. If the patient had hypoglycemia for more than one occasion or one level of hypoglycemia during the study period, the index date was set to the first day of the hospital visit due to the most severe level of hypoglycemia. Control group was all other patients with T2D who had never encountered any level of hypoglycemia during the study period. We set the first date of oral or parenteral antidiabetic agent prescription in FEMH as the index date of our study subjects. If it was before Jan 1, 2008, the index date was Jan 1, 2008. The difference between the index date and the date of birth was determined as the age of each T2D patient.

By the linkage of FEMH’s electronic database to Taiwan’s National Death Registry [18], we evaluated all-cause and cardiovascular mortality (ICD-9-CM: 390–392, 393–398, 410–414, 420–429, 430–438 or ICD-10-CM: I01-I02.0, I05-I09, I20-25, I27, I30-I52, I60-I69) of our study subjects. If the patient did not encounter death during the study period and his/ her laboratory value was detected beyond Dec 31, 2018, they were censored at the end of the study (i.e. Dec 31, 2018). For other patients, the dates of the last out-patient visit in FEMH were set to be their censored dates.

Statistical analysis

We used Poisson assumption to calculate all-cause and cardiovascular mortality rates of patients with T2DM by different levels of hypoglycemia. In addition, we determined the relationship of patients’ various levels of hypoglycemia with the relative risks of all-cause or cardiovascular mortality by applying Cox proportional hazard regression model with adjustment of age and sex in model 1; age, sex, medications use, comorbidities and laboratory results in model 2. We also determined the risks of all-cause and cardiovascular mortality by different categories of HbA1c (<6.0, 6.0–6.9, 7.0–7.9, 8.0–8.9, ≥9.0%) in various levels of hypoglycemia of our T2D patients in fully adjusted models. Our statistical analyses were performed with SAS (version 9.4; SAS Institute, Cary, NC).

Results

Patients’ baseline characteristics

Table 1 shows the patients’ baseline characteristics according to the levels of hypoglycemia. T2D patients aged 50–69 years comprised of higher proportions of level 1 and level 2 hypoglycemia, but in level 3 hypoglycemia, half of the patients were those aged >69 years. More men suffered from level 1 and level 2 hypoglycemia while more women were sent to the emergency department for level 3 hypoglycemia. SU and DPP4i prescriptions were the highest in patients with level 1 hypoglycemia. On the other hand, in those patients with level 3 hypoglycemia, metglitinides and insulin use were the greatest while SGLT2i was the least prescribed antidiabetic agent. The percentage of comorbidities and complications were the highest in T2D patients with level 3 hypoglycemia.

thumbnail
Table 1. Characteristics of type 2 diabetic patients according to different levels of hypoglycemia.

https://doi.org/10.1371/journal.pone.0288360.t001

Patients with hypoglycemia had higher mean HbA1c and FPG, but lower mean eGFR, Hb, and LDL. The proportion of patients with mean HbA1c <6.0% were similar among patients with various levels of hypoglycemia or no hypoglycemia. The greatest percentage of patients with all levels of hypoglycemia had their mean HbA1c controlled around 7.0–7.9%, and a higher portion of patients with mean HbA1c ≥9.0% were more likely to develop level 2 and 3 hypoglycemia.

After a follow-up period about 5 years, T2D patients with hypoglycemia were more likely to encounter higher all-cause and cardiovascular mortality. Patients with level 3 hypoglycemia had the most elevated proportion of all-cause (51.62%) and cardiovascular (9.35%) mortality compared to those without hypoglycemia (14.92% and 2.95%, respectively).

Overall rates and relative risks of all-cause and cardiovascular mortality by different levels of hypoglycemia in patients with type 2 diabetes

The lowest overall all-cause mortality was observed in T2D patients with no hypoglycemia (33.27/1,000 patient-year [PY] and level 1 hypoglycemia (35.04/1,000 PY). Those with level 2 hypoglycemia had higher all-cause mortality rates (54.87/1,000 PY), and T2D patients with level 3 hypoglycemia had the most elevated all-cause mortality rates (96.59/1,000 PY).

Compared with patients without hypoglycemia, those who had level 1 hypoglycemia did not increase the risk of all-cause mortality after adjustment of covariates in model 1 (Hazard ratio [HR]: 0.94; 95% confidence interval [CI]: 0.86–1.04) and model 2 (HR: 0.91; 95% CI: 0.81–1.02). In patients with level 2 hypoglycemia, the higher risk of all-cause mortality detected in model 1 (HR: 1.30; 95% CI 1.14–1.48) became statistically inconsequential with additional adjustment of medications, comorbidities, complications, and laboratory results in model 2 (HR: 1.00; 95% CI 0.86–1.16). The highest risks noted in those who had history of level 3 hypoglycemia (HR: 1.63; 95% CI 1.47–1.80) persisted in model 2, but the HR became much attenuated (HR: 1.18; 95% CI 1.04–1.33) (Table 2).

thumbnail
Table 2. Overall rates and relative risks of all-cause and cardiovascular mortality by different levels of hypoglycemia in type 2 diabetic patients.

https://doi.org/10.1371/journal.pone.0288360.t002

Cardiovascular mortality rates were comparable between patients with no hypoglycemia (6.58/1,000 PY) and level 1 hypoglycemia (6.55/1,000 PY), and the rates became higher in patients who encountered level 2 and level 3 hypoglycemia (9.83 and 17.50/1,000 PY, respectively). Patients with level 1 and level 2 hypoglycemia did not reveal any elevated risks of cardiovascular mortality in both model 1 and model 2. Similarly, the higher risks of cardiovascular mortality found in those patients with level 3 hypoglycemia in model 1 (HR: 1.41; 95% CI 1.12–1.79) became statistically insignificant after adjustment of covariates in model 2 (HR: 1.16; 95% CI 0.88–1.53).

Different levels of mean HbA1c in hypoglycemic patients with T2D and relative risks of all-cause or cardiovascular mortality

Table 3 presents the relative risks of all-cause and cardiovascular mortality rates with various levels of mean HbA1c attained during the study period in hypoglycemic T2D patients. We did not observe that low levels of mean HbA1c increase the risk of either all-cause or cardiovascular mortality. Actually, any mean HbA1c achieved did not reveal a significant difference in the risk of all-cause mortality in level 1 and level 2 hypoglycemia. However, in patients with level 3 hypoglycemia, those with mean HbA1c ≥9.0% had higher risks of all-cause mortality (HR: 2.13; 95% CI 1.36–3.34). However, only those patients with mean HbA1c ≥9.0% had a significantly increased risk of cardiovascular mortality in level 1 hypoglycemia, but in all other level of hypoglycemia, the HR became inconsequential after adjustment of confounders.

thumbnail
Table 3. Different levels of hypoglycemia-related relative risks of all-cause and cardiovascular mortality by various mean HbA1c in patients with type 2 diabetes.

https://doi.org/10.1371/journal.pone.0288360.t003

Discussions

During a mean follow-up of 5 years, T2D patients with a history of level 1 and level 2 hypoglycemia in our study did not increase the risk of all-cause and cardiovascular mortality after adjustment for confounding factors. Those with level 3 hypoglycemia, i.e., severe hypoglycemia, were associated with a higher risk of all-cause mortality even after adjustment for medications, comorbidities, complications, and laboratory results. We observed an elevated risk of all-cause mortality in patients with level 3 hypoglycemia if their mean HbA1c ≥9.0% attained during the study period. Similarly, those with mean HbA1c ≥9.0% had a higher risk of cardiovascular mortality in level 1 hypoglycemia.

There were a few studies that estimated the mortality rates of patients with hypoglycemia. In the Joint Asia Diabetes Evaluation Program of Hong Kong [7], the incidence of all-cause mortality in T2D patients with recurrent mild hypoglycemia was 10/1,000 PY, which was lower than the estimates of our T2D patients with level 1 and level 2 hypoglycemia. The authors recruited patients from private or public specialists and community clinics so that the prevalence of diabetes complications might have been lower than those of our patients from a tertiary medical center. In the analysis of the UK Clinical Practice Research Datalink database [6], all-cause and cardiovascular mortality rates for T2D patients who had a prior history of hospital admission for hypoglycemia were 132 and 38/1,000 PY, which were higher than those of our T2D patients with level 3 hypoglycemia. Patients needed to be hospitalized might have had more severe underlying illness, and subsequently might have had higher mortality rates in the UK study compared to ours. In a study based on Taiwan’s National Health Research Database [3], Hsu et al. observed total mortality for inpatient and outpatient hypoglycemic T2D patients were 41 and 52/1,000 PY, respectively, which were lower than the estimates of our T2D patients with level 3 hypoglycemia. Hsu et al. recruited newly diagnosed patients with diabetes, and the diagnosis of hypoglycemia were identified by ICD diagnoses, which might have produced different results between ours.

There were discrepancies in the risk estimates evaluating the mortality of patients with mild hypoglycemia. In the studies of Mayo Clinic [2] and the Hong Kong [7], the authors noted that recurrent mild hypoglycemia was not associated with all-cause mortality despite their longer duration of diabetes and higher frequency of vascular complications. However, in the ADVANCE [11] and Hoorn Diabetes Care System Cohort, the Netherlands studies [8], there were reduced risks of all-cause and cardiovascular mortality in patients with minor hypoglycemia. In our study, the risks of all-cause and cardiovascular mortality for patients with level 1 and level 2 hypoglycemia was also inconsequential after adjustment for confounders compared with those patients with no hypoglycemia.

On the contrary, patients with self-reported severe hypoglycemia in Mayo’s clinic’s study [2] increased the odds of death (OR: 3.38; 95% CI 1.55–7.39) at 5 years. Studies from China [5], Taiwan [3], and Korea [4] also reported that patients with T2D who experienced inpatient, outpatient, or emergency records with an ICD diagnosis of severe hypoglycemia had a higher risk of all-cause mortality (OR: 1.76, HR: 3.49, and 3.28, respectively). Similarly, patients encountering severe hypoglycemia increased the risks of all-cause (HR: 2.69; 95% CI 1.97–3.67) and cardiovascular mortality (HR: 2.68; 95% CI 1.72–4.19) in the ADVANCE study [11]. The risk estimates of our patients with level 3 hypoglycemia documented in the emergency medical record (HR: 1.18; 95% CI 1.04–1.33) were lower than those of the above studies, but comparable to those participants who reported hypoglycemic events requiring medical assistance in the ACCORD study (HR: 1.25; 1.03–1.52) [10]. In the Hoorn Study [8], however, patients reporting severe hypoglycemic sensation was not associated with an elevated mortality risk (OR: 0.69; 95% CI 0.31–1.54). Direct comparison of the risks of all-cause and cardiovascular mortality between our results and those of previous reports might be difficult because of the different demographics, definitions of hypoglycemia and duration of study period. In contrast to the ADVANCE study [11], we did not observe any association of hypoglycemia and cardiovascular mortality. In the UK study, the authors reported that non-cardiovascular events accounted for the majority (~71%) of all deaths in both subjects with and without hypoglycemia [6].

Some authors indicated that mortality related to hypoglycemia might have been due to complexities of associated illness rather than direct causation by hypoglycemic agents [19]. In that study, hypoglycemia was classified into drug-associated or spontaneous hypoglycemia depending on hypoglycemia occurring with and without the usage of antidiabetic agents. In-hospital mortality was higher in those with spontaneous hypoglycemia (HR: 2.62; 95% CI 1.97–3.47), but the significance became null after adjustment of various confounders (HR: 1.11; 95% CI 0.76–1.64). Patients with drug-associated hypoglycemia, however, was not related to in-hospital mortality (HR: 1.06; 95% CI 0.74–1.52).

Similarly, compared with hospitalized patients with insulin-treated hypoglycemia, those with non-hypoglycemic agent related hypoglycemia had higher in-hospital mortality reported in other studies [20, 21] revealing the fact that increased mortality in hypoglycemic patients might have merely reflected the severity of the underlying illness [20]. In our study, T2D patients with level 3 hypoglycemia, i.e., severe hypoglycemia was associated with the highest risk of all-cause mortality, and that mortality persisted, albeit attenuated after adjustment for medications, comorbidities, complications, and laboratory results. This finding suggests that, apart from severe hypoglycemia, underlying diabetes complications and concurrent chronic diseases might have contributed to the increased risk of all-cause mortality.

We observed that those patients with mean HbA1c <6.0% consisted of minor portions of all levels of hypoglycemia (~4%). HbA1c value might be underestimated in patients with diabetes in the status of advanced chronic kidney disease and anemia, and hypoglycemia was more frequent in those with mean HbA1c 7.0–9.9% rather than in those with mean HbA1c <6.0% in our previous study [12]. Similar to our findings, in the diabetes and aging study of Kaiser Permanente North California integrated healthcare delivery system, hypoglycemia was common in all levels of glycemic control, and the authors did not find patients with the lowest HbA1c levels were at high risk of hypoglycemia [22]. In the ACCORD study [23], every 1% unit higher in the updated average HbA1c concentration, there was a 15% elevated risk of hypoglycemia requiring medical assistance (HR:1.15; 95% CI 1.02–1.29) indicating patients with poorer glycemic control had a greater risk of hypoglycemia, irrespective of intensive and standard treatment groups.

To our best knowledge, studies reporting the relationship of HbA1c and mortality in patients with different levels of hypoglycemia were scarce in the literature. In a multicenter retrospective survey in China, among 590 patients with diabetes admitted for severe hypoglycemia, the mortality rates were not statistically significant between those with HbA1c <6.5% and HbA1c ≥6.5% (5.3 vs. 5.1%, P 0.17) [24]. In our study, there was no difference in the risk of all-cause mortality among patients with level 1 and level 2 hypoglycemia with any mean HbA1c. In those with level 3 hypoglycemia patients, only those who had a mean HbA1c ≥9.0% were associated with a higher risk of all-cause mortality, suggesting that high glucose variability might have been associated with increased all-cause mortality [13]. Furthermore, patients with level 1 hypoglycemia whose mean HbA1c was ≥9.0% had a significant risk of cardiovascular mortality in our T2D patients. In the ACCORD study, although the incidence of severe hypoglycemia was three times greater in the intensive than in the standard group, those in the intensive arm had a lower risk of death than those in the standard arm. The frequency of hypoglycemic episodes was also inversely related to the risk of mortality among participants in the intensive group [25]. Moreover, participants who continued to have an average HbA1c >7% in the ACCORD study seemed to be at greater risk of mortality than those with an average HbA1c <7% [26]. The findings of the above studies including our suggested that all-cause and cardiovascular mortality might have been related to poor glycemic control in addition to the consequence of hypoglycemia events.

The possible mechanisms of increased all-cause or cardiovascular mortality in hypoglycemic patients whose HbA1c ≥9.0% has not been clearly elucidated. In an Israel study [27], the authors also noted that the patients with uncontrolled glucose and documented hypoglycemia had the worst 1-year survival. There are evidences that antecedent hypoglycemia were associated with impaired autonomic function [28], cardiac rate/rhythm disturbances [29], and compromised endothelial dysfunction [30] which might all have connected to mortality in patients with T2D and hypoglycemia. However, some argued that hypoglycemia might have been a marker of susceptibility to a broad spectrum of adverse clinical conditions [11], and majority of patients with diabetes admitted for hypoglycemia died of non-cardiovascular diseases [6].

The strength of this study is the retrieval of comorbidities and complications from an electronic database might have reduced the selection and information biases. Secondly, we could assess the long-term records of various laboratory results including accurate glucose values which assisted in discerning different levels of hypoglycemia in real-life diabetes management. Thirdly, recruiting patients with anti-diabetic agents might have largely eliminated the misclassification bias in our study. However, our study is limited by the inability to detect BMI, smoking, and blood pressure. We nevertheless have already adjusted several comorbidities, complications, medications, and laboratory results in our models. Our hypoglycemia events were based on the FEMH laboratory data, and we might have missed episodes of hypoglycemia taken placed other than in FEMH hospital settings, which might have resulted in an underestimation of hypoglycemia events. However, objective documentation of low blood glucose levels in our study could have eliminated the potential misclassification of patients with “normal feeling of hunger” and “pseudo-hypoglycemia”.

Conclusions

Our study revealed that only those patients with level 3 hypoglycemia marginally increased all-cause mortality, but not cardiovascular mortality. Hypoglycemia in patients with higher mean HbA1c rather than lower mean HbA1c were associated with an elevated risk of all-cause or cardiovascular mortality. Our study reflects the current view that obtaining an optimal HbA1c goal and reducing glucose variability might be beneficial in daily clinical practice. Aggressive treatment of underlying comorbidities and effective health education to prevent severe hypoglycemia may decrease mortality rates.

Supporting information

S1 Table. Type of diabetes and its comorbidities and complications collected in this study.

https://doi.org/10.1371/journal.pone.0288360.s001

(DOCX)

References

  1. 1. Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). UK Prospective Diabetes Study (UKPDS) Group. Lancet. 1998;352(9131):837–853. pmid:9742976
  2. 2. McCoy RG, Van Houten HK, Ziegenfuss JY, Shah ND, Wermers RA, Smith SA. Increased mortality of patients with diabetes reporting severe hypoglycemia. Diabetes Care. 2012;35(9):1897–1901. pmid:22699297
  3. 3. Hsu PF, Sung SH, Cheng HM, Yeh JS, Liu WL, Chan WL, et al. Association of clinical symptomatic hypoglycemia with cardiovascular events and total mortality in type 2 diabetes: a nationwide population-based study. Diabetes Care. 2013;36(4):894–900. pmid:23223349
  4. 4. Yun JS, Park YM, Han K, Cha SA, Ahn YB, Ko SH. Severe hypoglycemia and the risk of cardiovascular disease and mortality in type 2 diabetes: a nationwide population-based cohort study. Cardiovasc Diabetol. 2019;18(1): 103. pmid:31412855
  5. 5. Zhang J, He X, Zhang L, Wang K, Chen H, Wu J. Association of severe hypoglycemia with all-cause mortality and complication risks among patients with type 2 diabetes mellitus in China. Diabetes Res Clin Pract. 2020;170: 108493. pmid:33039489
  6. 6. Zaccardi F, Ling S, Lawson C, Davies MJ, Khunti K. Severe hypoglycaemia and absolute risk of cause-specific mortality in individuals with type 2 diabetes: a UK primary care observational study. Diabetologia. 2020;63(10): 2129–2139. pmid:32728893
  7. 7. Luk AOY, Ho TST, Lau ESH, Ko GTC, Ozaki R, Tsang CC, et al. Association of self-reported recurrent mild hypoglycemia with incident cardiovascular disease and all-cause mortality in patients with type 2 diabetes: Prospective analysis of the Joint Asia Diabetes Evaluation Registry. Medicine (Baltimore). 2016;95(45): e5183. pmid:27828844
  8. 8. Rauh SP, Rutters F, Thorsted BL, Wolden ML, Nijpels G, van der Heijden AA, et al. Self-reported hypoglycaemia in patients with type 2 diabetes treated with insulin in the Hoorn Diabetes Care System Cohort, the Netherlands: a prospective cohort study. BMJ Open. 2016;6(9):e012793. pmid:27645557
  9. 9. International Hypoglycemia Study Group. Glucose Concentrations of Less Than 3.0 mmol/L (54 mg/dL) Should Be Reported in Clinical Trials: A Joint Position Statement of the American Diabetes Association and the European Association for the Study of Diabetes. Diabetes Care. 2017;40(1):155–157. pmid:27872155
  10. 10. Bonds DE, Miller ME, Bergenstal RM, Buse JB, Byington RP, Cutler JA, et al. The association between symptomatic, severe hypoglycaemia and mortality in type 2 diabetes: retrospective epidemiological analysis of the ACCORD study. BMJ. 2010;340:b4909. pmid:20061358
  11. 11. Zoungas S, Patel A, Chalmers J, de Galan BE, Li Q, Billot L, et al; ADVANCE Collaborative Group. Severe hypoglycemia and risks of vascular events and death. N Engl J Med. 2010;363(15):1410–8.
  12. 12. Ooi SW, Yeh ST, Chang YH, Li CY, Chen HF. Low mean HbA1c does not increase all-cause and cardiovascular mortality in patients with diabetes: Effect-modifications by anemia and chronic kidney disease stages. PLoS One. 2022;17(8):e0272137. pmid:35951657
  13. 13. Yeh ST, Ooi SW, Chang YH, Li CY, Chen HF. Age and sex-specific associations of visit-to-visit variability of glycated hemoglobin A1c with all-cause mortality in patients with diabetes. Medicine (Baltimore). 2022;101(33):e29942. pmid:35984136
  14. 14. Chang CH, Yeh ST, Ooi SW, Li CY, Chen HF. The relationship of low-density lipoprotein cholesterol and all-cause or cardiovascular mortality in patients with type 2 diabetes: a retrospective study. PeerJ. 2023;11:e14609. pmid:36643628
  15. 15. Glasheen WP, Renda A, Dong Y. Diabetes Complications Severity Index (DCSI)-Update and ICD-10 translation. J Diabetes Complications. 2017;31(6):1007–1013. pmid:28416120
  16. 16. Levey AS, Coresh J, Greene T, Marsh J, Stevens LA, Kusek JW, et al. Expressing the Modification of Diet in Renal Disease Study equation for estimating glomerular filtration rate with standardized serum creatinine values. Clin Chem. 2007 Apr;53(4):766–72. pmid:17332152
  17. 17. World Health Organization. Haemoglobin concentrations for the diagnosis of anaemia and assessment of severity; 2011. https://apps.who.int/iris/bitstream/handle/10665/85839/WHO_NMH_NHD_MNM_11.1_eng.pdf?ua=1. Accessed Jun 13, 2022.
  18. 18. Lu TH, Lee MC, Chou MC. Accuracy of cause-of-death coding in Taiwan: types of miscoding and effects on mortality statistics. Int J Epidemiol. 2000;29(2): 336–343. pmid:10817134
  19. 19. Boucai L, Southern WN, Zonszein J. Hypoglycemia-associated mortality is not drug-associated but linked to comorbidities. Am J Med. 2011;124(11):1028–1035. pmid:22017781
  20. 20. Garg R, Hurwitz S, Turchin A, Trivedi A. Hypoglycemia, with or without insulin therapy, is associated with increased mortality among hospitalized patients. Diabetes Care. 2013;36(5):1107–1110. pmid:23248192
  21. 21. Akirov A, Grossman A, Shochat T, Shimon I. Mortality Among Hospitalized Patients With Hypoglycemia: Insulin Related and Noninsulin Related. J Clin Endocrinol Metab. 2017;102(2):416–424. pmid:27854553
  22. 22. Lipska KJ, Warton EM, Huang ES, Moffet HH, Inzucchi SE, Krumholz HM, et al. HbA1c and risk of severe hypoglycemia in type 2 diabetes: the Diabetes and Aging Study. Diabetes Care. 2013;36(11):3535–42. pmid:23900589
  23. 23. Miller ME, Bonds DE, Gerstein HC, Seaquist ER, Bergenstal RM, Calles-Escandon J, et al; ACCORD Investigators. The effects of baseline characteristics, glycaemia treatment approach, and glycated haemoglobin concentration on the risk of severe hypoglycaemia: post hoc epidemiological analysis of the ACCORD study. BMJ. 2010;340:b5444.
  24. 24. Li WG, He XL, Zhang T, Xiang GD, Ran JM, Peng C, et al. Hemoglobin A(1c) proportion, mortality rate, and risk factors for death in diabetic patients with severe hypoglycemia: a multicenter retrospective survey over ten years. Diabetes Res Clin Pract. 2011;93(1):17–20. pmid:21420752
  25. 25. Seaquist ER, Miller ME, Bonds DE, Feinglos M, Goff DC Jr, Peterson K, et al; ACCORD Investigators. The impact of frequent and unrecognized hypoglycemia on mortality in the ACCORD study. Diabetes Care. 2012;35(2):409–14.
  26. 26. Riddle MC, Ambrosius WT, Brillon DJ, Buse JB, Byington RP, Cohen RM, et al; Action to Control Cardiovascular Risk in Diabetes Investigators. Epidemiologic relationships between A1C and all-cause mortality during a median 3.4-year follow-up of glycemic treatment in the ACCORD trial. Diabetes Care. 2010;33(5):983–90.
  27. 27. Leibovitz E, Khanimov I, Wainstein J, Boaz M. Documented hypoglycemia is associated with poor short and long term prognosis among patients admitted to general internal medicine departments. Diabetes Metab Syndr. 2019;13(1):222–226. pmid:30641701
  28. 28. Adler GK, Bonyhay I, Failing H, Waring E, Dotson S, Freeman R. Antecedent hypoglycemia impairs autonomic cardiovascular function: implications for rigorous glycemic control. Diabetes. 2009;58(2):360–6. pmid:19056608
  29. 29. Gill GV, Woodward A, Casson IF, Weston PJ. Cardiac arrhythmia and nocturnal hypoglycaemia in type 1 diabetes—the ’dead in bed’ syndrome revisited. Diabetologia. 2009;52(1):42–5. pmid:18972096
  30. 30. International Hypoglycaemia Study Group. Hypoglycaemia, cardiovascular disease, and mortality in diabetes: epidemiology, pathogenesis, and management. Lancet Diabetes Endocrinol. 2019;7(5):385–396. pmid:30926258