Comparison of Linear and Non-linear Regression Analysis to Determine Pulmonary Pressure in Hyperthyroidism. 2017

Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
Camelia C. Scarneciu, MD, PhD. Faculty of Medicine, Transilvania University of Brasov, Brasov, Romania.

OBJECTIVE This study aimed at assessing the incidence of pulmonary hypertension (PH) at newly diagnosed hyperthyroid patients and at finding a simple model showing the complex functional relation between pulmonary hypertension in hyperthyroidism and the factors causing it. METHODS The 53 hyperthyroid patients (H-group) were evaluated mainly by using an echocardiographical method and compared with 35 euthyroid (E-group) and 25 healthy people (C-group). In order to identify the factors causing pulmonary hypertension the statistical method of comparing the values of arithmetical means is used. The functional relation between the two random variables (PAPs and each of the factors determining it within our research study) can be expressed by linear or non-linear function. By applying the linear regression method described by a first-degree equation the line of regression (linear model) has been determined; by applying the non-linear regression method described by a second degree equation, a parabola-type curve of regression (non-linear or polynomial model) has been determined. We made the comparison and the validation of these two models by calculating the determination coefficient (criterion 1), the comparison of residuals (criterion 2), application of AIC criterion (criterion 3) and use of F-test (criterion 4). RESULTS From the H-group, 47% have pulmonary hypertension completely reversible when obtaining euthyroidism. The factors causing pulmonary hypertension were identified: previously known- level of free thyroxin, pulmonary vascular resistance, cardiac output; new factors identified in this study- pretreatment period, age, systolic blood pressure. According to the four criteria and to the clinical judgment, we consider that the polynomial model (graphically parabola- type) is better than the linear one. CONCLUSIONS The better model showing the functional relation between the pulmonary hypertension in hyperthyroidism and the factors identified in this study is given by a polynomial equation of second degree where the parabola is its graphical representation.

UI MeSH Term Description Entries

Related Publications

Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
August 2023, Acute and critical care,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
January 1985, Medical informatics = Medecine et informatique,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
April 2007, Talanta,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
December 1990, Trends in biochemical sciences,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
July 1997, Food and chemical toxicology : an international journal published for the British Industrial Biological Research Association,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
September 1984, Revista espanola de fisiologia,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
July 1988, Talanta,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
May 1982, Journal of applied physiology: respiratory, environmental and exercise physiology,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
June 2015, Cell biochemistry and biophysics,
Camelia C Scarneciu, and Livia Sangeorzan, and Horatiu Rus, and Vlad D Scarneciu, and Mihai S Varciu, and Oana Andreescu, and Ioan Scarneciu
June 2016, American journal of orthodontics and dentofacial orthopedics : official publication of the American Association of Orthodontists, its constituent societies, and the American Board of Orthodontics,
Copied contents to your clipboard!