Submitted:
17 April 2024
Posted:
17 April 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Subjects
2.2. Echocardiography
2.3. Assessments of Pulse Wave Velocity and Central Blood Pressure Measurements
2.4. Thoracic Aortic Calcification (TAC) Scores
2.5. Blood Chemistry Measurements
2.6. Bone Mineral Density (BMD)
2.7. Statistical Analysis
3. Results
3.1. Clinical Characteristics
3.2. Correlations between Each Parameter
3.3. Regression Analyses
4. Discussion
5. Limitations
6. Conclusions
Author Contributions
Acknowledgments
Funding
Ethical approval
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Lam, C.S.; Donal, E.; Kraigher-Krainer, E.; Vasan, R.S. Epidemiology and clinical course of heart failure with preserved ejection fraction. Eur J Heart Fail 2011, 13, 18–28. [Google Scholar] [CrossRef] [PubMed]
- Cohen, J.B.; Schrauben, S.J.; Zhao, L.; Basso, M.D.; Cvijic, M.E.; Li, Z.; Yarde, M.; Wang, Z.; Bhattacharya, P.T.; Chirinos, D.A.; et al. Clinical Phenogroups in Heart Failure With Preserved Ejection Fraction: Detailed Phenotypes, Prognosis, and Response to Spironolactone. JACC Heart Fail 2020, 8, 172–184. [Google Scholar] [CrossRef]
- Heidenreich, P.A.; Bozkurt, B.; Aguilar, D.; Allen, L.A.; Byun, J.J.; Colvin, M.M.; Deswal, A.; Drazner, M.H.; Dunlay, S.M.; Evers, L.R.; et al. 2022 AHA/ACC/HFSA Guideline for the Management of Heart Failure: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines. Circulation 2022, 145, e895–1032. [Google Scholar] [CrossRef]
- Pieske, B.; Tschöpe, C.; de Boer, R.A.; Fraser, A.G.; Anker, S.D.; Donal, E.; Frank Edelmann, F.; Fu, M.; Guazzi, M.; Lam; et al. How to diagnose heart failure with preserved ejection fraction: the HFA-PEFF diagnostic algorithm: a consensus recommendation from the Heart Failure Association (HFA) of the European Society of Cardiology (ESC). Eur Heart J 2019, 40, 3297–3317. [Google Scholar]
- Meagher, P.; Adam, M.; Civitarese, R.; Bugyei-Twum, A.; Connelly, K.A. Heart Failure With Preserved Ejection Fraction in Diabetes: Mechanisms and Management. Can J Cardiol 2018, 34, 632–643. [Google Scholar] [CrossRef]
- Chirinos, J.A.; Bhattacharya, P.; Kumar, A.; Proto, E.; Konda, P.; Segers, P.; Akers, S.R.; Townsend, R.R.; Zamani, P.; et al. Impact of Diabetes Mellitus on Ventricular Structure, Arterial Stiffness, and Pulsatile Hemodynamics in Heart Failure With Preserved Ejection Fraction. J Am Heart Assoc 2019, 8, e011457. [Google Scholar] [CrossRef] [PubMed]
- Goto, T.; Ohte, N.; Fukuta, H.; Wakami, K.; Tani, T.; Kimura, G. Relationship between effective arterial elastance, total vascular resistance, and augmentation index at the ascending aorta and left ventricular diastolic function in older women. Circ J 2013, 77, 123–129. [Google Scholar] [CrossRef] [PubMed]
- Nelson, A.J.; Raggi, P.; Wolf, M.; Gold, A.M.; Chertow, G.M.; Roe, M.T. Targeting Vascular Calcification in Chronic Kidney Disease. JACC Basic Transl Sci 2020, 5, 398–412. [Google Scholar] [CrossRef] [PubMed]
- Fujiu, A.; Ogawa, T.; Matsuda, N.; Ando, Y.; Nitta, K. Aortic arch calcification and arterial stiffness are independent factors for diastolic left ventricular dysfunction in chronic hemodialysis patients. Circ J 2008, 72, 1768–1772. [Google Scholar] [CrossRef]
- Weber, T.; O'Rourke, M.F.; Ammer, M.; Kvas, E.; Punzengruber, C.; Eber, B. Arterial stiffness and arterial wave reflections are associated with systolic and diastolic function in patients with normal ejection fraction. Am J Hypertens 2008, 21, 1194–202. [Google Scholar] [CrossRef]
- Stenvinkel, P.; Larsson, T.E. Chronic kidney disease: a clinical model of premature aging. Am J Kidney Dis 2013, 62, 339–351. [Google Scholar] [CrossRef] [PubMed]
- Kuro-o, M.; Matsumura, Y.; Aizawa, H.; Kawaguchi, H.; Suga, T.; Utsugi, T.; Ohyama, Y.; Kurabayashi, M.; Kaname, T.; Kume, E.; et al. Mutation of the mouse klotho gene leads to a syndrome resembling ageing. Nature 1997, 390, 45–51. [Google Scholar] [CrossRef] [PubMed]
- Kuro-o, M. Phosphate as a Pathogen of Arteriosclerosis and Aging. J Atheroscler Thromb 2021, 28, 203–213. [Google Scholar] [CrossRef] [PubMed]
- Gross, P.; Six, I.; Kamel, S.; Massy, Z.A. Vascular toxicity of phosphate in chronic kidney disease: beyond vascular calcification. Circ J 2021, 78, 2339–2346. [Google Scholar] [CrossRef] [PubMed]
- Ärnlöv, J.; Carlsson, A.C.; Sundström, J.; Ingelsson, E.; Larsson, A.; Lind, L.; Larsson, T.E. Higher fibroblast growth factor-23 increases the risk of all-cause and cardiovascular mortality in the community. Kidney Int 2013, 83, 160–166. [Google Scholar] [CrossRef] [PubMed]
- Haussler, M.R.; Whitfield, G.K.; Kaneko, I.; Forster, R.; Saini, R.; Hsieh, J.C.; Haussler, C.A.; Jurutka, P.W. The role of vitamin D in the FGF23, klotho, and phosphate bone-kidney endocrine axis. Rev Endocr Metab Disord 2012, 13, 57–69. [Google Scholar] [CrossRef] [PubMed]
- Jacquillet, G.; Unwin, R.J. Physiological regulation of phosphate by vitamin D, parathyroid hormone (PTH) and phosphate (Pi). Pflugers Arch 2019, 471, 83–98. [Google Scholar] [CrossRef] [PubMed]
- Kassi, E.; Adamopoulos, C.; Basdra, E.K.; Papavassiliou, AG. Role of vitamin D in atherosclerosis. Circulation 2013, 128, 2517–2531. [Google Scholar] [CrossRef] [PubMed]
- Wang, T.J.; Pencina, M.J.; Booth, S.L.; Jacques, P.F.; Ingelsson, E.; Lanier, K.; Benjamin, E.J.; D'Agostino, R.B.; Wolf, M.; Vasan, R.S. Vitamin D deficiency and risk of cardiovascular disease. Circulation 2008, 117, 503–511. [Google Scholar] [CrossRef]
- Mizuno, Y.; Ishida, T.; Kugimiya, F.; Takai, S.; Nakayama, Y.; Yonemitsu, K.; Harada, E. Deterioration of phosphate homeostasis is a trigger for cardiac afterload- clinical importance of fibroblast growth factor 23 for accelerated aging. Circ Rep 2023, 5, 4–12. [Google Scholar] [CrossRef]
- Lang, R.M.; Badano, L.P.; Mor-Avi, V.; Afilalo, J.; Armstrong, A.; Ernande, L.; Flachskampf, F.A.; Foster, E.; Goldstein, S.A.; Kuznetsova, T. Recommendations for cardiac chamber quantification by echocardiography in adults: an update from the American Society of Echocardiography and the European Association of Cardiovascular Imaging. Eur Heart J Cardiovasc Imaging 2015, 16, 233–270. [Google Scholar] [CrossRef] [PubMed]
- Vlachopoulos, C.; Hirata, K.; O'Rourke, M.F. Pressure-altering agents affect central aortic pressures more than is apparent from upper limb measurements in hypertensive patients: the role of arterial wave reflections. Hypertension 2001, 38, 1456–1460. [Google Scholar] [CrossRef] [PubMed]
- Wei, W.; Tölle, M.; Zidek, W.; van der Giet, M. Validation of the mobil-O-Graph: 24 h-blood pressure measurement device. Blood Press Monit 2010, 15, 225–228. [Google Scholar] [CrossRef]
- Paiva, A.M.G.; Mota-Gomes, M.A.; Brandão, A.A.; Silveira, F.S.; Silveira, M.S.; Okawa, R.T.P.; Feitosa, A.D.M.; Sposito, A.C.; Nadruz, W., Jr. Reference values of office central blood pressure, pulse wave velocity, and augmentation index recorded by means of the Mobil-O-Graph PWA monitor. Hypertens Res 2020, 43, 1239–1248. [Google Scholar] [CrossRef]
- Craiem, D.; Casciaro, M.; Pascaner, A.; Soulat, G.; Guilenea, F.; Sirieix, ME.; Alain Simon, A.; Mousseaux, E. Association of calcium density in the thoracic aorta with risk factors and clinical events. Eur Radiol 2020, 30, 3960–3967. [Google Scholar] [CrossRef]
- Yamazaki, Y.; Okazaki, R.; Shibata, M.; Hasegawa, Y.; Satoh, K.; Tajima, T.; Takeuchi, Y.; Fujita, T.; Nakahara, K.; Yamashita, T.; et al. Increased circulatory level of biologically active full-length FGF-23 in patients with hypophosphatemic rickets/osteomalacia. J Clin Endocrinol Metab 2002, 87, 4957–4960. [Google Scholar] [CrossRef] [PubMed]
- Fraser, W.D.; Durham, B.H.; Berry, J.L.; Mawer, E.B. Measurement of plasma 1,25 dihydroxyvitamin D using a novel immunoextraction technique and immunoassay with iodine labelled vitamin D tracer. Ann Clin Biochem 1997, 34, 632–637. [Google Scholar] [CrossRef]
- Gao, P.; Scheibel, S.; D'Amour, P.; John, M.R.; Rao, S.D.; Schmidt-Gayk, H.; et al. Development of a novel immunoradiometric assay exclusively for biologically active whole parathyroid hormone 1-84: implications for improvement of accurate assessment of parathyroid function. J Bone Miner Res 2001, 16, 605–614. [Google Scholar] [CrossRef]
- Yasue, H.; Yoshimura, M.; Sumida, H.; Kikuta, K.; Kugiyama, K.; Jougasaki, M.; Ogawa, H.; Okumura, K.; Mukoyama, M.; Nakao, K. Localization and mechanism of secretion of B-type natriuretic peptide in comparison with those of A-type natriuretic peptide in normal subjects and patients with heart failure. Circulation 1994, 90, 195–203. [Google Scholar] [CrossRef]
- Akiyama, K.I.; Miura, Y.; Hayashi, H.; Sakata, A.; Matsumura, Y.; Kojima, M.; Tsuchiya, K.; Nitta, K.; Shiizaki, K.; Kurosu, H. Calciprotein particles regulate fibroblast growth factor-23 expression in osteoblasts. Kidney Int 2020, 97, 702–712. [Google Scholar] [CrossRef]
- Kunishige, R.; Mizoguchi, M.; Tsubouchi, A.; Hanaoka, K.; Miura, Y.; Kurosu, H.; Urano, Y.; Kuro-O, M.; Murata, M. Calciprotein particle-induced cytotoxicity via lysosomal dysfunction and altered cholesterol distribution in renal epithelial HK-2 cells. Sci Rep 2020, 10, 20125. [Google Scholar] [CrossRef] [PubMed]
- Leite, S.; Rodrigues, S.; Tavares-Silva, M.; Oliveira-Pinto, J.; Alaa, M.; Abdellatif, M.; Fontoura, D.; Falcão-Pires, I.; Gillebert, T.C.; Leite-Moreira, A.F.; et al. Afterload-induced diastolic dysfunction contributes to high filling pressures in experimental heart failure with preserved ejection fraction. Am J Physiol Heart Circ Physiol 2015, 309, H1648–H1654. [Google Scholar] [CrossRef] [PubMed]
- Roy, C.; Lejeune, S.; Slimani, A.; de Meester, C.; Ahn As, S.A.; Rousseau, M.F.; Mihaela, A.; Ginion, A.; Ferracin, B.; Pasquet, A.; et al. Fibroblast growth factor 23: a biomarker of fibrosis and prognosis in heart failure with preserved ejection fraction. ESC Heart Fail 2020, 7, 2494–2507. [Google Scholar] [CrossRef] [PubMed]
- Wang, J.; Zhou, J.J.; Robertson, G.R.; Lee, V.W. Vitamin D in Vascular Calcification: A Double-Edged Sword? Nutrients 2018, 10, 652. [Google Scholar] [CrossRef]
- Shigematsu, T.; Sonou, T.; Ohya, M.; Yokoyama, K.; Yoshida, H.; Yokoo, T.; Okuda, K.; Masumoto, A.R.; Iwashita, Y.; Iseki, K.; et al. Preventive Strategies for Vascular Calcification in Patients with Chronic Kidney Disease. Contrib Nephrol 2017, 189, 169–177. [Google Scholar]




| Variables | HFpEF Group (n=52) |
Non-HFpEF Group (n=106) | P Value | |
|---|---|---|---|---|
| Age, years | 82.0 ± 6.6 | 71.3 ± 11.4 | <0.0001 | |
| Sex, male, n (%) | 16 (30.8%) | 52 (49.1%) | 0.029 | |
| Body mass index, kg/m2 | 23.5 ± 4.2 | 23.1 ± 3.8 | 0.51 | |
| Systolic blood pressure, mmHg | 132.0 ± 16.8 | 125.1 ± 18.2 | 0.024 | |
| Diastolic blood pressure, mmHg | 68.4 ± 12.4 | 71.3 ± 11.2 | 0.14 | |
| Heart Rate, beats/min | 73.9 ± 15.9 | 73.0 ± 14.7 | 0.72 | |
| Pulse Pressure, mmHg | 63.6 ± 14.6 | 53.7 ± 14.7 | <0.001 | |
| -Blood tests | ||||
| Albumin, g/dL | 3.6 ± 0.6 | 4.0 ± 0.4 | <0.0001 | |
| Glucose, mg/dL | 103 (87, 113) | 106 (94,127) | 0.07 | |
| Hemoglobin A1c, % | 5.9 (5.6, 6.4) | 6.0 (5.6, 6.7) | 0.46 | |
| Creatinine, mg/dL | 1.1 ± 0.8 | 0.9 ± 0.3 | 0.014 | |
| BUN, mg/dL | 22.3 ± 10.7 | 18.5 ± 8.9 | <0.001 | |
| eGFR, mL/min/1.73m2 | 51.9 ± 17.1 | 62.5 ± 19.3 | <0.001 | |
| Total cholesterol, mg/dL | 187 (148, 215) | 187 (163, 210) | 0.67 | |
| LDL-cholesterol, mg/dL | 91 (72, 117) | 99 (76, 120) | 0.64 | |
| HDL-cholesterol, mg/dL | 63 (45, 82) | 61 (50, 75) | 0.56 | |
| Triglycerides, mg/dL | 100 (79, 134) | 112 (85, 159) | 0.17 | |
| AST, U/L | 22 (19, 29) | 22 (18, 27) | 0.38 | |
| ALT, U/L | 14 (10, 20) | 14 (10, 22) | 0.33 | |
| γGTP, U/L | 22 (15, 40) | 26 (17, 45) | 0.40 | |
| LDH, U/L | 225 (173, 275) | 166 (150, 184) | <0.0001 | |
| ALP, U/L | 181 (90, 246) | 127 (72, 223) | 0.14 | |
| hs-CRP, mg/dl | 0.21 (0.06, 0.61) | 0.08 (0.04, 0.19) | 0.007 | |
| Leukocyte, /µL | 5350 (4100, 6100) | 5500 (4500, 6400) | 0.29 | |
| Hemoglobin, g/dl | 11.4 ± 1.9 | 13.5 ± 1.8 | <0.0001 | |
| Platelets, ×104/μl | 20.3 ± 7.8 | 21.3 ± 6.4 | 0.42 | |
| PTH (intact), pg/mL | 50.0 (35.0, 70.5) | 39.0 (29.0, 55.0) | 0.07 | |
| 1,25(OH)2VD, (VD3), pg/mL | 34.0 (27.0, 46.0) | 48.0 (37.0, 59.0) | <0.010 | |
| FGF23, pg/mL | 51.2 (34.7, 79.8) | 42.6 (34.6, 48.7) | 0.042 | |
| Calcium, mg/dL | 8.8 ± 0.5 | 9.0 ± 0.5 | 0.07 | |
| Phosphate, mg/dL | 3.51 ± 0.52 | 3.51 ± 0.46 | 0.97 | |
| Magnesium, mg/dL | 2.22 ± 0.28 | 2.23 ± 0.17 | 0.96 | |
| BNP, pg/mL | 145.4 (73.5, 343.2) | 26.7 (13.4, 60.1) | <0.0001 | |
| sinus | 77.9 (60.9, 126.1) | 23.7 (12.7, 50.9) | <0.0001 | |
| af | 267.0 (145.5, 491.9) | 50.1 (36.8, 176.9) | <0.0001 | |
| -Thoraxic CT (Calcification) Thoraxic Agatston Score, HU |
4182 (874, 9532) |
1372 (322, 4213) |
0.003 |
|
| Calcification volume Score, HU | 5666 (1291, 11479) | 1930 (436, 5669) | 0.004 | |
| -Central Blood pressure Index | ||||
| Reflection Magnitude, % | 65 (60, 72) | 67 (59, 74) | 0.60 | |
| Augmentation press., mmHg | 10 (6, 13) | 7 (4, 15) | 0.039 | |
| Augmentation index, % | 25 (19, 33) | 20 (11, 37) | 0.029 | |
| PWV, m/s | 12.3 (10.9, 13.1) | 10.2 (9.1, 11.8) | <0.0001 | |
| Central SBP, mmHg | 121.1 ± 16.6 | 110.0 ± 16.5 | <0.001 | |
| Central DBP, mmHg | 77.3 ± 14.8 | 75.6 ± 12.5 | 0.46 | |
| Central Pulse Pressure, mmHg | 43.7 ± 13.5 | 34.5 ± 10.3 | <0.0001 | |
| -Cardiac Echo | ||||
| LVDd, mm | 43.0 ± 5.5 | 42.0 ± 5.2 | 0.27 | |
| LVDs, mm | 27.2 ± 4.8 | 26.5 ± 4.9 | 0.40 | |
| IVST, mm | 10.5 ± 1.6 | 9.8 ± 1.5 | 0.006 | |
| PWT, mm | 10.3 ± 1.7 | 9.5 ± 1.5 | 0.005 | |
| LVMI, g/m2 | 102 (80, 118) | 81 (69, 96) | <0.0001 | |
| Relative Wall Thickness | 0.46 (0.41, 0.55) | 0.42 (0.40, 0.46) | 0.002 | |
| Septal e’ | 5.2 (4.3, 6.0) | 7.2 (6.1, 9.0) | <0.0001 | |
| Septal E/e’ ratio | 16.0 (15.3, 17.6) | 10.0 (8.1, 11.6) | <0.0001 | |
| TR velocity, m/sec | 2.7 (2.6, 3.0) | 2.4 (2.2, 2.6) | <0.0001 | |
| LVEF (teichholz), % | 67.3 (61.0, 72.6) | 68.4 (63.0, 72.7) | 0.53 | |
| E/A ratio, | 0.81 ± 0.37 | 0.77 ± 0.25 | 0.49 | |
| Dct time, mmsec | 221.8 ± 90.3 | 226.5 ± 56.0 | 0.69 | |
| LA dimension, mm | 41.4 ± 8.6 | 34.0 ± 6.4 | <0.0001 | |
| -Smoking habit | ||||
| Habitual smoking, n (%) | 12/41 (29.3%) | 37/82 (45.1%) | 0.09 | |
| -Complication | ||||
| Hypertension, n (%) | 39 (75.0%) | 61(57.5%) | 0.032 | |
| Diabetes mellitus, n (%) | 13 (28.8%) | 24 (22.6%) | 0.40 | |
| Hyperlipidemia, n (%) | 10 (19.2%) | 26 (24.5%) | 0.46 | |
| Af history, n (%) | 28 (53.8%) | 21 (19.8%) | <0.0001 | |
| Variables | Male (n=68) | Female (n=90) | P Value |
|---|---|---|---|
| Age, years | 72.4 ± 12.8 | 76.7 ± 9.6 | 0.017 |
| Body mass index, kg/m2 | 24.0 ± 3.1 | 22.7 ± 3.1 | 0.044 |
| Systolic blood pressure, mmHg | 127.0 ± 18.9 | 127.7 ± 17.7 | 0.81 |
| Diastolic blood pressure, mmHg | 71.8 ± 12.1 | 69.2 ± 11.2 | 0.18 |
| Heart Rate, beats/min | 71.1 ± 14.0 | 74.8 ± 15.6 | 0.14 |
| Pulse Pressure, mmHg | 55.2 ± 15.5 | 58.4 ± 15.2 | 0.19 |
| -Blood tests | |||
| Albumin, g/dL | 3.9 ± 0.5 | 3.8 ± 0.5 | 0.30 |
| Glucose, mmol/L | 110 (97, 129) | 99 (91,113) | 0.006 |
| Hemoglobin A1c, % | 6.2 (5.6, 6.9) | 5.9 (5.6, 6.1) | 0.10 |
| Creatinine, mg/dL | 1.1 ± 0.5 | 0.9 ± 0.5 | 0.024 |
| BUN, mg/dL | 18.5 ± 8.8 | 20.7 ± 10.2 | 0.15 |
| eGFR, | 59.8 ± 16.4 | 58.5 ± 21.1 | 0.68 |
| Total cholesterol, mmol/L | 172 (149, 198) | 199 (166, 215) | 0.002 |
| LDL-cholesterol, mmol/L | 93 (68, 113) | 101 (82, 123) | 0.11 |
| HDL-cholesterol, mmol/L | 53 (41, 67) | 69 (59, 82) | <0.0001 |
| Triglycerides, mmol/L | 111 (99, 144) | 104 (77, 143) | 0.35 |
| AST, U/L | 23 (19, 29) | 22 (18, 26) | 0.31 |
| ALT, U/L | 17 (13, 26) | 12 (9, 17) | <0.001 |
| γGTP, U/L | 39 (28, 61) | 20 (14, 28) | <0.0001 |
| LDH, U/L | 174 (150, 214) | 181 (159, 215) | 0.29 |
| ALP, U/L | 145 (70, 242) | 166 (89, 245) | 0.16 |
| hs-CRP, mg/dl | 0.14 (0.06, 0.35) | 0.09 (0.03, 0.22) | 0.042 |
| Leukocyte, /µL | 5500 (4400, 6500) | 5400 (4400, 6100) | 0.35 |
| Hemoglobin, g/dl | 13.6 ± 2.4 | 12.2 ± 1.5 | <0.0001 |
| Platelets, ×104/μl | 20.0 ± 6.4 | 21.7 ± 7.2 | 0.15 |
| PTH (intact), pg/mL | 41.5 (30.0, 56.0) | 40.0 (31.0, 64.0) | 0.81 |
| 1,25(OH)2VD, (VD3), pg/mL | 41.0 (30.0, 57.0) | 44.0 (30.0, 58.0) | 0.91 |
| FGF23, pg/mL | 42.9 (37.5, 52.3) | 45.0 (33.6, 73.8) | 0.42 |
| Calcium, mg/dL | 8.8 ± 0.4 | 9.0 ± 0.5 | 0.08 |
| Phosphate, mg/dL | 3.36 ± 0.44 | 3.60 ± 0.50 | 0.016 |
| Magnesium, mg/dL | 2.23 ± 0.17 | 2.23 ± 0.24 | 0.97 |
| BNP, pg/mL | 38.2 (19.7, 101.3) | 60.9 (19.0, 134.9) | 0.27 |
| sinus | 24.7 (14.2, 60.1) | 34.9 (14.4, 85.0) | 0.23 |
| af | 175.4 (50.7, 345.6) | 176.9 (63.4, 391.5) | 0.63 |
| -Thoraxic CT (Calcification) Thoraxic Agatston Score, HU |
3333 (1207, 8622) |
1956 (369, 5486) |
0.26 |
| Calcification volume Score, HU | 4558 (1093, 8622) | 2543 (550, 7174) | 0.21 |
| -Central Blood pressure Index | |||
| Reflection Magnitude, % | 65 (59, 70) | 69 (61, 75) | 0.025 |
| Augmentation press., mmHg | 7.0 (4.0, 12.5) | 8.0 (5.0, 17.0) | 0.032 |
| Augmentation index, % | 17.0 (9.0, 30.0) | 24.5 (17.0, 38.0) | 0.001 |
| PWV, m/s | 10.5 (9.5, 12.5) | 11.2 (9.9, 12.6) | 0.12 |
| Central SBP, mmHg | 112.7 ± 17.4 | 112.7 ± 17.0 | 0.47 |
| Central DBP, mmHg | 78.9 ± 12.8 | 74.0 ± 13.0 | 0.018 |
| Central Pulse Pressure, mmHg | 55.2 ± 15.5 | 58.4 ± 15.2 | 0.19 |
| -Cardiac Echo | |||
| LVDd, mm | 45.0 ± 4.2 | 40.3 ± 5.2 | <0.0001 |
| LVDs, mm | 29.2 ± 4.5 | 25.0 ± 4.3 | <0.0001 |
| IVST, mm | 10.3 ± 1.5 | 9.8 ± 1.6 | 0.023 |
| PWT, mm | 10.2 ± 1.6 | 9.5 ± 1.5 | 0.006 |
| LVMI, g/m2 | 93.5 (77.9, 107.0) | 80.5 (71.3, 100.0) | 0.028 |
| Relative Wall Thickness | 0.42 (0.40, 0.47) | 0.44 (0.40, 0.49) | 0.11 |
| Septal e’ | 6.5 (5.8, 9.0) | 6.0 (4.8, 7.3) | 0.006 |
| Septal E/e’ ratio | 10.8 (8.0, 15.2) | 12.4 (9.6, 15.5) | 0.029 |
| TR velocity | 2.5 (2.3, 2.9) | 2.6 (2.3, 2.8) | <0.0001 |
| LVEF (teichholz), % | 65.9 (59.3, 71.5) | 69.1 (64.0, 74.7) | 0.53 |
| E/A ratio, | 0.83 ± 0.34 | 0.75 ± 0.23 | 0.14 |
| Dct time, mmsec | 215.4 ± 66.8 | 232.1 ± 70.1 | 0.13 |
| LA dimension, mm | 37.5 ± 8.0 | 35.6 ± 7.9 | 0.14 |
| -Smoking habit | |||
| Habitual smoking, n (%) | 41 (60.3 %) | 8 (8.9 %) | <0.0001 |
| -Complication | |||
| HFpEF, n (%) | 16 (23.5 %) | 36 (40.0 %) | 0.029 |
| Hypertension, n (%) | 38 (55.9 %) | 62 (68.9 %) | 0.09 |
| Diabetes mellitus, n (%) | 23 (33.8 %) | 16 (17.8 %) | 0.021 |
| Hyperlipidemia, n (%) | 11 (16.2%) | 25 (27.8 %) | 0.09 |
| Af history, n (%) | 22 (32.4 %) | 27 (30.0 %) | 0.75 |
| Osteoporosis, n (%) | 7/24 (29.2%) | 33/52 (63.5%) | 0.005 |
| Hip total BMD, 0.75(YAM80%) | 87.2 ± 20.1 | 68.2 ± 17.1 | <0.0001 |
| HFpEF | Coef. | Std. Err. | t | p>|t| | 95% Conf. Interval | |
| PWV | 0.11133 | 0.01573 | 7.08 | <0.001 | 0.0803 | 0.1424 |
| Age | 0.01871 | 0.00300 | 6.23 | <0.001 | 0.0128 | 0.0246 |
| Central Systolic BP | 0.00822 | 0.00210 | 3.92 | <0.001 | 0.0041 | 0.0124 |
| eGFR | -0.00713 | 0.00188 | -3.79 | <0.001 | -0.0108 | -0.0034 |
| Agatston Score | 0.00003 | 0.00001 | 2.98 | 0.004 | 0.0000 | 0.0001 |
| Sex (male) | -0.16471 | 0.07830 | -2.20 | 0.029 | -0.3125 | -0.1670 |
| Serum FGF23 | 0.00353 | 0.00160 | 2.20 | 0.030 | 0.0003 | 0.0067 |
| Hypertension | 0.16586 | 0.07691 | 2.16 | 0.033 | -0.0394 | 0.3178 |
| Serum Vitamin D3 | -0.00432 | 0.00202 | -2.15 | 0.034 | -0.0083 | -0.0003 |
| Parathyroid hormone | 0.00253 | 0.00152 | 1.66 | 0.099 | -0.0005 | 0.0056 |
| Diabetes Mellitus | 0.07369 | 0.08706 | 0.85 | 0.399 | -0.0983 | 0.2456 |
| Body Mass Index | 0.00623 | 0.00951 | 0.65 | 0.514 | -0.0126 | 0.0250 |
| HFpEF | Coef. | Std. Err. | t | p>|t| | 95% Conf. Interval | |
| PWV Higher Value | 0.39451 | 0.06696 | 5.89 | <0.001 | 0.2622 | 0.5270 |
| Hypertension | 0.15155 | 0.06972 | 2.17 | 0.031 | 0.0132 | 0.2893 |
| Sex (Male) | -0.10425 | 0.06823 | -1.53 | 0.129 | -0.2390 | 0.0305 |
| -cons | -0.08095 | 0.07505 | 1.08 | 0.283 | -0.0674 | 0.2291 |
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