Capabilities of modern statistical methods of regression analysis in the prediction of primary open angle glaucoma
O.N. LEVANOVA1,2, V.G. LIKHVANTSEVA3,4, V.A. SOKOLOV1, T.E. BORISENKO5
1I.P. Pavlov Ryazan State Medical University, 9 Vysokovoltnaya Str., Ryazan, Russian Federation, 390026
2Ryazan Region Hospital named after N.A. Semashko, 3 Semashko Str., Ryazan, Russian Federation, 390005
3Institute for Advanced Training of Federal Medical-Biological Agency, 91 Volokolamskoye shosse, Moscow, Russian Federation, 125310
4Institute of Biochemical Physics named after N.E. Emanuel of the Russian Academy of Sciences, 4 Kosygin Str., Moscow, Russian Federation, 119334
5Research Institute of Eye Diseases, 11A Rossolimo Str., Moscow, Russian Federation, 119021
Levanova O.N. ― ophthalmologist, е-mail: Levanova.olga2013@yandex.ru, ORCID ID: 0000-0001-9181-1340
Likhvantseva V.G. ― D. Sc. (medicine), Professor of the Ophthalmology Department, e-mail: likhvantseva-4@yandex.ru, ORCID ID: 0000-0003-2708-7217
Sokolov V.A. ― D. Sc. (medicine), Professor of the Department of Ocular and ENT Diseases, e-mail: sva_sva@mail.ru
Borisenko T.E. ― consultant-statistician, е-mail: borite@mail.ru, ORCID ID: 0000-0002-5016-5677
Background. One of the main directions in solving the problem of primary open-angle glaucoma (POAG) is the early prediction of the disease in order to prevent blindness and stabilize the pathological process.
Objective ― to develop models for predicting the risk of POAG development and progression based on individual combination of risk factors by multivariate regression analysis.
Material and methods. We examined 66 patients (132 eyes) (23 women and 43 men) with newly diagnosed primary open-angle glaucoma. The control group consisted of 14 patients (8 men and 6 women). Ophthalmic examination was supplemented with biochemical study of the lacrimal fluid. Concentration of MMP-2 and MMP-9 in lacrimal fluid in both eyes was determined with “sandwich” method of solid-phase immunoferment analysis.
Results. Based on all risk factors closely connected (р≤0.05) with POAG development and progression, models for calculating the risk of POAG development and progression were developed.
Key words: primary open-angle glaucoma, regression models, matrix metalloproteinases.
(For citation: Levanova O.N., Likhvantseva V.G., Borisenko T.E., Sokolov V.A. Capabilities of modern statistical methods of regression analysis in the prediction of primary open angle glaucoma. Practical Medicine. 2018)
REFERENCES
- Graham K.L., Mc Cowan C., White A. Genetic and Biochemical Biomarkers in Canine Glaucoma. Vet. Pathol, 2017, vol. 54, no. 2, rr. 194-203.
- Sokolov V.A., Levanova O.N. The role of matrix metalloproteinases in the pathogenesis of primary open-angle glaucoma. Rossiyskiy Mediko-biologicheskiy vestnik imeni akademika I.P. Pavlova, 2013, vol. 21, no. 2, pp. 136-141 (in Russ.).
- Beletskaya I.S., Astakhov S.Yu. The role of matrix metalloproteinases in the pathogenesis of glaucoma. Oftal’mol. vedomosti, 2015, vol. 8, no. 3, pp. 28-43 (in Russ.).
- Gordon M.O., Torri V., Miglior S. Ocular Hypertension Treatment Study Group; European Glaucoma Prevention Study Group; Validated prediction model for the development of primary open-angle glaucoma in individuals with ocular hypertension. Ophthalmology, 2007, vol. 114, no.1, rr. 10-19.
- Solyannikova O.V., Berdnikova E.V., Ekgardt V.F., Bolotov A.A., Tur E.V. Prediction of the dynamics of visual functions in patients with primary open-angle glaucoma. Oftal’mologicheskie vedomosti, 2015, vol. 8, no.1, rr. 1-36 (in Russ.).
- Karimov R.N. Obrabotka eksperimental’noy informatsii. Ucheb. posobie. Ch. 3. Mnogomernyy analiz [Processing of experimental information. Training allowance. Part 3. Multivariate analysis]. Saratov: SGTU, 2000. Rr. 1-108.


