Abstract
Introduction
In late 2019, a novel coronavirus was identified as the pathogen responsible for a cluster of pneumonia cases in Wuhan, a city in the Hubei Province of China. Elevated cardiac troponin is a marker of myocardial injury, which is commonly seen in hospitalized patients with COVID-19 due to unclear reasons. The frequency of elevated troponin levels in patients with COVID-19 is variable and is reported in up to 7-36% of patients. The troponin level may be associated with the severity of COVID-19, and mild cases of COVID-19 tend to have a normal troponin level. This study aims to determine the frequency of patients with COVID-19 who had elevated troponin levels on presentation to the ED and determine the factors associated with elevated troponin levels. Additionally, the study aims to identify the association of elevated troponin and the outcome of COVID-19.
Methodology
A retrospective study wherein the factors associated with elevated troponin levels in COVID-19 pneumonia were evaluated. The study was conducted in King Fahd Hospital of the Imam Abdulrahman Bin Faisal University. The Hospital Information System was used to identify all visits to the ED from March 2020 to November 2020 for patients who tested positive for SARS-CoV-2. In addition, a structured data collection form was used to collect data from the electronic health records. The data collection was conducted by emergency medicine physicians who were given a detailed explanation of the purpose of the study and had training and supervision by the principal investigator.
Results
The study involved 214 patients who presented to the ED and had positive results on the SARS-CoV-2 reverse transcription polymerase chain reaction (RT-PCR) test and had troponin-I levels measured. Patients with elevated troponin levels were more likely to require supplementary oxygen compared with those with normal troponin levels (88.0 vs. 58.5%; P < 0.01). In total, 36 (76.6%) patients with elevated troponin levels required admission to the ICU compared with 58 (45.0%) patients with normal troponin levels (P < 0.01). Multivariable binary logistic regression analysis was used to identify the predictors of elevated troponin levels on presentation. The model revealed that being admitted in the ICU was the single independent predictor (P = 0.02).
Conclusion
The study demonstrated that the troponin level on presentation to the ED was a viable independent prognostic factor in COVID-19 pneumonia. However, further studies are needed to investigate targeted therapeutic interventions among patients with elevated troponin levels, such as cardioprotective therapies like corticosteroids, immunosuppressants, antivirals, or immunoglobulins.
Keywords: prognostic, severity, pneumonia, covid-19, troponin
Introduction
In late 2019, a novel coronavirus was identified as the pathogen responsible for a cluster of pneumonia cases in Wuhan, a city in the Hubei Province of China. This coronavirus disease 2019 (COVID-19) has spread rapidly in China and other countries, resulting in a pandemic declared by the WHO on March 11, 2020 [1].
The spectrum of clinical severity of COVID-19 is very broad. While the clinical manifestations of COVID-19 have been characterized by cough, fever, myalgia, and headache, extrapulmonary involvement has also been frequently observed [2]. Cardiac involvement in COVID-19 has a wide spectrum. For example, some patients have no clinical evidence of cardiac disease, some have no cardiac symptoms but have cardiac test abnormalities (such as elevated cardiac enzymes or abnormal imaging findings), and some have symptomatic cardiac disease, including myocardial injury, cardiac failure, and arrhythmias [3].
Elevated cardiac troponin is a marker of myocardial injury, commonly seen in hospitalized patients with COVID-19 due to unclear reasons [3]. The frequency of elevated troponin levels in patients with COVID-19 is variable and is reported in up to 7-36% of patients [4]. However, since the studies have used different troponin assays, upper reference limit, and sampling times, it is difficult to allow for comparison among such studies [5]. In addition, the troponin level may be associated with the severity of COVID-19, and mild cases of COVID-19 tend to have a normal troponin level [6].
This study aims to determine the frequency of patients with COVID-19 who had elevated troponin levels on presentation to the ED and determine the factors associated with elevated troponin levels. Additionally, the study aims to identify the association of elevated troponin and the outcome of COVID-19.
Materials and methods
Study design
After obtaining an ethical review board approval, we conducted a retrospective study wherein the factors associated with elevated troponin levels in COVID-19 pneumonia were evaluated.
Study setting
The study was conducted in King Fahad Hospital of the Imam Abdulrahman Bin Faisal University, the single academic hospital in the Eastern Province of Saudi Arabia. It has around 250,000 visits to the ED annually.
Study population
The Hospital Information System was used to identify all visits to the ED from March 2020 to November 2020 for patients who tested positive for SARS-CoV-2 and underwent frontal chest X-ray on their presentation. Patients below the age of 18 years and pregnant patients were excluded.
Study objectives
The study aimed to identify the demographic, clinical, and laboratory parameters associated with elevated troponin levels in COVID-19 pneumonia on presentation. Additionally, it investigated the association of elevated troponin and the outcome of COVID-19, including the need for intensive care, mechanical ventilation, and in-hospital mortality.
Data collection
A structured data collection form was used to collect data from the electronic health records. The data collection was conducted by emergency medicine physicians who were given a detailed explanation of the purpose of the study and had training and supervision by the principal investigator. The collected data included age, sex, comorbidities, presenting symptoms, duration of symptoms, and vital signs. In addition, data on the severity of COVID-19 pneumonia were collected, including the disposition decision (discharge, admission, or referral), the need for mechanical ventilation, the need for ICU admission, thrombotic complication, length of stay, and mortality. The Charlson Comorbidity Index was used to measure comorbidities. This index score ranges from 0 to 37 and includes various medical conditions [7].
Ethical consideration
The study was approved by the Institutional Review Board at the Imam Abdulrahman bin Faisal University (IAU IRB No. 2020-01-384). The data were stored electronically, and only the principal investigator had access to the stored data. Furthermore, the need for informed consent was waived because the patients were de-identified.
Statistical analysis
After checking for completeness and consistency, data were analyzed using IBM SPSS for Windows, version 26 (IBM Corp., Armonk, NY, USA). Categorical variables, presented as percentages and frequency distribution, were compared using the Chi-squared or Fisher’s exact tests. Continuous variables, presented as mean and SD, were compared using the independent sample t-test or ANOVA. Multivariable binary logistic regression analysis was conducted to identify the independent factors associated with elevated troponin. Candidate variables were selected based on medical literature and bivariate analyses. OR with 95% CI were estimated using the full model fit and were reported in comparison with the designated reference group. The presence of multicollinearity was assessed using the bivariate Spearman’s correlation coefficients. The goodness-of-fit of the model was evaluated using the Omnibus and Hosmer-Lemeshow tests. The significance level was defined as α = 0.05.
Results
Patient characteristics
The study involved 214 patients who presented to the ED and had positive results on the SARS-CoV-2 reverse transcription polymerase chain reaction (RT-PCR) test and had troponin-I levels measured. This included 148 (69.2%) men and 66 (30.8%) women. Overall, 92 (43.0%) were aged 51-65 years, and 50 (23.4%) were aged above 65 years. In total, 89 (41.6%) patients had a Charlson Comorbidity Index score of 0-1, whereas 38 (17.8%) patients had a score of 4 or more. Diabetes mellitus and hypertension were the most frequent comorbidities, with 96 (44.4%) and 95 (44.4%) patients, respectively. In addition, asthma or chronic obstructive pulmonary disease were seen in 22 (10.3%) patients. Dyspnea (65.9%), fever (54.7%), and cough (51.4%) were the most frequently reported symptoms. Nearly half (48.6%) of patients had an oxygen saturation below 95%, and 147 (68.7%) had a respiratory rate above 20 bpm (Table 1).
Table 1. Characteristics of patients.
Variables | N | (%) | |
Age | 18-35 years | 21 | (9.8) |
36-50 years | 51 | (23.8) | |
51-65 years | 92 | (43.0) | |
>65 years | 50 | (23.4) | |
Gender | Male | 148 | (69.2) |
Female | 66 | (30.8) | |
Charlson Comorbidity Index | 0-1 | 89 | (41.6) |
2-3 | 87 | (40.7) | |
≥ 4 | 38 | (17.8) | |
Comorbidities | Hypertension | 95 | (44.4) |
Diabetes mellitus | 96 | (44.9) | |
Ischemic heart disease | 20 | (9.3) | |
Asthma/COPD | 22 | (10.3) | |
Chronic kidney disease | 11 | (5.1) | |
Malignancy | 2 | (0.9) | |
Presenting symptoms | Fever | 117 | (54.7) |
Dyspnea | 141 | (65.9) | |
Cough | 110 | (51.4) | |
Nausea/Vomiting | 24 | (11.2) | |
Fatigue | 21 | (9.8) | |
Diarrhea | 15 | (7.0) | |
Abdominal pain | 18 | (8.4) | |
Headache | 12 | (5.6) | |
Myalgia | 5 | (2.3) | |
URT symptoms | 11 | (5.1) | |
Loss of taste or smell | 6 | (2.8) | |
Duration of symptoms | 1 day | 34 | (17.1) |
2-3 days | 59 | (29.6) | |
4-7 days | 64 | (32.2) | |
>7 days | 42 | (21.1) | |
Vital signs | Heart rate >100 bpm | 92 | (43.0) |
Respiratory rate >20 bpm | 147 | (68.7) | |
Temperature ≥38° | 57 | (26.6) | |
Oxygen saturation <95% | 104 | (48.6) |
Hospital course of the disease
Table 2 summarizes the hospital course of the patients in the study. Most (82.2%) patients were admitted. The median length of stay of such patients was 11.0 days. Nearly one-third (34.6%) of patients did not need supplementary oxygen during their hospital stay. However, 50 (23.4%) patients required intubation and mechanical ventilation. Over half (53.4%) of patients required admission to the ICU. Six patients developed thrombotic complications, including myocardial infarction (n=3), stroke (n=2), and pulmonary embolism (n=2). In total, 44 (20.6%) patients died during hospitalization.
Table 2. Hospital course of the patients.
Variables | N | (%) | |
Supplementary oxygen | Not needed | 74 | (34.6) |
Mechanical ventilation | 50 | (23.4) | |
Disposition decision | Discharged | 32 | (15.0) |
Transferred | 6 | (2.8) | |
Admitted | 176 | (82.2) | |
Need for intensive care | Yes | 94 | (53.4) |
No | 82 | (38.3) | |
Thrombotic complications | Yes | 6 | (2.8) |
No | 208 | (97.2) | |
Outcome | Recovered | 170 | (79.4) |
Died | 44 | (20.6) | |
Length of stay (days) | Median (IQR) | 11.0 (6.0-20.5) |
Factors associated with elevated troponin levels
Overall, 50 (23.4%) patients had elevated troponin levels on presentation. The age and gender of patients were not significantly associated with elevated troponin levels (P > 0.05). However, the Charlson Comorbidity Index score was significantly associated with troponin levels (P = 0.02). For instance, 74 (83.1%) patients with a score of 0-1 had normal troponin levels, whereas 15 (39.5%) patients with a score of 4 and above had elevated troponin levels. Among the comorbidities, the history of chronic kidney disease was the only comorbidity associated with elevated troponin levels (P < 0.01). More patients with chronic kidney disease had elevated troponin levels than those who had not (63.6% vs. 21.2%). There was no significant association between the duration of symptoms and the troponin levels (P = 0.12) (Table 3).
Table 3. Factors associated with elevated troponin levels on presentation.
Variables | Normal troponin | Elevated troponin | P-value | |||
N | (%) | N | (%) | |||
Age | 18-35 years | 17 | (81.0) | 4 | (19.0) | 0.245 |
36-50 years | 41 | (80.4) | 10 | (19.6) | ||
51-65 years | 73 | (79.3) | 19 | (20.7) | ||
>65 years | 33 | (66.0) | 17 | (34.0) | ||
Gender | Male | 110 | (74.3) | 38 | (25.7) | 0.232 |
Female | 54 | (81.8) | 12 | (18.2) | ||
Charlson Comorbidity Index | 0-1 | 74 | (83.1) | 15 | (16.9) | 0.022 |
2-3 | 67 | (77.0) | 20 | (23.0) | ||
≥4 | 23 | (60.5) | 15 | (39.5) | ||
Comorbidities | Hypertension | 68 | (71.6) | 27 | (28.4) | 0.118 |
Diabetes mellitus | 69 | (71.9) | 27 | (28.1) | 0.138 | |
Ischemic heart disease | 15 | (75.0) | 5 | (25.0) | 0.856 | |
Asthma/COPD | 19 | (86.4) | 3 | (13.6) | 0.255 | |
Chronic kidney disease | 4 | (36.4) | 7 | (63.6) | 0.004 | |
Malignancy | 2 | (100.0) | 0 | (0.0) | 1.000 | |
Presenting symptoms | Fever | 92 | (78.6) | 25 | (21.4) | 0.448 |
Dyspnea | 107 | (75.9) | 34 | (24.1) | 0.719 | |
Cough | 86 | (78.2) | 24 | (21.8) | 0.582 | |
Nausea/Vomiting | 21 | (87.5) | 3 | (12.5) | 0.182 | |
Fatigue | 18 | (85.7) | 3 | (14.3) | 0.301 | |
Diarrhea | 15 | (100.0) | 0 | (0.0) | 0.027 | |
Abdominal pain | 17 | (94.4) | 1 | (5.6) | 0.062 | |
Headache | 12 | (100.0) | 0 | (0.0) | 0.049 | |
Myalgia | 5 | (100.0) | 0 | (0.0) | 0.212 | |
URT symptoms | 10 | (90.9) | 1 | (9.1) | 0.251 | |
Loss of taste or smell | 5 | (83.3) | 1 | (16.7) | 0.694 | |
Duration of symptoms | 1 day | 23 | (67.6) | 11 | (32.4) | 0.115 |
2-3 days | 49 | (83.1) | 10 | (16.9) | ||
4-7 days | 52 | (81.3) | 10 | (16.9) | ||
> 7 days | 28 | (66.7) | 14 | (33.3) | ||
Vital signs | Heart rate >100 bpm | 66 | (71.7) | 24 | (19.3) | 0.142 |
Respiratory rate >20 bpm | 103 | (70.1) | 44 | (29.9) | 0.001 | |
Temperature ≥38° | 44 | (77.2) | 13 | (22.8) | 0.908 | |
Oxygen saturation <95% | 77 | (74.0) | 27 | (26.0) | 0.384 |
Regarding the hospital course of the disease, patients with elevated troponin levels were more likely to require supplementary oxygen compared with those with normal troponin levels (88.0 vs. 58.5%; P < 0.01). Similarly, 19 (38.0%) patients with elevated troponin levels required mechanical ventilation compared with 31 (18.9%) patients with normal troponin levels (P = 0.01). In total, 36 (76.6%) patients with elevated troponin levels required admission to the ICU compared with 58 (45.0%) patients with normal troponin levels (P < 0.01). In addition, the mortality rate during hospitalization among patients with elevated troponin levels was higher than those with normal troponin levels (36.0% vs. 15.9%; P < 0.01). However, the troponin levels were not found to be significantly associated with the length of stay or the occurrence of thrombotic complications (P > 0.05) (Table 4).
Table 4. Hospital course of the patients.
Variables | Normal troponin | Elevated troponin | P-value | |||
N | (%) | N | (%) | |||
Supplementary oxygen | Not needed | 68 | (91.9) | 6 | (8.1) | <0.001 |
Mechanical ventilation | 31 | (62.0) | 19 | (38.0) | 0.005 | |
Disposition decision | Discharged | 29 | (90.6) | 3 | (9.4) | 0.040 |
Transferred | 6 | (100.0) | 0 | (0.0) | ||
Admitted | 129 | (73.3) | 47 | (26.7) | ||
Need for intensive care | Yes | 58 | (61.7) | 36 | (38.3) | <0.001 |
No | 71 | (86.6) | 11 | (13.4) | ||
Thrombotic complications | Yes | 4 | (66.7) | 2 | (33.3) | 0.558 |
No | 160 | (76.9) | 48 | (23.1) | ||
Outcome | Recovered | 138 | (81.2) | 32 | (18.8) | 0.002 |
Died | 26 | (59.1) | 18 | (40.9) | ||
Length of stay (days) | Median (IQR) | 11.0 (6.3-21.0) | 9.0 (2.0-17.5) | 0.072 |
Multivariable analysis of factors associated with elevated troponin levels
Multivariable binary logistic regression analysis was used to identify the predictors of elevated troponin levels on presentation. The model revealed that being admitted in the ICU was the single independent predictor (P = 0.02). For example, patients who were admitted to the ICU were 3.3-times more likely to have elevated troponin levels compared with those who did not (OR = 3.3; 95% CI: 1.2-8.7) (Table 5).
Table 5. Multivariable analysis of factors associated with elevated troponin levels.
Variable | Univariable model | Multivariable model | |||
OR [95% CI] | P-value | OR [95% CI] | P-value | ||
Age (years) | 18–35 | Reference group | |||
36–50 | 1.0 [0.3-3.8] | 0.956 | 0.3 [0.1-1.6] | 0.163 | |
51–65 | 1.1 [0.3-3.7] | 0.869 | 0.2 [0.1-1.1] | 0.061 | |
> 65 | 2.2 [0.6-7.5] | 0.214 | 0.3 [0.1-2.0] | 0.190 | |
Gender | Female | Reference group | |||
Male | 1.6 [0.8-3.2] | 0.234 | 2.0 [0.8-4.8] | 0.145 | |
Charlson Comorbidity Index | 0–1 | Reference group | |||
2–3 | 1.5 [0.7-3.1] | 0.310 | 1.4 [0.4-5.3] | 0.577 | |
≥ 4 | 3.2 [1.4-7.6] | 0.007 | 1.6 [0.3-9.3] | 0.611 | |
Hypertension | 1.7 [0.9-3.1] | 0.120 | 1.3 [0.6-2.9] | 0.532 | |
Diabetes mellitus | 1.6 [0.9-3.1] | 0.139 | 1.0 [0.4-2.4] | 0.977 | |
Chronic kidney disease | 6.5 [1.8-23.3] | 0.004 | 2.9 [0.5-17.6] | 0.258 | |
Supplementary oxygen | Not Needed | 0.2 [0.1-0.5] | <0.001 | 0.5 [0.1-1.7] | 0.254 |
Mechanical Ventilation | 2.6 [1.3-5.3] | 0.006 | 0.8 [0.3-2.0] | 0.648 | |
Need for intensive care | 4.0 [1.9-8.6] | <0.001 | 3.3 [1.2-8.7] | 0.018 | |
Thrombotic complications | 1.7 [0.3-9.4] | 0.562 | 1.1 [0.2-8.7] | 0.945 | |
Died | 3.0 [1.5-6.1] | 0.003 | 1.3 [0.5-3.3] | 0.520 |
Discussion
The study aimed to identify the demographic and clinical factors associated with elevated troponin levels and investigate the association of troponin levels and the outcome of COVID-19 pneumonia. The findings demonstrated that elevated troponin levels were significantly and strongly associated with mortality, the need for ICU, and mechanical ventilation.
Our findings were consistent with previous research, which investigated the association of troponin and the outcome in COVID-19 pneumonia. For example, a meta-analysis showed that elevated troponin is strongly associated with death, severe presentation, hospitalization in the ICU, and/or mechanical ventilation. Furthermore, patients with elevated troponin were 10-times more likely to develop these adverse outcomes [8].
In a study involving over 2500 hospitalized patients with COVID-19, it was found that 36% of patients had elevated troponin levels. The elevated troponin levels were more common among patients with previous cardiovascular disease or having cardiac risk factors. Furthermore, it was found that even mildly elevated troponin levels were significantly associated with mortality. Interestingly, greater elevations of troponin levels were associated with a higher risk of mortality [9].
In a retrospective study of 416 patients with COVID-19, it was found that elevated troponin levels were more prevalent among older patients with comorbidities and greater laboratory abnormalities, and extensive radiographic involvement of the disease. Additionally, the risk of death starting from the time of symptom onset was more than four times higher in patients with evidence of myocardial injury on admission [4].
Although the sex of the patient was not significantly associated with elevated troponin levels among patients with COVID-19 in our study, it is worth noting that there is a notable difference in the upper limit of the normal range of troponin among men and women [10]. Hence, it may be essential to use sex-specific cut-off values in stratifying the severity of COVID-19 based on the troponin levels.
This is among a few studies to investigate the demographic and clinical findings concerning the initial troponin levels of patients on their presentation to the ED in Saudi Arabia. However, the study has certain limitations. While it included a relatively large sample size, the study was conducted in a single academic institution in the Eastern Province. The retrospective nature of the study is an important limitation.
Conclusions
The study demonstrated that the troponin level on presentation to the ED was a viable independent prognostic factor in COVID-19 pneumonia. However, further studies are needed to investigate targeted therapeutic interventions among patients with elevated troponin levels, such as cardioprotective therapies like corticosteroids, immunosuppressants, antivirals, and/or immunoglobulins.
The content published in Cureus is the result of clinical experience and/or research by independent individuals or organizations. Cureus is not responsible for the scientific accuracy or reliability of data or conclusions published herein. All content published within Cureus is intended only for educational, research and reference purposes. Additionally, articles published within Cureus should not be deemed a suitable substitute for the advice of a qualified health care professional. Do not disregard or avoid professional medical advice due to content published within Cureus.
The authors have declared that no competing interests exist.
Human Ethics
Consent was obtained or waived by all participants in this study. Imam Abdulrahman bin Faisal University issued approval 2020-01-384
Animal Ethics
Animal subjects: All authors have confirmed that this study did not involve animal subjects or tissue.
References
- 1.Clinical characteristics of coronavirus disease 2019 in China. Guan WJ, Ni ZY, Hu Y, et al. https://pubmed.ncbi.nlm.nih.gov/32109013/ N Engl J Med. 2020;382:1708–1720. doi: 10.1056/NEJMoa2002032. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Characteristics of and important lessons from the coronavirus disease 2019 (COVID-19) outbreak in China: summary of a report of 72314 cases from the Chinese Center for Disease Control and Prevention. Wu Z, McGoogan JM. JAMA. 2020;323:1239–1242. doi: 10.1001/jama.2020.2648. [DOI] [PubMed] [Google Scholar]
- 3.Cardiac troponin for assessment of myocardial injury in COVID-19: JACC review topic of the week. Sandoval Y, Januzzi JL Jr, Jaffe AS. https://pubmed.ncbi.nlm.nih.gov/32652195/ J Am Coll Cardiol. 2020;76:1244–1258. doi: 10.1016/j.jacc.2020.06.068. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Association of cardiac injury with mortality in hospitalized patients with COVID-19 in Wuhan, China. Shi S, Qin M, Shen B, et al. https://pubmed.ncbi.nlm.nih.gov/32211816/ JAMA Cardiol. 2020;5:802–810. doi: 10.1001/jamacardio.2020.0950. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Atherosclerotic cardiovascular disease risk stratification based on measurements of troponin and coronary artery calcium. Sandoval Y, Bielinski SJ, Daniels LB, et al. https://pubmed.ncbi.nlm.nih.gov/32703505/ J Am Coll Cardiol. 2020;76:357–370. doi: 10.1016/j.jacc.2020.05.057. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Mild versus severe COVID-19: laboratory markers. Velavan TP, Meyer CG. https://pubmed.ncbi.nlm.nih.gov/32344011/ Int J Infect Dis. 2020;95:304–307. doi: 10.1016/j.ijid.2020.04.061. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. Charlson ME, Pompei P, Ales KL, MacKenzie CR. https://pubmed.ncbi.nlm.nih.gov/3558716/ J Chronic Dis. 1987;40:373–383. doi: 10.1016/0021-9681(87)90171-8. [DOI] [PubMed] [Google Scholar]
- 8.Predictors of adverse prognosis in COVID-19: a systematic review and meta-analysis. Figliozzi S, Masci PG, Ahmadi N, et al. https://pubmed.ncbi.nlm.nih.gov/32726868/ Eur J Clin Invest. 2020;50:0. doi: 10.1111/eci.13362. [DOI] [PubMed] [Google Scholar]
- 9.Prevalence and impact of myocardial injury in patients hospitalized with COVID-19 infection. Lala A, Johnson KW, Januzzi JL, et al. https://pubmed.ncbi.nlm.nih.gov/32517963/ J Am Coll Cardiol. 2020;76:533–546. doi: 10.1016/j.jacc.2020.06.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Determination of 19 cardiac troponin I and T assay 99th percentile values from a common presumably healthy population. Apple FS, Ler R, Murakami MM. https://pubmed.ncbi.nlm.nih.gov/22983113/ Clin Chem. 2012;58:1574–1581. doi: 10.1373/clinchem.2012.192716. [DOI] [PubMed] [Google Scholar]