Understanding thermoregulatory transitions during haemorrhage by piecewise regression

نویسندگان

  • Penny S Reynolds
  • Grace S Chiu
چکیده

Transition points are common in physiological processes. However the 28 transition between normothermia and hypothermia during haemorrhagic shock has 29 rarely been systematically quantified from intensive time series data. We estimated the 30 critical transition point (CTP) and provided confidence intervals for core body 31 temperature response to acute severe haemorrhage in a conscious rat model. 32 Estimates were obtained by traditional piecewise linear regression (broken stick model) 33 and compared to those from the more novel bent cable regression. Bent cable 34 regression relaxes the assumption of an abrupt point transition, and thus allows the 35 capture of a potentially gradual transition phase; the broken stick is a special case of the 36 bent cable model. We calculated two types of confidence intervals, assuming either 37 independent or autoregressive structure for the residuals. In spite of the severity of the 38 haemorrhage, median temperature change was minor (0.8 C; IQR 0.57-1.31 C) and 39 only four of 38 rats were clinically hypothermic (core temperature < 35 C). However, a 40 transition could be estimated for 23 rats. Bent cable fits were superior when the 41 transition appeared to be gradual rather than abrupt. In all cases, assuming 42 independence gave incorrect uncertainty estimates of CTP. For 15 animals, neither 43 model could be fitted because of irregular temperature profiles that did not conform to 44 the assumption of a single transition. Arbitrary imposition of broken stick fits on a 45 gradual transition profile and assuming independent rather than autocorrelated error 46 may result in misleading estimates of CTP. Identification of the onset of irreversible 47 shock will require further quantification of appropriate time-dependent physiological 48 variables and their behaviour during haemorrhage. 49

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

An integrated heuristic method based on piecewise regression and cluster analysis for fluctuation data (A case study on health-care: Psoriasis patients)

Trend forecasting and proper understanding of the future changes is necessary for planning in health-care area.One of the problems of analytic methods is determination of the number and location of the breakpoints, especially for fluctuation data. In this area, few researches are published when number and location of the nodes are not specified.In this paper, a clustering-based method is develo...

متن کامل

Thermoregulatory Mechanisms of Jersey Adult Cattle and Calves Based on Different Body Sites Temperature

In this experiment six healthy adult dairy Jersey cattles and eight calves (aged 4-6 months) were selected to measure temperature of different body skin sites, rectal temperature, respiration and heart rates during summer and winter. Body sites maximum and minimum temperature in calves during summer belonged to the ear, forehead, right flank, abdomen (38.4-38.9 ˚C) and carpus (32 ˚C). This was ...

متن کامل

Unsupervised Learning for Nonlinear PieceWise Smooth Hybrid Systems

This paper introduces a novel system identification and tracking method for PieceWise Smooth (PWS) nonlinear stochastic hybrid systems. We are able to correctly identify and track challenging problems with diverse dynamics and low dimensional transitions. We exploit the composite structure system to learn a simpler model on each component/mode. We use Gaussian Process Regression techniques to l...

متن کامل

Piecewise Linear Regression for Massive Data through Dataspheres

We propose enhancing the tting of linear regression models to massive multidimensional data by partitioning the data using a DataSphere (proposed in our previous work) and tting piecewise linear regression models to each class in the representation. Nonlinear models typically involve several iterations through the data and require the knowledge of every data point. Linear regression models, on ...

متن کامل

A Kleene Theorem for Piecewise Constant Signals Automata

In this paper, we consider timed automata for piecewise constant signals. In the model presented here, time elapses only during transitions; any constraint on clocks should be satisfied during all the duration of the transition. Signal automata are very different from un-timed and time-event automata because piecewise constant signals may be split (and spliced) in an infinite number of ways. We...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2010