Survival Analysis of Irish Amyotrophic Lateral Sclerosis Patients Diagnosed from 1995–2010

نویسندگان

  • James Rooney
  • Susan Byrne
  • Mark Heverin
  • Bernie Corr
  • Marwa Elamin
  • Anthony Staines
  • Ben Goldacre
  • Orla Hardiman
چکیده

INTRODUCTION The Irish ALS register is a valuable resource for examining survival factors in Irish ALS patients. Cox regression has become the default tool for survival analysis, but recently new classes of flexible parametric survival analysis tools known as Royston-Parmar models have become available. METHODS We employed Cox proportional hazards and Royston-Parmar flexible parametric modeling to examine factors affecting survival in Irish ALS patients. We further examined the effect of choice of timescale on Cox models and the proportional hazards assumption, and extended both Cox and Royston-Parmar models with time varying components. RESULTS On comparison of models we chose a Royston-Parmar proportional hazards model without time varying covariates as the best fit. Using this model we confirmed the association of known survival markers in ALS including age at diagnosis (Hazard Ratio (HR) 1.34 per 10 year increase; 95% CI 1.26-1.42), diagnostic delay (HR 0.96 per 12 weeks delay; 95% CI 0.94-0.97), Definite ALS (HR 1.47 95% CI 1.17-1.84), bulbar onset disease (HR 1.58 95% CI 1.33-1.87), riluzole use (HR 0.72 95% CI 0.61-0.85) and attendance at an ALS clinic (HR 0.74 95% CI 0.64-0.86). DISCUSSION Our analysis explored the strengths and weaknesses of Cox proportional hazard and Royston-Parmar flexible parametric methods. By including time varying components we were able to gain deeper understanding of the dataset. Variation in survival between time periods appears to be due to missing data in the first time period. The use of age as timescale to account for confounding by age resolved breaches of the proportional hazards assumption, but in doing so may have obscured deficiencies in the data. Our study demonstrates the need to test for, and fully explore, breaches of the Cox proportional hazards assumption. Royston-Parmar flexible parametric modeling proved a powerful method for achieving this.

برای دانلود 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

Motor neuron disease (amyotrophic lateral sclerosis) arising from longstanding primary lateral sclerosis.

Three men were initially diagnosed as having primary lateral sclerosis (PLS), but eventually developed amyotrophic lateral sclerosis (ALS) after 7.5, 9, and at least 27 years. Non-familial ALS and PLS might be different manifestations of a single disease or constitute completely distinct entities. The clinical diagnosis of PLS predicts a median survival that is four to five times longer than in...

متن کامل

Evaluation of the effectiveness of positive psychology-based interventions on post-traumatic growth, self-compassion and quality of life in patients with amyotrophic lateral sclerosis (ALS)

Introduction: Amyotrophic lateral sclerosis (ALS) is a relatively rare disease that can be associated with various mental, physical and psychological burdens. The aim of this study was to evaluate the effectiveness of interventions based on positive psychology on post-traumatic growth, self-compassion and quality of life in patients with amyotrophic lateral sclerosis. Methods: This descriptive-...

متن کامل

Effect of a multidisciplinary amyotrophic lateral sclerosis (ALS) clinic on ALS survival: a population based study, 1996-2000.

BACKGROUND In recent years, there has been a paradigm shift in the method of healthcare delivery to amyotrophic lateral sclerosis (ALS) patients with the emergence of multidisciplinary ALS clinics that cater exclusively for patients with this condition. The impact of multidisciplinary management has not been previously evaluated. METHODS Using data from the Irish ALS Register, we conducted a ...

متن کامل

Slower disease progression and prolonged survival in contemporary patients with amyotrophic lateral sclerosis.

Design: By using the Kaplan-Meier life-table method, we compared disease progression (measured as time to a 20-point increase in the Appel ALS score) and survival in 1041 patients diagnosed as having ALS between January 1, 1984, and January 1, 1999 (historical group, n=647), and between January 2, 1999, and November 1, 2004 (contemporary group, n=394). The Cox proportional hazards model was use...

متن کامل

Exposure to pesticides and risk of amyotrophic lateral sclerosis: a population-based case-control study.

A few epidemiologic studies have suggested an association of agricultural work and pesticides exposure with a severe degenerative disease of the motor neurons, amyotrophic lateral sclerosis (ALS), though conflicting results have also been provided. We investigated through a population-based case-control study the possible relation between overall occupational exposure to pesticides and ALS risk...

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

برای دانلود 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

عنوان ژورنال:

دوره 8  شماره 

صفحات  -

تاریخ انتشار 2013