TY - JOUR
T1 - STATIS multivariate three-way method for evaluating quality of life after corneal surgery
T2 - Methodology and case study in Costa Rica
AU - Perdomo-Argüello, Francisco J.
AU - Ortega-Gómez, Estelina
AU - Galindo-Villardón, Purificación
AU - Leiva, Víctor
AU - Vicente-Galindo, Purificación
N1 - Publisher Copyright:
© 2023 the author(s), licensee AIMS Press.
PY - 2023
Y1 - 2023
N2 - Vision-related quality of life (QoL) analyzes the visual function concerning individual well-being based on activity and social participation. Because QoL is a multivariate construct, a multivariate statistical method must be used to analyze this construct. In this paper, we present a methodology based on STATIS multivariate three-way methods to assess the real change in vision-related QoL for myopic patients by comparing their conditions before and after corneal surgery. We conduct a case study in Costa Rica to detect the outcomes of patients referred for myopia that underwent refractive surgery. We consider a descriptive, observational and prospective study. We utilize the NEI VFQ-25 instrument to measure the vision-related QoL in five different stages over three months. After applying this instrument/questionnaire, a statistically significant difference was detected between the perceived QoL levels. In addition, strong correlations were identified with highly similar structures ranging from 0.857 to 0.940. The application of the dual STATIS method found the non-existence of reconceptualization in myopic patients, but a statistically significant recalibration was identified. Furthermore, a real change was observed in all patients after surgery. This finding has not been stated previously due to the limitations of the existing statistical tools. We demonstrated that dual STATIS is a multivariate method capable of evaluating vision-related QoL data and detecting changes in recalibration and reconceptualization.
AB - Vision-related quality of life (QoL) analyzes the visual function concerning individual well-being based on activity and social participation. Because QoL is a multivariate construct, a multivariate statistical method must be used to analyze this construct. In this paper, we present a methodology based on STATIS multivariate three-way methods to assess the real change in vision-related QoL for myopic patients by comparing their conditions before and after corneal surgery. We conduct a case study in Costa Rica to detect the outcomes of patients referred for myopia that underwent refractive surgery. We consider a descriptive, observational and prospective study. We utilize the NEI VFQ-25 instrument to measure the vision-related QoL in five different stages over three months. After applying this instrument/questionnaire, a statistically significant difference was detected between the perceived QoL levels. In addition, strong correlations were identified with highly similar structures ranging from 0.857 to 0.940. The application of the dual STATIS method found the non-existence of reconceptualization in myopic patients, but a statistically significant recalibration was identified. Furthermore, a real change was observed in all patients after surgery. This finding has not been stated previously due to the limitations of the existing statistical tools. We demonstrated that dual STATIS is a multivariate method capable of evaluating vision-related QoL data and detecting changes in recalibration and reconceptualization.
KW - NEI VFQ-25 questionnaire
KW - multivariate statistics
KW - myopia
KW - principal components
KW - recalibration
KW - reconceptualization
KW - response shift
KW - three-way data analysis
UR - http://www.scopus.com/inward/record.url?scp=85147845100&partnerID=8YFLogxK
U2 - 10.3934/mbe.2023264
DO - 10.3934/mbe.2023264
M3 - Article
C2 - 37161100
AN - SCOPUS:85147845100
SN - 1547-1063
VL - 20
SP - 6110
EP - 6133
JO - Mathematical Biosciences and Engineering
JF - Mathematical Biosciences and Engineering
IS - 4
ER -