Nonlinear mathematical model for predicting long term cardiac remodeling in Chagas' heart disease: Introducing the concepts of ‘limiting cardiac function’ and ‘cardiac function deterioration period’
Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function and dimension changes in Chagas' disease. In the present study, an improved mathematical model to equate time course and cardiac functi...
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| Published in | International journal of cardiology Vol. 145; no. 2; pp. 219 - 221 |
|---|---|
| Main Author | |
| Format | Journal Article |
| Language | English |
| Published |
Shannon
Elsevier Ireland Ltd
19.11.2010
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0167-5273 1874-1754 1874-1754 |
| DOI | 10.1016/j.ijcard.2009.05.010 |
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| Abstract | Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function and dimension changes in Chagas' disease. In the present study, an improved mathematical model to equate time course and cardiac functional changes has been proposed. Present model has been derived from previously validated intuitive assumptions and tested on data set of outpatients with chronic Chagas' disease (51.3
±
9.4 years old), followed for up to 10 years in Rio de Janeiro, Brazil. The variables representing cardiac status at admission were plotted against respective time derivative, which appropriately fit a second order polynomial (adjusted
r
2
=
0.956;
p
<
0.001), indicating that long term cardiac remodeling followed a Verhulst–Pearl (Logistic) model. The derived Logistic model provided two output constants: a time-function (2.0
·
10
−
3
±
5.4
·
10
−
4
months
−
1
·%
−
1
;
p
<
0.001) and an inferior limit for left ventricular ejection fraction (19.0
±
0.9%;
p
<
0.001), standing for a limit beyond life expectation is unsustainable, in Chagas' disease. Cardiac function deterioration period was promptly derived from the model, representing the period of time following indeterminate stages of the disease when cardiac function start deteriorating, and ranged from 3 to 15.8 years. An example of data of left ventricular ejection fraction of a subject followed during 10 years illustrated the model, further validating its robustness. Present data confirms that, in chronic Chagas' disease, initial insult is connected to the progression of myocardial remodeling and introduces the concepts of limiting cardiac function and cardiac deterioration period. |
|---|---|
| AbstractList | Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function and dimension changes in Chagas' disease. In the present study, an improved mathematical model to equate time course and cardiac functional changes has been proposed. Present model has been derived from previously validated intuitive assumptions and tested on data set of outpatients with chronic Chagas' disease (51.3±9.4 years old), followed for up to 10 years in Rio de Janeiro, Brazil. The variables representing cardiac status at admission were plotted against respective time derivative, which appropriately fit a second order polynomial (adjusted r(2)=0.956; p<0.001), indicating that long term cardiac remodeling followed a Verhulst-Pearl (Logistic) model. The derived Logistic model provided two output constants: a time-function (2.0·10(-3)±5.4·10(-4) months(-1)·%(-1); p<0.001) and an inferior limit for left ventricular ejection fraction (19.0±0.9%; p<0.001), standing for a limit beyond life expectation is unsustainable, in Chagas' disease. Cardiac function deterioration period was promptly derived from the model, representing the period of time following indeterminate stages of the disease when cardiac function start deteriorating, and ranged from 3 to 15.8 years. An example of data of left ventricular ejection fraction of a subject followed during 10 years illustrated the model, further validating its robustness. Present data confirms that, in chronic Chagas' disease, initial insult is connected to the progression of myocardial remodeling and introduces the concepts of limiting cardiac function and cardiac deterioration period. Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function and dimension changes in Chagas' disease. In the present study, an improved mathematical model to equate time course and cardiac functional changes has been proposed. Present model has been derived from previously validated intuitive assumptions and tested on data set of outpatients with chronic Chagas' disease (51.3 ± 9.4 years old), followed for up to 10 years in Rio de Janeiro, Brazil. The variables representing cardiac status at admission were plotted against respective time derivative, which appropriately fit a second order polynomial (adjusted r 2 = 0.956; p < 0.001), indicating that long term cardiac remodeling followed a Verhulst–Pearl (Logistic) model. The derived Logistic model provided two output constants: a time-function (2.0 · 10 − 3 ± 5.4 · 10 − 4 months − 1 ·% − 1 ; p < 0.001) and an inferior limit for left ventricular ejection fraction (19.0 ± 0.9%; p < 0.001), standing for a limit beyond life expectation is unsustainable, in Chagas' disease. Cardiac function deterioration period was promptly derived from the model, representing the period of time following indeterminate stages of the disease when cardiac function start deteriorating, and ranged from 3 to 15.8 years. An example of data of left ventricular ejection fraction of a subject followed during 10 years illustrated the model, further validating its robustness. Present data confirms that, in chronic Chagas' disease, initial insult is connected to the progression of myocardial remodeling and introduces the concepts of limiting cardiac function and cardiac deterioration period. Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function and dimension changes in Chagas' disease. In the present study, an improved mathematical model to equate time course and cardiac functional changes has been proposed. Present model has been derived from previously validated intuitive assumptions and tested on data set of outpatients with chronic Chagas' disease (51.3 +/- 9.4 years old), followed for up to 10 years in Rio de Janeiro, Brazil. The variables representing cardiac status at admission were plotted against respective time derivative, which appropriately fit a second order polynomial (adjusted r super(2 = 0.956; p 0.001), indicating that long term cardiac remodeling followed a Verhulst-Pearl (Logistic) model. The derived Logistic model provided two output constants: a time-function (2.0 ) super(.) 10 super(- 3 +/- 5.4 ) super(.) 10 super(- 4 months) super(-) 1 super(.%) super(-) 1; p 0.001) and an inferior limit for left ventricular ejection fraction (19.0 +/- 0.9%; p 0.001), standing for a limit beyond life expectation is unsustainable, in Chagas' disease. Cardiac function deterioration period was promptly derived from the model, representing the period of time following indeterminate stages of the disease when cardiac function start deteriorating, and ranged from 3 to 15.8 years. An example of data of left ventricular ejection fraction of a subject followed during 10 years illustrated the model, further validating its robustness. Present data confirms that, in chronic Chagas' disease, initial insult is connected to the progression of myocardial remodeling and introduces the concepts of limiting cardiac function and cardiac deterioration period. Abstract Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function and dimension changes in Chagas' disease. In the present study, an improved mathematical model to equate time course and cardiac functional changes has been proposed. Present model has been derived from previously validated intuitive assumptions and tested on data set of outpatients with chronic Chagas' disease (51.3 ± 9.4 years old), followed for up to 10 years in Rio de Janeiro, Brazil. The variables representing cardiac status at admission were plotted against respective time derivative, which appropriately fit a second order polynomial (adjusted r2 = 0.956; p < 0.001), indicating that long term cardiac remodeling followed a Verhulst–Pearl (Logistic) model. The derived Logistic model provided two output constants: a time-function (2.0 · 10 − 3 ± 5.4 · 10 − 4 months − 1 ·% − 1 ; p < 0.001) and an inferior limit for left ventricular ejection fraction (19.0 ± 0.9%; p < 0.001), standing for a limit beyond life expectation is unsustainable, in Chagas' disease. Cardiac function deterioration period was promptly derived from the model, representing the period of time following indeterminate stages of the disease when cardiac function start deteriorating, and ranged from 3 to 15.8 years. An example of data of left ventricular ejection fraction of a subject followed during 10 years illustrated the model, further validating its robustness. Present data confirms that, in chronic Chagas' disease, initial insult is connected to the progression of myocardial remodeling and introduces the concepts of limiting cardiac function and cardiac deterioration period. Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function and dimension changes in Chagas' disease. In the present study, an improved mathematical model to equate time course and cardiac functional changes has been proposed. Present model has been derived from previously validated intuitive assumptions and tested on data set of outpatients with chronic Chagas' disease (51.3±9.4 years old), followed for up to 10 years in Rio de Janeiro, Brazil. The variables representing cardiac status at admission were plotted against respective time derivative, which appropriately fit a second order polynomial (adjusted r(2)=0.956; p<0.001), indicating that long term cardiac remodeling followed a Verhulst-Pearl (Logistic) model. The derived Logistic model provided two output constants: a time-function (2.0·10(-3)±5.4·10(-4) months(-1)·%(-1); p<0.001) and an inferior limit for left ventricular ejection fraction (19.0±0.9%; p<0.001), standing for a limit beyond life expectation is unsustainable, in Chagas' disease. Cardiac function deterioration period was promptly derived from the model, representing the period of time following indeterminate stages of the disease when cardiac function start deteriorating, and ranged from 3 to 15.8 years. An example of data of left ventricular ejection fraction of a subject followed during 10 years illustrated the model, further validating its robustness. Present data confirms that, in chronic Chagas' disease, initial insult is connected to the progression of myocardial remodeling and introduces the concepts of limiting cardiac function and cardiac deterioration period.Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function and dimension changes in Chagas' disease. In the present study, an improved mathematical model to equate time course and cardiac functional changes has been proposed. Present model has been derived from previously validated intuitive assumptions and tested on data set of outpatients with chronic Chagas' disease (51.3±9.4 years old), followed for up to 10 years in Rio de Janeiro, Brazil. The variables representing cardiac status at admission were plotted against respective time derivative, which appropriately fit a second order polynomial (adjusted r(2)=0.956; p<0.001), indicating that long term cardiac remodeling followed a Verhulst-Pearl (Logistic) model. The derived Logistic model provided two output constants: a time-function (2.0·10(-3)±5.4·10(-4) months(-1)·%(-1); p<0.001) and an inferior limit for left ventricular ejection fraction (19.0±0.9%; p<0.001), standing for a limit beyond life expectation is unsustainable, in Chagas' disease. Cardiac function deterioration period was promptly derived from the model, representing the period of time following indeterminate stages of the disease when cardiac function start deteriorating, and ranged from 3 to 15.8 years. An example of data of left ventricular ejection fraction of a subject followed during 10 years illustrated the model, further validating its robustness. Present data confirms that, in chronic Chagas' disease, initial insult is connected to the progression of myocardial remodeling and introduces the concepts of limiting cardiac function and cardiac deterioration period. |
| Author | Benchimol-Barbosa, Paulo Roberto |
| Author_xml | – sequence: 1 givenname: Paulo Roberto surname: Benchimol-Barbosa fullname: Benchimol-Barbosa, Paulo Roberto email: ecgar@yahoo.com, ecgar@uerj.br organization: Department of Cardiology, Rio de Janeiro Military Fire Department Central Hospital, Rio de Janeiro, Brazil |
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| Keywords | Mathematical modeling Chagas' disease Cardiac remodeling Cardiac death Long term follow-up Heart Protozoal disease Cardiac performance Prognosis Chagas disease Cardiovascular disease Vascular remodeling Heart disease Cardiology Mathematical model Trypanosomiasis Concept Mortality Period Parasitosis Long term Infection Deterioration Follow up study Death |
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| References | Dias (bb0015) 1986; 19 Benchimol Barbosa (bb0035) 2007; 40 Teixeira, Nascimento, Sturm (bb0045) 2006; 101 Rassi, Rassi, Little (bb0010) 2006; 355 Benchimol-Barbosa (bb0025) 2009; 131 De Oliveira, Pedrosa, Filho (bb0020) 2007; 116 Benchimol Barbosa, Barbosa-Filho (bb0030) 2009; 42 Bestetti, Martins, Cardinalli-Neto (bb0005) 2009; 134 Ianni, Mady, Arteaga, Fernandes (bb0040) 1998; 71 Coats (bb0050) 2009; 131 Dias (10.1016/j.ijcard.2009.05.010_bb0015) 1986; 19 Benchimol Barbosa (10.1016/j.ijcard.2009.05.010_bb0035) 2007; 40 Benchimol-Barbosa (10.1016/j.ijcard.2009.05.010_bb0025) 2009; 131 Ianni (10.1016/j.ijcard.2009.05.010_bb0040) 1998; 71 De Oliveira (10.1016/j.ijcard.2009.05.010_bb0020) 2007; 116 Rassi (10.1016/j.ijcard.2009.05.010_bb0010) 2006; 355 Teixeira (10.1016/j.ijcard.2009.05.010_bb0045) 2006; 101 Benchimol Barbosa (10.1016/j.ijcard.2009.05.010_bb0030) 2009; 42 Bestetti (10.1016/j.ijcard.2009.05.010_bb0005) 2009; 134 Coats (10.1016/j.ijcard.2009.05.010_bb0050) 2009; 131 |
| References_xml | – volume: 116 start-page: 357 year: 2007 end-page: 363 ident: bb0020 article-title: Oxidative stress in chronic cardiopathy associated with Chagas disease publication-title: Int J Cardiol – volume: 42 start-page: 251 year: 2009 end-page: 262 ident: bb0030 article-title: Mechanical cardiac remodeling and new-onset atrial fibrillation in long-term follow-up of subjects with chronic Chagas' disease publication-title: Braz J Med Biol Res – volume: 131 start-page: 149 year: 2009 end-page: 150 ident: bb0050 article-title: Ethical authorship and publishing publication-title: Int J Cardiol – volume: 19 start-page: 129 year: 1986 end-page: 133 ident: bb0015 article-title: The Brazilian Chagas' disease control programme in 1986 publication-title: Rev Soc Bras Med Trop – volume: 40 start-page: 167 year: 2007 end-page: 178 ident: bb0035 article-title: Noninvasive prognostic markers for cardiac death and ventricular arrhythmia in long-term follow-up of subjects with chronic Chagas' disease publication-title: Braz J Med Biol Res – volume: 71 start-page: 21 year: 1998 end-page: 24 ident: bb0040 article-title: Cardiovascular diseases observed during follow-up of a group of patients with undetermined form of Chagas' disease publication-title: Arq Bras Cardiol – volume: 131 start-page: 435 year: 2009 end-page: 438 ident: bb0025 article-title: Cardiac remodeling and predictors for cardiac death in long-term follow-up of subjects with chronic Chagas' heart disease: a mathematical model for progression of myocardial damage publication-title: Int J Cardiol – volume: 134 start-page: 9 year: 2009 end-page: 16 ident: bb0005 article-title: Justice where justice is due: a posthumous Nobel Prize to Carlos Chagas (1879–1934), the discoverer of American Trypanosomiasis (Chagas' disease) publication-title: Int J Cardiol – volume: 101 start-page: 463 year: 2006 end-page: 491 ident: bb0045 article-title: Evolution and pathology in Chagas disease — a review publication-title: Mem Inst Oswaldo Cruz – volume: 355 start-page: 799 year: 2006 end-page: 808 ident: bb0010 article-title: Development and validation of a risk score for predicting death in Chagas' heart disease publication-title: N Engl J Med – volume: 131 start-page: 435 year: 2009 ident: 10.1016/j.ijcard.2009.05.010_bb0025 article-title: Cardiac remodeling and predictors for cardiac death in long-term follow-up of subjects with chronic Chagas' heart disease: a mathematical model for progression of myocardial damage publication-title: Int J Cardiol doi: 10.1016/j.ijcard.2007.07.151 – volume: 42 start-page: 251 year: 2009 ident: 10.1016/j.ijcard.2009.05.010_bb0030 article-title: Mechanical cardiac remodeling and new-onset atrial fibrillation in long-term follow-up of subjects with chronic Chagas' disease publication-title: Braz J Med Biol Res doi: 10.1590/S0100-879X2009000300006 – volume: 116 start-page: 357 year: 2007 ident: 10.1016/j.ijcard.2009.05.010_bb0020 article-title: Oxidative stress in chronic cardiopathy associated with Chagas disease publication-title: Int J Cardiol doi: 10.1016/j.ijcard.2006.04.046 – volume: 355 start-page: 799 year: 2006 ident: 10.1016/j.ijcard.2009.05.010_bb0010 article-title: Development and validation of a risk score for predicting death in Chagas' heart disease publication-title: N Engl J Med doi: 10.1056/NEJMoa053241 – volume: 101 start-page: 463 year: 2006 ident: 10.1016/j.ijcard.2009.05.010_bb0045 article-title: Evolution and pathology in Chagas disease — a review publication-title: Mem Inst Oswaldo Cruz doi: 10.1590/S0074-02762006000500001 – volume: 19 start-page: 129 issue: 3 year: 1986 ident: 10.1016/j.ijcard.2009.05.010_bb0015 article-title: The Brazilian Chagas' disease control programme in 1986 publication-title: Rev Soc Bras Med Trop doi: 10.1590/S0037-86821986000300001 – volume: 40 start-page: 167 year: 2007 ident: 10.1016/j.ijcard.2009.05.010_bb0035 article-title: Noninvasive prognostic markers for cardiac death and ventricular arrhythmia in long-term follow-up of subjects with chronic Chagas' disease publication-title: Braz J Med Biol Res doi: 10.1590/S0100-879X2006005000061 – volume: 134 start-page: 9 year: 2009 ident: 10.1016/j.ijcard.2009.05.010_bb0005 article-title: Justice where justice is due: a posthumous Nobel Prize to Carlos Chagas (1879–1934), the discoverer of American Trypanosomiasis (Chagas' disease) publication-title: Int J Cardiol doi: 10.1016/j.ijcard.2008.12.197 – volume: 71 start-page: 21 year: 1998 ident: 10.1016/j.ijcard.2009.05.010_bb0040 article-title: Cardiovascular diseases observed during follow-up of a group of patients with undetermined form of Chagas' disease publication-title: Arq Bras Cardiol doi: 10.1590/S0066-782X1998000700005 – volume: 131 start-page: 149 year: 2009 ident: 10.1016/j.ijcard.2009.05.010_bb0050 article-title: Ethical authorship and publishing publication-title: Int J Cardiol doi: 10.1016/j.ijcard.2008.11.048 |
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| Snippet | Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac function... Abstract Cardiac remodeling has been recently investigated in long term follow-up introducing a simple exponential model to describe the time course of cardiac... |
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| SubjectTerms | Adult Aged Biological and medical sciences Cardiac death Cardiac remodeling Cardiology. Vascular system Cardiovascular Chagas Cardiomyopathy - physiopathology Chagas' disease Disease Progression Female Follow-Up Studies Heart Function Tests - methods Human protozoal diseases Humans Infectious diseases Long term follow-up Male Mathematical modeling Medical sciences Middle Aged Nonlinear Dynamics Parasitic diseases Predictive Value of Tests Protozoal diseases Time Factors Trypanosomiasis Ventricular Remodeling - physiology |
| Title | Nonlinear mathematical model for predicting long term cardiac remodeling in Chagas' heart disease: Introducing the concepts of ‘limiting cardiac function’ and ‘cardiac function deterioration period’ |
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