ArticlePsycho-oncology2018
Predicting future major depression and persistent depressive symptoms: Development of a prognostic screener and PHQ-4 cutoffs in breast cancer patients.
Article in Psycho-oncology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 1 of them a synthesis that pooled it.
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Who cites it
11 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The Assessment of Social Isolation and Loneliness in Cancer Patients and Survivors in the Pre-COVID-19 Period: A Systematic Review.International journal of behavioral medicine · 2024Pooled it
- Identification of Early Signs of Mental Health Disorders in Older Survivors of Cancer Using Patient-Generated Health Data: Observational Study.JMIR cancer · 2026Observational
- Mediators of the association between psychological distress and mortality in people diagnosed with cancer.Nature communications · 2025Article
- Psychometric properties of the Patient Health Questionnaire-4 among Hong Kong young adults in 2021: Associations with meaning in life and suicidal ideation.Frontiers in psychiatry · 2023Article
- Assessing an Internet-Delivered, Emotion-Focused Intervention Compared With a Healthy Lifestyle Active Control Intervention in Improving Mental Health in Cancer Survivors: Protocol for a Randomized Controlled Trial.JMIR research protocols · 2022Article
- Associations of patient-reported care satisfaction with symptom burden and healthcare use in hospitalized patients with cancer.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2022Article
- Impact of the COVID-19 Pandemic on Oncology Patients' Mental Health and Treatment Plans.Healthcare (Basel, Switzerland) · 2022Article
- Machine Learning-Based Prediction Models for Depression Symptoms Among Chinese Healthcare Workers During the Early COVID-19 Outbreak in 2020: A Cross-Sectional Study.Frontiers in psychiatry · 2022Article
- Transitions in coping profiles after breast cancer diagnosis: implications for depressive and physical symptoms.Journal of behavioral medicine · 2021Article
- Evaluation of the psychological burden during the early disease trajectory in patients with intracranial tumors by the ultra-brief Patient Health Questionnaire for Depression and Anxiety (PHQ-4).Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2019Article
- A preventive intervention to modify depression risk targets after breast cancer diagnosis: Design and single-arm pilot study.Psycho-oncology · 2019Article
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5 authors.
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Abstract
objectiveCreate a brief, self-report screener for recently diagnosed breast cancer patients to identify patients at risk of future depression.
methodsBreast cancer patients (N = 410) within 2 ± 1 months after diagnosis provided data on depression vulnerability. Depression outcomes were defined as a high depressive symptom trajectory or a major depressive episode during 16 months after diagnosis. Stochastic gradient boosting of regression trees identified 7 items highly predictive for the depression outcomes from a pool of 219 candidate depression vulnerability items. Three of the 7 items were from the Patient Health Questionnaire 4 (PHQ-4), a validated screener for current anxiety/depressive disorder that has not been tested to identify risk for future depression. Thresholds classifying patients as high or low risk on the new Depression Risk Questionnaire 7 (DRQ-7) and the PHQ-4 were obtained. Predictive performance of the DRQ-7 and PHQ-4 was assessed on a holdout validation subsample.
findingsDRQ-7 items assess loneliness, irritability, persistent sadness, and low acceptance of emotion as well as 3 items from the PHQ-4 (anhedonia, depressed mood, and worry). A DRQ-7 score of ≥6/23 identified depression outcomes with 0.73 specificity, 0.83 sensitivity, 0.68 positive predictive value, and 0.86 negative predictive value. A PHQ-4 score of ≥3/12 performed moderately well but less accurately than the DRQ-7 (net reclassification improvement = 10%; 95% CI [0.5-16]).
interpretationThe DRQ-7 and the PHQ-4 with a new cutoff score are clinically accessible screeners for risk of depression in newly diagnosed breast cancer patients. Use of the screener to select patients for preventive interventions awaits validation of the screener in other samples.
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