Non-linear Equation using Plasma Brain Natriuretic Peptide Levels to Predict Cardiovascular Outcomes in Patients with Heart Failure

Hiroki Fukuda, Hideaki Suwa, Atsushi Nakano, Mari Sakamoto, Miki Imazu, Takuya Hasegawa, Hiroyuki Takahama, Makoto Amaki, Hideaki Kanzaki, Toshihisa Anzai, Naoki Mochizuki, Akira Ishii, Hiroshi Asanuma, Masanori Asakura, Takashi Washio, Masafumi Kitakaze

Research output: Contribution to journalArticlepeer-review

Abstract

Brain natriuretic peptide (BNP) is the most effective predictor of outcomes in chronic heart failure (CHF). This study sought to determine the qualitative relationship between the BNP levels at discharge and on the day of cardiovascular events in CHF patients. We devised a mathematical probabilistic model between the BNP levels at discharge (y) and on the day (t) of cardiovascular events after discharge for 113 CHF patients (Protocol I). We then prospectively evaluated this model on another set of 60 CHF patients who were readmitted (Protocol II). P(t|y) was the probability of cardiovascular events occurring after >t, the probability on t was given as p(t|y) =-'dP(t|y)/dt, and p(t|y) = pP(t|y) = αy β P(t|y), along with p = αy β (α and β were constant); the solution was p(t|y) = αy β exp(-'αy β t). We fitted this equation to the data set of Protocol I using the maximum likelihood principle, and we obtained the model p(t|y) = 0.000485y 0.24788 exp(-'0.000485y 0.24788 t). The cardiovascular event-free rate was computed as P(t) = 1/60σi=1,.,60 exp(-'0.000485y i 0.24788 t), based on this model and the BNP levels y i in a data set of Protocol II. We confirmed no difference between this model-based result and the actual event-free rate. In conclusion, the BNP levels showed a non-linear relationship with the day of occurrence of cardiovascular events in CHF patients.

Original languageEnglish
Article number37073
JournalScientific reports
Volume6
DOIs
Publication statusPublished - 2016 Nov 15
Externally publishedYes

ASJC Scopus subject areas

  • General

Fingerprint Dive into the research topics of 'Non-linear Equation using Plasma Brain Natriuretic Peptide Levels to Predict Cardiovascular Outcomes in Patients with Heart Failure'. Together they form a unique fingerprint.

Cite this