Integrated Item Response Theory Modeling of Multiple Patient-Reported Outcomes Assessing Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia

Research output: Contribution to journalJournal articleResearchpeer-review

Standard

Integrated Item Response Theory Modeling of Multiple Patient-Reported Outcomes Assessing Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia. / Lyauk, Yassine Kamal; Lund, Trine Meldgaard; Hooker, Andrew C; Karlsson, Mats O; Jonker, Daniël M.

In: The AAPS Journal, Vol. 22, No. 5, 98, 2020.

Research output: Contribution to journalJournal articleResearchpeer-review

Harvard

Lyauk, YK, Lund, TM, Hooker, AC, Karlsson, MO & Jonker, DM 2020, 'Integrated Item Response Theory Modeling of Multiple Patient-Reported Outcomes Assessing Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia', The AAPS Journal, vol. 22, no. 5, 98. https://doi.org/10.1208/s12248-020-00484-7

APA

Lyauk, Y. K., Lund, T. M., Hooker, A. C., Karlsson, M. O., & Jonker, D. M. (2020). Integrated Item Response Theory Modeling of Multiple Patient-Reported Outcomes Assessing Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia. The AAPS Journal, 22(5), [98]. https://doi.org/10.1208/s12248-020-00484-7

Vancouver

Lyauk YK, Lund TM, Hooker AC, Karlsson MO, Jonker DM. Integrated Item Response Theory Modeling of Multiple Patient-Reported Outcomes Assessing Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia. The AAPS Journal. 2020;22(5). 98. https://doi.org/10.1208/s12248-020-00484-7

Author

Lyauk, Yassine Kamal ; Lund, Trine Meldgaard ; Hooker, Andrew C ; Karlsson, Mats O ; Jonker, Daniël M. / Integrated Item Response Theory Modeling of Multiple Patient-Reported Outcomes Assessing Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia. In: The AAPS Journal. 2020 ; Vol. 22, No. 5.

Bibtex

@article{e10a851ff9284ad08d1496698bb79d9c,
title = "Integrated Item Response Theory Modeling of Multiple Patient-Reported Outcomes Assessing Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia",
abstract = "In clinical trials within lower urinary tract symptoms due to benign prostatic hyperplasia (BPH-LUTS), the International Prostate Symptom Score (IPSS) is commonly the primary efficacy outcome while the Quality of Life (QoL) score and the BPH Impact Index (BII) are common secondary efficacy markers. The current study aimed to characterize BPH-LUTS progression using responses to the IPSS, the QoL, and the BII in an integrated item response theory (IRT) framework and assess the Fisher information of each scale. The power of this approach to detect a drug effect was compared with an IRT approach considering only IPSS responses. A unidimensional and a bidimensional pharmacometric IRT model, based on item-level IPSS responses in a clinical trial with 403 patients, were extended by incorporating patients' QoL and summary BII scores over the 6-month trial period. In the developed unidimensional integrated model, the QoL score was found to be the most informative, representing 17% of the total Fisher information, while the combined information content of the seven IPSS items represented 70.6%. In the bidimensional model, {"}storage{"} and both storage and {"}voiding{"} disability drove QoL and summary BII responses, respectively. Sample size reduction of 16% to detect a drug effect at 80% power was obtained with the unidimensional integrated IRT model compared with its counterpart IPSS IRT model. This study shows that utilizing the information content across the IPSS, QoL, and BII scales in an integrated IRT framework results in a modest but meaningful increase in power to detect a drug effect.",
author = "Lyauk, {Yassine Kamal} and Lund, {Trine Meldgaard} and Hooker, {Andrew C} and Karlsson, {Mats O} and Jonker, {Dani{\"e}l M}",
year = "2020",
doi = "10.1208/s12248-020-00484-7",
language = "English",
volume = "22",
journal = "A A P S Journal",
issn = "1550-7416",
publisher = "Springer",
number = "5",

}

RIS

TY - JOUR

T1 - Integrated Item Response Theory Modeling of Multiple Patient-Reported Outcomes Assessing Lower Urinary Tract Symptoms Associated with Benign Prostatic Hyperplasia

AU - Lyauk, Yassine Kamal

AU - Lund, Trine Meldgaard

AU - Hooker, Andrew C

AU - Karlsson, Mats O

AU - Jonker, Daniël M

PY - 2020

Y1 - 2020

N2 - In clinical trials within lower urinary tract symptoms due to benign prostatic hyperplasia (BPH-LUTS), the International Prostate Symptom Score (IPSS) is commonly the primary efficacy outcome while the Quality of Life (QoL) score and the BPH Impact Index (BII) are common secondary efficacy markers. The current study aimed to characterize BPH-LUTS progression using responses to the IPSS, the QoL, and the BII in an integrated item response theory (IRT) framework and assess the Fisher information of each scale. The power of this approach to detect a drug effect was compared with an IRT approach considering only IPSS responses. A unidimensional and a bidimensional pharmacometric IRT model, based on item-level IPSS responses in a clinical trial with 403 patients, were extended by incorporating patients' QoL and summary BII scores over the 6-month trial period. In the developed unidimensional integrated model, the QoL score was found to be the most informative, representing 17% of the total Fisher information, while the combined information content of the seven IPSS items represented 70.6%. In the bidimensional model, "storage" and both storage and "voiding" disability drove QoL and summary BII responses, respectively. Sample size reduction of 16% to detect a drug effect at 80% power was obtained with the unidimensional integrated IRT model compared with its counterpart IPSS IRT model. This study shows that utilizing the information content across the IPSS, QoL, and BII scales in an integrated IRT framework results in a modest but meaningful increase in power to detect a drug effect.

AB - In clinical trials within lower urinary tract symptoms due to benign prostatic hyperplasia (BPH-LUTS), the International Prostate Symptom Score (IPSS) is commonly the primary efficacy outcome while the Quality of Life (QoL) score and the BPH Impact Index (BII) are common secondary efficacy markers. The current study aimed to characterize BPH-LUTS progression using responses to the IPSS, the QoL, and the BII in an integrated item response theory (IRT) framework and assess the Fisher information of each scale. The power of this approach to detect a drug effect was compared with an IRT approach considering only IPSS responses. A unidimensional and a bidimensional pharmacometric IRT model, based on item-level IPSS responses in a clinical trial with 403 patients, were extended by incorporating patients' QoL and summary BII scores over the 6-month trial period. In the developed unidimensional integrated model, the QoL score was found to be the most informative, representing 17% of the total Fisher information, while the combined information content of the seven IPSS items represented 70.6%. In the bidimensional model, "storage" and both storage and "voiding" disability drove QoL and summary BII responses, respectively. Sample size reduction of 16% to detect a drug effect at 80% power was obtained with the unidimensional integrated IRT model compared with its counterpart IPSS IRT model. This study shows that utilizing the information content across the IPSS, QoL, and BII scales in an integrated IRT framework results in a modest but meaningful increase in power to detect a drug effect.

U2 - 10.1208/s12248-020-00484-7

DO - 10.1208/s12248-020-00484-7

M3 - Journal article

C2 - 32728925

VL - 22

JO - A A P S Journal

JF - A A P S Journal

SN - 1550-7416

IS - 5

M1 - 98

ER -

ID: 246600990