Using the 12‐item General Health Questionnaire to screen
psychological distress from survivorship to end‐of‐life care:
dimensionality and item quality
Wei Gao
1
, Daniel Stark
2
, Michael I. Bennett
3
, Richard J. Siegert
1
, Scott Murray
4
and Irene J. Higginson
1
*
1
Cicely Saunders Institute, Department of Palliative Care, Policy and Rehabilitation, School of Medicine, King’s College London, King’s Healthcare
Partners, London, UK
2
St James’s Institute of Oncology, St James’s University Hospital, Leeds, UK
3
International Observatory on End of Life Care, School of Health and Medicine, Lancaster University, Lancaster, UK
4
Primary Palliative Care Research Group, Centre for Population Health Sciences: General Practice Teviot Place, University of Edinburgh, Edinburgh, UK
*Correspondence to:
Cicely Saunders Institute,
Department of Palliative Care,
Policy and Rehabilitation,
School of Medicine, King’s
College London, Bessemer
Road, London SE5 9PJ, UK.
E‐ mail: irene.higginson@kcl.ac.uk
Received: 22 July 2010
Revised: 25 March 2011
Accepted: 28 March 2011
Abstract
Objectives: This study aimed (i) to determine the factor structure of the 12‐item General Health
Questionnaire (GHQ‐12) across the cancer trajectory represented by samples from three cancer
care settings and (ii) to appraise the item misfit and differential item functioning (DIF) of the GHQ‐12.
Data and methods: Data were from cancer outpatient (n = 200), general community (n = 364)
and palliative care (n = 150) settings. The factor structure was tested using exploratory factor
analysis followed by confirmatory factor analysis. The factors were assessed for correlation using
Spearman’s ρ. The analyses were run separately for standard GHQ, Likert, modified Likert and
chronic GHQ scoring and for the individual cancer settings. The best scoring method within the
cancer setting was determined by Akaike’s information criterion (AIC). Item misfit (mean square,
MNSQ; standardised z‐ score, ZSTD) and DIF were assessed using the Rasch model.
Results: The best scoring method was the chronic GHQ for the cancer outpatient
(AIC = -45.8), modified Likert for the general community (AIC = 9.6) and standard GHQ for
the palliative care (AIC = -43.0). The GHQ‐12 displayed a correlated two‐factor structure
(‘social dysfunction’ and ‘distress’); Spearman ρ values were 0.69, 0.82 and 0.88 in the cancer
outpatient, the general community and the palliative care, respectively. One item in the
palliative care indicated misfit (MNSQ = 1.62, ZSTD = 3.0). Five items in the cancer outpatient
showed DIF by gender and age. Two items in the palliative care showed DIF by gender.
Conclusions: The GHQ‐12 was more problematic (less clear factor structure and evidence of
item bias) for newly diagnosed patients, less problematic for patients approaching end‐of‐life
and satisfactory for patients between those times.
Copyright
©
2011 John Wiley & Sons, Ltd.
Keywords: cancer; oncology; General Health Questionnaire; psychometric properties; end‐of‐life
care; surviorship
Background
Cancer patients are at increased risk of developing
anxiety and depression, which can occur at any time
from diagnosis and decrease their quality of life and
effective delivery of care [1–6]. However, it is often
under‐recognised and under‐treated [7]. Psycholog-
ical interventions have been shown to be beneficial
in cancer patients, even at advanced stages [8–10].
Therefore, effective screening for psychological
disorders is warranted. Moreover, cohort and inter-
vention studies in the management of symptoms,
including psychological problems, are urgently need-
ed in people living with cancer [11]. Longitudinal and
complex intervention studies will be more efficient if
supported by an empirical understanding of measure-
ment properties of patient‐reported outcome measures
at different points in the history of the cancer.
The 12‐item General Health Questionnaire (GHQ‐
12), a brief self‐administered measure, has been used
in various settings for screening psychological
disorders [12–15]. It consists of six ‘positively
phrased’ (PP) and six ‘negatively phrased’ (NP)
items [16]. A total GHQ score is generated by
combining all the items to represent the overall level
of psychological distress. The GHQ‐12 was designed
as a unidimensional measure, but two‐factor and
three‐factor structures have frequently been reported
[17–21]. If the GHQ‐12 is multidimensional, the total
score may not be valid, although it could be func-
tionally similar when all dimensions are strongly
correlated. In a sample of 120 psychiatric outpatients
with anxiety disorders and/or psychological disor-
ders, Gao et al. found high correlations between three
dimensions and proposed that it is acceptable to use
this instrument as a one‐dimensional measure [21].
Copyright
©
2011 John Wiley & Sons, Ltd.
Psycho‐ Oncology
Psycho‐ Oncology (2011)
Published online in Wiley Online Library (wileyonlinelibrary.com). DOI: 10.1002/pon.1989