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Silveira PSP, Vieira JE, Siqueira JDO. Is the Bland-Altman plot method useful without inferences for accuracy, precision, and agreement? Rev Saude Publica 2024; 58:01. [PMID: 38381891 PMCID: PMC10878685 DOI: 10.11606/s1518-8787.2024058005430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 06/20/2023] [Indexed: 02/23/2024] Open
Abstract
OBJECTIVE This study aims to propose a comprehensive alternative to the Bland-Altman plot method, addressing its limitations and providing a statistical framework for evaluating the equivalences of measurement techniques. This involves introducing an innovative three-step approach for assessing accuracy, precision, and agreement between techniques, which enhances objectivity in equivalence assessment. Additionally, the development of an R package that is easy to use enables researchers to efficiently analyze and interpret technique equivalences. METHODS Inferential statistics support for equivalence between measurement techniques was proposed in three nested tests. These were based on structural regressions with the goal to assess the equivalence of structural means (accuracy), the equivalence of structural variances (precision), and concordance with the structural bisector line (agreement in measurements obtained from the same subject), using analytical methods and robust approach by bootstrapping. To promote better understanding, graphical outputs following Bland and Altman's principles were also implemented. RESULTS The performance of this method was shown and confronted by five data sets from previously published articles that used Bland and Altman's method. One case demonstrated strict equivalence, three cases showed partial equivalence, and one showed poor equivalence. The developed R package containing open codes and data are available for free and with installation instructions at Harvard Dataverse at https://doi.org/10.7910/DVN/AGJPZH. CONCLUSION Although easy to communicate, the widely cited and applied Bland and Altman plot method is often misinterpreted, since it lacks suitable inferential statistical support. Common alternatives, such as Pearson's correlation or ordinal least-square linear regression, also fail to locate the weakness of each measurement technique. It may be possible to test whether two techniques have full equivalence by preserving graphical communication, in accordance with Bland and Altman's principles, but also adding robust and suitable inferential statistics. Decomposing equivalence into three features (accuracy, precision, and agreement) helps to locate the sources of the problem when fixing a new technique.
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Affiliation(s)
- Paulo Sergio Panse Silveira
- Universidade de São PauloFaculdade de MedicinaDepartamento de PatologiaSão PauloSPBrasilUniversidade de São Paulo. Faculdade de Medicina. Departamento de Patologia. São Paulo, SP, Brasil
| | - Joaquim Edson Vieira
- Universidade de São PauloFaculdade de MedicinaDepartamento de CirurgiaSão PauloSPBrasil Universidade de São Paulo. Faculdade de Medicina. Departamento de Cirurgia. São Paulo, SP, Brasil
| | - José de Oliveira Siqueira
- Universidade de São PauloFaculdade de MedicinaDepartamento de PatologiaSão PauloSPBrasilUniversidade de São Paulo. Faculdade de Medicina. Departamento de Patologia. São Paulo, SP, Brasil
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Samimi H, Dajani HR. A PPG-Based Calibration-Free Cuffless Blood Pressure Estimation Method Using Cardiovascular Dynamics. SENSORS (BASEL, SWITZERLAND) 2023; 23:4145. [PMID: 37112490 PMCID: PMC10146008 DOI: 10.3390/s23084145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 04/18/2023] [Accepted: 04/19/2023] [Indexed: 06/19/2023]
Abstract
Traditional cuff-based sphygmomanometers for measuring blood pressure can be uncomfortable and particularly unsuitable to use during sleep. A proposed alternative method uses dynamic changes in the pulse waveform over short intervals and replaces calibration with information from photoplethysmogram (PPG) morphology to provide a calibration-free approach using a single sensor. Results from 30 patients show a high correlation of 73.64% for systolic blood pressure (SBP) and 77.72% for diastolic blood pressure (DBP) between blood pressure estimated with the PPG morphology features and the calibration method. This suggests that the PPG morphology features could replace the calibration stage for a calibration-free method with similar accuracy. Applying the proposed methodology on 200 patients and testing on 25 new patients resulted in a mean error (ME) of -0.31 mmHg, a standard deviation of error (SDE) of 4.89 mmHg, a mean absolute error (MAE) of 3.32 mmHg for DBP and an ME of -4.02 mmHg, an SDE of 10.40 mmHg, and an MAE of 7.41 mmHg for SBP. These results support the potential for using a PPG signal for calibration-free cuffless blood pressure estimation and improving accuracy by adding information from cardiovascular dynamics to different methods in the cuffless blood pressure monitoring field.
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Correlation between office and home blood pressure in clinical practice: a comparison with 2017 American College of Cardiology/American Heart Association Hypertension Guidelines recommendations. J Hypertens 2020; 38:179-181. [PMID: 31790024 DOI: 10.1097/hjh.0000000000002265] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Cho EJ, Sung KC, Kang SM, Shin MS, Joo SJ, Park JB. Fimasartan reduces clinic and home pulse pressure in elderly hypertensive patients: A K-MetS study. PLoS One 2019; 14:e0214293. [PMID: 30964905 PMCID: PMC6456168 DOI: 10.1371/journal.pone.0214293] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 03/06/2019] [Indexed: 12/18/2022] Open
Abstract
Background Angiotensin II receptor blockers (ARBs) are recommended for treating patients with hypertension. However, comparative safety and efficacy of ARB use in elderly patients have not been well established. This study was designed to determine the efficacy of fimasartan, an ARB, in hypertensive elderly patients by measuring clinic and home blood pressures (BPs) and evaluating safety compared to nonelderly patients. Method In the K-MetS study, a nationwide prospective observational study of hypertensive patients on fimasartan, elderly patients (60 years and older) who were treated for 1 year with fimasartan were recruited. BP was evaluated in clinic and at home. Results Of the 6 399 enrolled patients, 2 363 were elderly (46.9% males, mean age 67.3 ± 5.7 years). Fimasartan reduced systolic and diastolic BP (SBP and DBP) in clinic from 144.1 ± 17.3 to 127.7 ± 12.9 mmHg and from 85.1 ± 10.4 to 76.8 ± 8.4 mmHg, respectively, (all p<0.0001) in 1 year. Similar results were found in home BPs. These BP changes were consistent with those in nonelderly patients. However, pulse pressure, a better predictor of cardiovascular events in the elderly, decreased more in elderly than in nonelderly patients by -8.2 ± 0.3 in elderly and -7.0 ± 0.2 mmHg (p<0.0001), respectively, after adjustment for confounding factors. Adverse events were reported in 1.6% of elderly hypertensives, independent of dose, which was consistent with results in nonelderly patients. Conclusions Fimasartan resulted in better pulse pressure reduction with similar BP reduction efficacy and safety in hypertensive elderly patients compared with nonelderly patients.
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Affiliation(s)
- Eun Joo Cho
- Division of Cardiology, St. Paul’s Hospital, Catholic University of Korea, Seoul, Korea
| | - Ki Chul Sung
- Division of Cardiology, Kangbuk Samsung Hospital, Sungkyunkwan University, Seoul, Korea
| | - Seok Min Kang
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University, Seoul, Korea
| | - Mi-Seung Shin
- Division of Cardiology, Gachon University Gil Medical Center, Incheon, Korea
| | - Seung Jae Joo
- Division of Cardiology, Jeju National University Hospital, Jeju, Korea
| | - Jeong Bae Park
- JB lab and clinic, Seoul, Korea
- Sungkyunkwan University School of Medicine, Seoul, Korea
- * E-mail:
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Davison WJ, Myint PK, Clark AB, Potter JF. Blood pressure differences between home monitoring and daytime ambulatory values and their reproducibility in treated hypertensive stroke and TIA patients. Am Heart J 2019; 207:58-65. [PMID: 30415084 DOI: 10.1016/j.ahj.2018.09.005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2018] [Accepted: 09/18/2018] [Indexed: 12/13/2022]
Abstract
BACKGROUND Guidelines recommend ambulatory or home blood pressure monitoring to improve hypertension diagnosis and monitoring. Both these methods are ascribed the same threshold values, but whether they produce similar results has not been established in certain patient groups. METHODS Adults with mild/moderate stroke or transient ischemic attack (N = 80) completed 2 sets of ambulatory and home blood pressure monitoring. Systolic and diastolic blood pressure values from contemporaneous measurements were compared, and the limits of agreement were assessed. Exploratory analyses for predictive factors of any difference were conducted. RESULTS Daytime ambulatory blood pressure values were consistently lower than home values, the mean difference in systolic blood pressure for initial ambulatory versus first home monitoring was -6.6 ± 13.5 mm Hg (P≤.001), and final ambulatory versus second home monitoring was -7.1 ± 11.0mm Hg (P≤.001). Mean diastolic blood pressure differences were -2.1 ± 8.5mm Hg (P=.03) and -2.0 ± 7.2mm Hg (P=.02). Limits of agreement for systolic blood pressure were -33.0 to 19.9mm Hg and -28.7 to 14.5mm Hg for the 2 comparisons and for DBP were -18.8 to 14.5mm Hg and -16.1 to 12.2mm Hg, respectively. The individual mean change in systolic blood pressure difference was 11.0 ± 8.3mm Hg across the 2 comparisons. No predictive factors for these differences were identified. CONCLUSIONS Daytime ambulatory systolic and diastolic blood pressure values were significantly lower than home monitored values at both time points. Differences between the 2 methods were not reproducible for individuals. Using the same threshold value for both out-of-office measurement methods may not be appropriate in patients with cerebrovascular disease.
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Affiliation(s)
- William J Davison
- Ageing and Stroke Medicine Section, Norwich Medical School, Bob Champion Research and Education Building, James Watson Rd, Norwich Research Park, University of East Anglia, Norwich, UK
| | - Phyo Kyaw Myint
- Ageing Clinical & Experimental Research Team (ACER), Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, UK
| | - Allan B Clark
- Norwich Medical School, University of East Anglia, Norwich, UK
| | - John F Potter
- Ageing and Stroke Medicine Section, Norwich Medical School, Bob Champion Research and Education Building, James Watson Rd, Norwich Research Park, University of East Anglia, Norwich, UK.
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Morning hypertension is more common in elderly hypertensive patients with controlled documented office blood pressure in primary care clinics. J Hypertens 2017. [DOI: 10.1097/hjh.0000000000001449] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Okada A, Sogabe K, Takeuchi H, Okamoto M, Nomura Y, Hanada N. Characterization of specimens obtained by different sampling methods for evaluation of periodontal bacteria. J Oral Sci 2017; 59:491-498. [DOI: 10.2334/josnusd.16-0573] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Affiliation(s)
- Ayako Okada
- Department of Translational Research, School of Dental Medicine, Tsurumi University
| | - Kaoru Sogabe
- Department of Translational Research, School of Dental Medicine, Tsurumi University
| | - Hiroaki Takeuchi
- Department of Translational Research, School of Dental Medicine, Tsurumi University
| | - Masaaki Okamoto
- Department of Translational Research, School of Dental Medicine, Tsurumi University
| | - Yoshiaki Nomura
- Department of Translational Research, School of Dental Medicine, Tsurumi University
| | - Nobuhiro Hanada
- Department of Translational Research, School of Dental Medicine, Tsurumi University
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Okada A, Nomura Y, Sogabe K, Oku H, Sato Gillbreath A, Hino F, Hayashi H, Yoshino H, Utsunomiya H, Suzuki K, Koresawa K, Koba K, Uetani K, Kotoh M, Nishitsuji N, Akutsu S, Nakasone T, Tobi Y, Fukuzawa Y, Yabuki Y, Naono Y, Yajima M, Shimizu K, Hanada N. Comparison of salivary hemoglobin measurements for periodontitis screening. J Oral Sci 2017; 59:63-69. [DOI: 10.2334/josnusd.16-0204] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Affiliation(s)
- Ayako Okada
- Department of Translational Research, School of Dental Medicine, Tsurumi University
| | - Yoshiaki Nomura
- Department of Translational Research, School of Dental Medicine, Tsurumi University
| | - Kaoru Sogabe
- Department of Translational Research, School of Dental Medicine, Tsurumi University
| | | | | | | | | | | | | | | | | | - Kenji Koba
- Tokyo Minato-ku Shiba Dental Association
| | | | - Mami Kotoh
- Tokyo Minato-ku Shiba Dental Association
| | | | - Satoshi Akutsu
- MKT Department-II, Marketing Office, Sales Division, Eiken Chemical Co., Ltd
| | | | - Yasushi Tobi
- MKT Department-II, Marketing Office, Sales Division, Eiken Chemical Co., Ltd
| | | | | | | | | | | | - Nobuhiro Hanada
- Department of Translational Research, School of Dental Medicine, Tsurumi University
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Saito I, Kario K, Kushiro T, Teramukai S, Yaginuma M, Mori Y, Okuda Y, Shimada K. Home blood pressure and cardiovascular risk in treated hypertensive patients: the prognostic value of the first and second measurements and the difference between them in the HONEST study. Hypertens Res 2016; 39:857-862. [PMID: 27488173 PMCID: PMC5506240 DOI: 10.1038/hr.2016.99] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2016] [Revised: 06/16/2016] [Accepted: 06/18/2016] [Indexed: 12/12/2022]
Abstract
Hypertension guidelines recommend using the average of two home blood pressure (HBP) measurements obtained on one occasion to monitor blood pressure. We studied the prognostic value of the first and second measurements or their average value during the follow-up period, as well as the relationships among the difference between the first and second HBP measurements and the prognosis using data from the HONEST (HBP measurement with Olmesartan-Naive patients to Establish Standard Target blood pressure) study. During the mean 2.02 years follow-up, 280 patients had cardiovascular events. Hazard ratios (HRs) for cardiovascular events for each 1 mm Hg increase in the first, second and averaged morning home systolic blood pressure (MHSBP) were similar. Hazards were significantly higher in patients with a large difference between the first and second MHSBP (ΔMHSBP) of <-5 mm Hg (HR: 2.12) or ⩾5 mm Hg (HR: 1.44) compared with those with a small ΔMHSBP of ⩾-5 to <5 mm Hg using the Cox proportional hazards model adjusted for the averaged MHSBP during the follow-up and other risk factors. Hazards in patients with an averaged MHSBP ⩾145 mmHg and a small ΔMHSBP (HR: 3.11), those with an averaged MHSBP ⩾125 to <145 mm Hg and a large ΔMHSBP (HR: 1.91) and those with an averaged MHSBP ⩾145 mm Hg and a large ΔMHSBP (HR: 4.63) were higher compared with those with an averaged MHSBP <125 mm Hg and a small ΔMHSBP. In conclusion, the first, second and averaged MHSBP measurements have similar prognostic values. Prognosis is worse for patients with a large ΔMHSBP. In clinical practice, it would be prudent to measure the HBP two times and use the average HBP of two measurements obtained on one occasion with particular attention to patients with a large ΔMHSBP.
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Affiliation(s)
- Ikuo Saito
- Keio University Health Center, Yokohama, Japan
| | - Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Shimotsuke, Japan
| | | | - Satoshi Teramukai
- Department of Biostatistics, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan
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Huangfu W, Duan P, Xiang D, Gao R. Administration time-dependent effects of combination therapy on ambulatory blood pressure in hypertensive subjects. Int J Clin Exp Med 2015; 8:19156-61. [PMID: 26770548 PMCID: PMC4694448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Accepted: 10/06/2015] [Indexed: 06/05/2023]
Abstract
The aim of this study was to explore the influence of combination therapy in different administration time on antihypertensive efficacy and blood pressure variability in patients with essential hypertension. A total of 86 patients with stage II to III essential hypertension were randomly divided into 4 groups: taking indapamide and losartan potassium together in the morning or in the evening 2 to 4 hours before sleep, indapamide in the morning and losartan potassium in the evening, losartan potassium in the morning and indapamide in the evening. Ambulatory blood pressure monitoring was performed before and 12 weeks after the medication. The result showed that statistically significant reductions from baseline of systolic blood pressure/diastolic blood pressure occurred in all treatment groups. There was no significant difference of the reductions or SI among the four groups, neither the rate of decline of BP in the night or the circadian rhythm. In group B, the numbers of rapid rise in BP in the morning hours were significantly less after the medication, while not in the other groups. It is concluded that independent of the administration time, both once-daily treatment and component-based dual therapy had significant antihypertensive effect, but the night taken-together combination resulted in reductions of BP, SI and morning blood pressure peak that may have advantages over the other combinations, without the increased incidence of hypotension at night. Medicines should be taken 2 to 4 hours before sleep.
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Affiliation(s)
- Weizhong Huangfu
- Southern Medical UniversityGuangzhou 510515, Guangdong, China
- The Affiliated Hospital of Inner Mongolia Medical UniversityHohhot 010050, Inner Mongolia, China
| | - Peilin Duan
- The Affiliated Hospital of Inner Mongolia Medical UniversityHohhot 010050, Inner Mongolia, China
| | - Dingcheng Xiang
- Southern Medical UniversityGuangzhou 510515, Guangdong, China
- Cardiovascular Internal Medicine of Guangzhou Military General HospitalGuangzhou 510010, Guangdong, China
| | - Ruiying Gao
- The Affiliated Hospital of Inner Mongolia Medical UniversityHohhot 010050, Inner Mongolia, China
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