Faculty of Social Sciences, Tampere University, Tampere, Finland.
Tays Research Services, Tampere University Hospital and Faculty of Social Sciences, Tampere University, Tampere, Finland.
Health Qual Life Outcomes. 2023 Aug 14;21(1):89. doi: 10.1186/s12955-023-02175-1.
Researchers and clinicians using common clinical assessments need to attend to the prevalence of missing data to ensure the validity of the information gathered. The Expanded Prostate Cancer Index Short Form (EPIC-26) is a commonly used measurement scale used for assessing patients' quality of life, but the measure lacks comprehensive analysis on missing data. We aimed to explore the quantity of missing answers in EPIC-26 and to characterize patterns and possible explanations of missing data in the survey.
The survey sample consisted of 625 Finnish prostate cancer patients who participated in a study with a 1-year follow-up with three measurement points (0, 6, and 12 months). Descriptive statistics were used to describe the study population and missingness level. A logistic regression was performed for each EPIC domain to study factors related to missingness during the follow-up.
Proportions of missing answers in EPIC-26 were low (3.1-3.9%) between survey rounds. As much as 37% of patients left at least one question unanswered during their follow-up. The hormonal domain produced the most missing answers. Questions about breast tenderness/enlargement (question 13.b.), hot flashes (question 13.a.), frequency of erections (question 10.), and ability to reach orgasm (question 8.b.) were most frequently left unanswered. Higher age, lower education level, no relationship, more severe cancer, lower function scores in some EPIC domains, lower treatment satisfaction or self-rated health were associated with missingness.
Questions 13.b. and 13.a. might be considered female-specific symptoms, thus difficult to comprehend unless patients had already experienced side effects from androgen deprivation therapy. Questions 10. and 8.b. might be difficult to answer if the patient has been sexually inactive. To improve the measure's validity, the questionnaire's hormonal section requires additional explanation that the inquired symptoms are common treatment side effects of anti-androgen therapy; questions 8-10 require a not-applicable category for sexually inactive patients.
研究人员和临床医生在使用常见的临床评估时,需要注意缺失数据的普遍性,以确保所收集信息的有效性。扩展前列腺癌指数简表(EPIC-26)是一种常用的测量量表,用于评估患者的生活质量,但该量表缺乏对缺失数据的全面分析。我们旨在探讨 EPIC-26 中缺失答案的数量,并描述调查中缺失数据的模式和可能的解释。
调查样本包括 625 名芬兰前列腺癌患者,他们参加了一项为期 1 年、有 3 个测量点(0、6 和 12 个月)的研究。使用描述性统计数据来描述研究人群和缺失水平。对每个 EPIC 域进行逻辑回归,以研究随访期间与缺失相关的因素。
EPIC-26 中的缺失答案比例较低(3.1-3.9%)。在随访期间,多达 37%的患者至少有一个问题未回答。激素域产生的缺失答案最多。关于乳房触痛/增大(问题 13.b.)、热潮红(问题 13.a.)、勃起频率(问题 10.)和达到性高潮的能力(问题 8.b.)的问题最常未回答。较高的年龄、较低的教育水平、无关系、更严重的癌症、某些 EPIC 域的功能评分较低、较低的治疗满意度或自我评估健康状况与缺失有关。
问题 13.b.和 13.a.可能被视为女性特有的症状,因此除非患者已经经历过雄激素剥夺治疗的副作用,否则难以理解。如果患者没有性生活,问题 10.和 8.b.可能难以回答。为了提高测量的有效性,问卷的激素部分需要额外的解释,即询问的症状是抗雄激素治疗的常见治疗副作用;对于没有性生活的患者,问题 8-10 需要一个不适用类别。