nafld {survival} | R Documentation |
Non-alcoholic fatty liver disease
Description
Data sets containing the data from a population study of non-alcoholic fatty liver disease (NAFLD). Subjects with the condition and a set of matched control subjects were followed forward for metabolic conditions, cardiac endpoints, and death.
Usage
nafld1
nafld2
nafld3
data(nafld, package="survival")
Format
nafld1
is a data frame with 17549 observations on the following 10 variables.
id
subject identifier
age
age at entry to the study
male
0=female, 1=male
weight
weight in kg
height
height in cm
bmi
body mass index
case.id
the id of the NAFLD case to whom this subject is matched
futime
time to death or last follow-up
status
0= alive at last follow-up, 1=dead
nafld2
is a data frame with 400123 observations and 4 variables
containing laboratory data
id
subject identifier
days
days since index date
test
the type of value recorded
value
the numeric value
nafld3
is a data frame with 34340 observations and 3 variables
containing outcomes
id
subject identifier
days
days since index date
event
the endpoint that occurred
Details
The primary reference for this study is Allen (2018). Nonalcoholic fatty liver disease (NAFLD) was renamed metabolic dysfunction-associated steatotic liver disease (MASLD) in June 2023. The new name is intended to better reflect the disease's underlying causes, identify subgroups of patients, and avoid stigmatizing words.
The incidence of MASLD has been rising rapidly in the last decade and it is now one of the main drivers of hepatology practice Tapper2018. It is essentially the presence of excess fat in the liver, and parallels the ongoing obesity epidemic. Approximately 20-25% of MASLD patients will develop the inflammatory state of metabolic dysfunction associated steatohepatitis (MASH), leading to fibrosis and eventual end-stage liver disease. MASLD can be accurately diagnosed by MRI methods, but MASH diagnosis currently requires a biopsy.
The current study constructed a population cohort of all adult MASLD subjects from 1997 to 2014 along with 4 potential controls for each case. To protect patient confidentiality all time intervals are in days since the index date; none of the dates from the original data were retained. Subject age is their integer age at the index date, and the subject identifier is an arbitrary integer. As a final protection, we include only a 90% random sample of the data. As a consequence analyses results will not exactly match the original paper.
There are 3 data sets: nafld1
contains baseline data and has
one observation per subject, nafld2
has one observation for
each (time dependent) continuous measurement,
and nafld3
has one observation for
each yes/no outcome that occured.
Source
Data obtained from the author.
References
AM Allen, TM Therneau, JJ Larson, A Coward, VK Somers and PS Kamath, Nonalcoholic Fatty Liver Disease Incidence and Impact on Metabolic Burden and Death: A 20 Year Community Study, Hepatology 67:1726-1736, 2018.