Association of Glaucoma with the Risk of Peripheral Arterial Occlusive Disease: A Retrospective Population-Based Cohort Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Data Sources
2.2. Study Group and Outcome Measurement
2.3. Covariates and Matching
2.4. Statistical Analysis
3. Results
3.1. Characteristics of the Participants
3.2. Risk of PAOD in the Glaucoma and Non-Glaucoma Group
3.3. Analysis of the Risk of PAOD Using the Cox Proportional Hazard Model
3.4. Subgroup Analysis of the Risk of PAOD between the Glaucoma and Non-Glaucoma Group after PSM
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Weinreb, R.N.; Khaw, P.T. Primary open-angle glaucoma. Lancet 2004, 363, 1711–1720. [Google Scholar] [CrossRef]
- Kass, M.A.; Heuer, D.K.; Higginbotham, E.J.; Johnson, C.A.; Keltner, J.L.; Miller, J.P.; Parrish, R.K., 2nd; Wilson, M.R.; Gordon, M.O. The ocular hypertension treatment study: A randomized trial determines that topical ocular hypotensive medication delays or prevents the onset of primary open-angle glaucoma. Arch. Ophthalmol. 2002, 120, 701–713; discussion 829-730. [Google Scholar] [CrossRef] [Green Version]
- Prum, B.E., Jr.; Rosenberg, L.F.; Gedde, S.J.; Mansberger, S.L.; Stein, J.D.; Moroi, S.E.; Herndon, L.W., Jr.; Lim, M.C.; Williams, R.D. Primary open-angle glaucoma preferred practice pattern® guidelines. Ophthalmology 2016, 123, P41–P111. [Google Scholar] [CrossRef] [Green Version]
- Vohra, R.; Tsai, J.C.; Kolko, M. The role of inflammation in the pathogenesis of glaucoma. Surv. Ophthalmol. 2013, 58, 311–320. [Google Scholar] [CrossRef] [PubMed]
- Gupta, N.; Weinreb, R.N. New definitions of glaucoma. Curr. Opin. Ophthalmol. 1997, 8, 38–41. [Google Scholar] [CrossRef]
- Congdon, N.G.; Friedman, D.S. Angle-closure glaucoma: Impact, etiology, diagnosis, and treatment. Curr. Opin. Ophthalmol. 2003, 14, 70–73. [Google Scholar] [CrossRef]
- Bonomi, L.; Marchini, G.; Marraffa, M.; Bernardi, P.; De Franco, I.; Perfetti, S.; Varotto, A. Epidemiology of angle-closure glaucoma: Prevalence, clinical types, and association with peripheral anterior chamber depth in the egna-neumarket glaucoma study. Ophthalmology 2000, 107, 998–1003. [Google Scholar] [CrossRef]
- Sommer, A.; Tielsch, J.M.; Katz, J.; Quigley, H.A.; Gottsch, J.D.; Javitt, J.C.; Martone, J.F.; Royall, R.M.; Witt, K.A.; Ezrine, S. Racial differences in the cause-specific prevalence of blindness in east baltimore. N. Engl. J. Med. 1991, 325, 1412–1417. [Google Scholar]
- Khachatryan, N.; Medeiros, F.A.; Sharpsten, L.; Bowd, C.; Sample, P.A.; Liebmann, J.M.; Girkin, C.A.; Weinreb, R.N.; Miki, A.; Hammel, N.; et al. The african descent and glaucoma evaluation study (adages): Predictors of visual field damage in glaucoma suspects. Am. J. Ophthalmol. 2015, 159, 777–787. [Google Scholar] [CrossRef] [Green Version]
- Tham, Y.C.; Li, X.; Wong, T.Y.; Quigley, H.A.; Aung, T.; Cheng, C.Y. Global prevalence of glaucoma and projections of glaucoma burden through 2040: A systematic review and meta-analysis. Ophthalmology 2014, 121, 2081–2090. [Google Scholar] [CrossRef]
- Foster, P.J. The epidemiology of primary angle closure and associated glaucomatous optic neuropathy. Semin. Ophthalmol. 2002, 17, 50–58. [Google Scholar] [CrossRef] [PubMed]
- Czudowska, M.A.; Ramdas, W.D.; Wolfs, R.C.; Hofman, A.; De Jong, P.T.; Vingerling, J.R.; Jansonius, N.M. Incidence of glaucomatous visual field loss: A ten-year follow-up from the rotterdam study. Ophthalmology 2010, 117, 1705–1712. [Google Scholar] [CrossRef]
- Poredos, P. Peripheral arterial occlusive disease and perioperative risk. Int. Angiol. 2018, 37, 93–99. [Google Scholar] [CrossRef] [PubMed]
- Costantini, V.; Lenti, M. Treatment of acute occlusion of peripheral arteries. Thromb. Res. 2002, 106, 285–294. [Google Scholar] [CrossRef]
- Fowkes, P.F.G.R.; Rudan, D.; Rudan, P.I.; Aboyans, P.V.; Denenberg, J.O.; McDermott, P.M.M.; Norman, P.P.E.; Sampson, U.K.; Williams, L.J.; Mensah, G.A.; et al. Comparison of global estimates of prevalence and risk factors for peripheral artery disease in 2000 and 2010: A systematic review and analysis. Lancet 2013, 382, 1329–1340. [Google Scholar] [CrossRef]
- Layden, J.; Michaels, J.; Bermingham, S.; Higgins, B. Diagnosis and management of lower limb peripheral arterial disease: Summary of nice guidance. BMJ 2012, 345, e4947. [Google Scholar] [CrossRef] [Green Version]
- Gerhard-Herman, M.D.; Gornik, H.L.; Barrett, C.; Barshes, N.R.; Corriere, M.A.; Drachman, D.E.; Fleisher, L.A.; Fowkes, F.G.; Hamburg, N.M.; Kinlay, S.; et al. 2016 aha/acc guideline on the management of patients with lower extremity peripheral artery disease: A report of the american college of cardiology/american heart association task force on clinical practice guidelines. Circulation 2017, 135, e726–e779. [Google Scholar]
- Rooke, T.W.; Hirsch, A.T.; Misra, S.; Sidawy, A.N.; Beckman, J.A.; Findeiss, L.; Golzarian, J.; Gornik, H.L.; Jaff, M.R.; Moneta, G.L.; et al. Management of patients with peripheral artery disease (compilation of 2005 and 2011 accf/aha guideline recommendations): A report of the american college of cardiology foundation/american heart association task force on practice guidelines. J. Am. Coll. Cardiol. 2013, 61, 1555–1570. [Google Scholar]
- Smith, S.C., Jr.; Milani, R.V.; Arnett, D.K.; Crouse, J.R., 3rd; McDermott, M.M.; Ridker, P.M.; Rosenson, R.S.; Taubert, K.A.; Wilson, P.W. Atherosclerotic vascular disease conference: Writing group ii: Risk factors. Circulation 2004, 109, 2613–2616. [Google Scholar] [CrossRef] [Green Version]
- Benjamin, E.J.; Muntner, P.; Alonso, A.; Bittencourt, M.S.; Callaway, C.W.; Carson, A.P.; Chamberlain, A.M.; Chang, A.R.; Cheng, S.; Das, S.R.; et al. Heart disease and stroke statistics-2019 update: A report from the american heart association. Circulation 2019, 139, e56–e528. [Google Scholar] [CrossRef]
- Satilmis, M.; Orgül, S.; Doubler, B.; Flammer, J. Rate of progression of glaucoma correlates with retrobulbar circulation and intraocular pressure. Am. J. Ophthalmol. 2003, 135, 664–669. [Google Scholar] [CrossRef]
- Lehmann, M.V.; Schmieder, R.E. Remodeling of retinal small arteries in hypertension. Am. J. Hypertens. 2011, 24, 1267–1273. [Google Scholar] [CrossRef] [Green Version]
- Austin, P.C. Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples. Stat. Med. 2009, 28, 3083–3107. [Google Scholar] [CrossRef] [Green Version]
- Rao, H.L.; Pradhan, Z.S.; Suh, M.H.; Moghimi, S.; Mansouri, K.; Weinreb, R.N. Optical coherence tomography angiography in glaucoma. J. Glaucoma 2020, 29, 312–321. [Google Scholar] [CrossRef]
- Kwon, Y.H.; Fingert, J.H.; Kuehn, M.H.; Alward, W.L. Primary open-angle glaucoma. N. Engl. J. Med. 2009, 360, 1113–1124. [Google Scholar] [CrossRef] [Green Version]
- Jafer Chardoub, A.A.; Blair, K. Juvenile glaucoma. In Disclosure: Kyle Blair Declares No Relevant Financial Relationships with Ineligible Companies; StatPearls Publishing LLC.: Treasure Island, FL, USA, 2023. [Google Scholar]
- Abdelrahman, A.M.; Eltanamly, R.M.; Elsanabary, Z.; Hassan, L.M. Optical coherence tomography angiography in juvenile open angle glaucoma: Correlation between structure and perfusion. Int. Ophthalmol. 2021, 41, 883–889. [Google Scholar] [CrossRef]
- Mroczkowska, S.; Benavente-Perez, A.; Negi, A.; Sung, V.; Patel, S.R.; Gherghel, D. Primary open-angle glaucoma vs normal-tension glaucoma: The vascular perspective. JAMA Ophthalmol. 2013, 131, 36–43. [Google Scholar] [CrossRef]
- Wolf, S.; Arend, O.; Sponsel, W.E.; Schulte, K.; Cantor, L.B.; Reim, M. Retinal hemodynamics using scanning laser ophthalmoscopy and hemorheology in chronic open-angle glaucoma. Ophthalmology 1993, 100, 1561–1566. [Google Scholar] [CrossRef]
- Chan, K.K.W.; Tang, F.; Tham, C.C.Y.; Young, A.L.; Cheung, C.Y. Retinal vasculature in glaucoma: A review. BMJ Open Ophthalmol. 2017, 1, e000032. [Google Scholar] [CrossRef]
- Jonas, J.B.; Nguyen, X.N.; Naumann, G.O. Parapapillary retinal vessel diameter in normal and glaucoma eyes. I. Morphometric data. Investig. Ophthalmol. Vis. Sci. 1989, 30, 1599–1603. [Google Scholar]
- Buckley, C.; Hadoke, P.W.; Henry, E.; O’Brien, C. Systemic vascular endothelial cell dysfunction in normal pressure glaucoma. Br. J. Ophthalmol. 2002, 86, 227–232. [Google Scholar] [CrossRef]
- Yin, X.; Li, J.; Zhang, B.; Lu, P. Association of glaucoma with risk of retinal vein occlusion: A meta-analysis. Acta Ophthalmol. 2019, 97, 652–659. [Google Scholar] [CrossRef]
- Park, H.L.; Jung, Y.; Han, K.; Lee, M.Y.; Park, C.K. Health care claims for primary open-angle glaucoma and retinal vein occlusion from an 11-year nationwide dataset. Sci. Rep. 2017, 7, 8038. [Google Scholar] [CrossRef]
- Su, W.W.; Cheng, S.T.; Hsu, T.S.; Ho, W.J. Abnormal flow-mediated vasodilation in normal-tension glaucoma using a noninvasive determination for peripheral endothelial dysfunction. Investig. Ophthalmol. Vis. Sci. 2006, 47, 3390–3394. [Google Scholar] [CrossRef]
- Bossuyt, J.; Vandekerckhove, G.; De Backer, T.L.M.; Van de Velde, S.; Azermai, M.; Stevens, A.M.; Kestelyn, P.; Raemdonck, T.; Segers, P.; Vanmolkot, F.; et al. Vascular dysregulation in normal-tension glaucoma is not affected by structure and function of the microcirculation or macrocirculation at rest: A case-control study. Medicine 2015, 94, e425. [Google Scholar] [CrossRef]
- Berger, A. New diagnostic marker found for glaucoma. BMJ 2001, 322, 574. [Google Scholar]
- Wang, N.; Chintala, S.K.; Fini, M.E.; Schuman, J.S. Activation of a tissue-specific stress response in the aqueous outflow pathway of the eye defines the glaucoma disease phenotype. Nat. Med. 2001, 7, 304–309. [Google Scholar] [CrossRef]
- Bevilacqua, M.P.; Stengelin, S.; Gimbrone, M.A., Jr.; Seed, B. Endothelial leukocyte adhesion molecule 1: An inducible receptor for neutrophils related to complement regulatory proteins and lectins. Science 1989, 243, 1160–1165. [Google Scholar] [CrossRef]
- Lorbeer, R.; Grotz, A.; Dörr, M.; Völzke, H.; Lieb, W.; Kühn, J.P.; Mensel, B. Reference values of vessel diameters, stenosis prevalence, and arterial variations of the lower limb arteries in a male population sample using contrast-enhanced mr angiography. PLoS ONE 2018, 13, e0197559. [Google Scholar] [CrossRef]
- Van den Berg, M.; Boers, G.H.; Franken, D.G.; Blom, H.J.; Van Kamp, G.J.; Jakobs, C.; Rauwerda, J.A.; Kluft, C.; Stehouwert, C.D. Hyperhomocysteinaemia and endothelial dysfunction in young patients with peripheral arterial occlusive disease. Eur. J. Clin. Investig. 1995, 25, 176–181. [Google Scholar] [CrossRef] [Green Version]
- McMonnies, C.W. Glaucoma history and risk factors. J. Optom. 2017, 10, 71–78. [Google Scholar] [CrossRef] [Green Version]
- Grzybowski, A.; Och, M.; Kanclerz, P.; Leffler, C.; Moraes, C.G. Primary open angle glaucoma and vascular risk factors: A review of population based studies from 1990 to 2019. J. Clin. Med. 2020, 9, 761. [Google Scholar] [CrossRef] [Green Version]
- Hooi, J.D.; Kester, A.D.; Stoffers, H.E.; Overdijk, M.M.; van Ree, J.W.; Knottnerus, J.A. Incidence of and risk factors for asymptomatic peripheral arterial occlusive disease: A longitudinal study. Am. J. Epidemiol. 2001, 153, 666–672. [Google Scholar] [CrossRef]
Variables | Before PSM Matching | ASD | After PSM Matching | ASD | ||
---|---|---|---|---|---|---|
Non-Glaucoma (N = 382,300) | Glaucoma (N = 95,575) | Non-Glaucoma (N = 95,575) | Glaucoma (N = 95,575) | |||
Age | <0.001 | <0.001 | ||||
20–39 | 73,832 (19.31) | 18,458 (19.31) | 18,200 (19.04) | 18,458 (19.31) | ||
40–64 | 187,872 (49.14) | 46,968 (49.14) | 47,023 (49.20) | 46,968 (49.14) | ||
≥65 | 120,596 (31.54) | 30,149 (31.54) | 30,352 (31.76) | 30,149 (31.54) | ||
Mean ± SD | 55.03 ± 16.46 | 55.03 ± 16.46 | <0.001 | 55.50 ± 16.38 | 55.03 ± 16.46 | 0.029 |
Sex | <0.001 | <0.001 | ||||
Female | 199,944 (52.30) | 49,986 (52.30) | 49,967 (52.28) | 49,986 (52.30) | ||
Male | 182,356 (47.70) | 45,589 (47.70) | 45,608 (47.72) | 45,589 (47.70) | ||
Hypertension | 85,750 (22.43) | 27,732 (29.02) | 0.151 | 27,849 (29.14) | 27,732 (29.02) | 0.003 |
Hyperlipidemia | 38,067 (9.96) | 14,765 (15.45) | 0.165 | 14,785 (15.47) | 14,765 (15.45) | 0.001 |
Chronic liver disease | 127,74 (3.34) | 4491 (4.70) | 0.069 | 4563 (4.77) | 4491 (4.70) | 0.004 |
Chronic kidney disease | 4579 (1.20) | 1774 (1.86) | 0.054 | 1784 (1.87) | 1774 (1.86) | 0.001 |
Diabetes | 38,885 (10.17) | 17,191 (17.99) | 0.226 | 17,162 (17.96) | 17,191 (17.99) | 0.001 |
COPD | 9727 (2.54) | 2885 (3.02) | 0.029 | 3014 (3.15) | 2885 (3.02) | 0.008 |
Ischemic heart disease | 21,705 (5.68) | 7437 (7.78) | 0.084 | 7570 (7.92) | 7437 (7.78) | 0.005 |
Stroke | 14,063 (3.68) | 4102 (4.29) | 0.031 | 4160 (4.35) | 4102 (4.29) | 0.003 |
Intracranial bleeding | 1653 (0.43) | 461 (0.48) | 0.007 | 445 (0.47) | 461 (0.48) | 0.002 |
Deep vein thrombosis | 219 (0.06) | 77 (0.08) | 0.009 | 73 (0.08) | 77 (0.08) | 0.001 |
Varicose veins of lower extremities | 356 (0.09) | 115 (0.12) | 0.008 | 106 (0.11) | 115 (0.12) | 0.003 |
Psoriasis | 878 (0.23) | 328 (0.34) | 0.021 | 331 (0.35) | 328 (0.34) | 0.001 |
Variables | Non-Glaucoma | Glaucoma |
---|---|---|
N | 95,575 | 95,575 |
Person-years | 708,271 | 724,114 |
No. of PAOD | 2423 | 2994 |
ID (95% C.I.) | 3.42 (3.29–3.56) | 4.13 (3.99–4.29) |
Relative risk (95% C.I.) | Reference | 1.21 (1.15–1.28) |
Variables | Univariable | p Value | Multivariable † | p Value |
---|---|---|---|---|
HR (95% C.I.) | HR (95% C.I.) | |||
Group | ||||
Non-glaucoma | Reference | Reference | ||
Glaucoma | 1.21 (1.15–1.28) | <0.0001 | 1.18 (1.12–1.25) | <0.0001 |
Age | ||||
20–39 | Reference | Reference | ||
40–64 | 6.21 (5.27–7.32) | <0.0001 | 4.75 (4.03–5.61) | <0.0001 |
≥65 | 15.45 (13.12–18.18) | <0.0001 | 9.32 (7.88–11.01) | <0.0001 |
Sex | ||||
Female | Reference | Reference | ||
Male | 1.00 (0.94–1.05) | 0.883 | 1.02 (0.97–1.08) | 0.491 |
Hypertension | 2.95 (2.80–3.11) | <0.0001 | 1.37 (1.29–1.45) | <0.0001 |
Hyperlipidemia | 1.84 (1.72–1.96) | <0.0001 | 0.89 (0.83–0.95) | <0.001 |
Chronic liver disease | 1.44 (1.29–1.60) | <0.0001 | 1.06 (0.95–1.18) | 0.332 |
Chronic kidney disease | 6.23 (5.59–6.95) | <0.0001 | 3.36 (3.01–3.76) | <0.0001 |
Diabetes | 3.49 (3.31–3.69) | <0.0001 | 2.22 (2.09–2.36) | <0.0001 |
COPD | 2.34 (2.08–2.62) | <0.0001 | 1.27 (1.13–1.42) | <0.0001 |
Ischemic heart disease | 2.67 (2.48–2.86) | <0.0001 | 1.31 (1.22–1.41) | <0.0001 |
Stroke | 2.77 (2.53–3.04) | <0.0001 | 1.35 (1.23–1.49) | <0.0001 |
Intracranial bleeding | 1.41 (0.97–2.04) | 0.070 | 0.79 (0.54–1.14) | 0.207 |
Deep vein thrombosis | 5.57 (3.41–9.08) | <0.0001 | 2.74 (1.68–4.48) | <0.0001 |
Varicose veins of lower extremities | 1.84 (0.99–3.43) | 0.053 | 1.15 (0.62–2.14) | 0.656 |
Psoriasis | 1.14 (0.72–1.82) | 0.572 | 0.91 (0.57–1.45) | 0.690 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Yeh, H.-W.; Chung, C.-T.; Chang, C.-K.; Yeh, C.-B.; Wang, B.-Y.; Lee, C.-Y.; Wang, Y.-H.; Yeh, L.-T.; Yang, S.-F. Association of Glaucoma with the Risk of Peripheral Arterial Occlusive Disease: A Retrospective Population-Based Cohort Study. J. Clin. Med. 2023, 12, 4800. https://doi.org/10.3390/jcm12144800
Yeh H-W, Chung C-T, Chang C-K, Yeh C-B, Wang B-Y, Lee C-Y, Wang Y-H, Yeh L-T, Yang S-F. Association of Glaucoma with the Risk of Peripheral Arterial Occlusive Disease: A Retrospective Population-Based Cohort Study. Journal of Clinical Medicine. 2023; 12(14):4800. https://doi.org/10.3390/jcm12144800
Chicago/Turabian StyleYeh, Han-Wei, Chi-Tzu Chung, Chao-Kai Chang, Chao-Bin Yeh, Bo-Yuan Wang, Chia-Yi Lee, Yu-Hsun Wang, Liang-Tsai Yeh, and Shun-Fa Yang. 2023. "Association of Glaucoma with the Risk of Peripheral Arterial Occlusive Disease: A Retrospective Population-Based Cohort Study" Journal of Clinical Medicine 12, no. 14: 4800. https://doi.org/10.3390/jcm12144800
APA StyleYeh, H. -W., Chung, C. -T., Chang, C. -K., Yeh, C. -B., Wang, B. -Y., Lee, C. -Y., Wang, Y. -H., Yeh, L. -T., & Yang, S. -F. (2023). Association of Glaucoma with the Risk of Peripheral Arterial Occlusive Disease: A Retrospective Population-Based Cohort Study. Journal of Clinical Medicine, 12(14), 4800. https://doi.org/10.3390/jcm12144800