NMR Metabolomics-Based Risk Assessment and Stratified Digital Health Interventions in Middle-Aged Adults (PREMAP) (PREMAP)
Effectiveness and Cost-Effectiveness of NMR Metabolomics-Based Risk Assessment and Stratified Preventive Digital and Guideline-Directed Interventions in a Middle-Aged Population: A Population Cohort Study With an Embedded Pragmatic Randomised Trial and Health Economic Evaluation
研究概览
详细说明
The study addresses an evidence gap: no published pragmatic, randomized trial has directly compared digital lifestyle intervention platforms in a population prospectively risk-stratified through NMR metabolomics in a real-world public-sector setting. PREMAP combines a prospective, population-based cohort (all enrolled participants, followed regardless of risk group) with an embedded pragmatic, open-label, three-arm randomized controlled trial restricted to participants classified as moderate or high multi-disease risk. The non-randomized low-risk group receives its risk result and general health information and is followed as a naturalistic reference group; withholding a risk result or randomizing this group to an active digital intervention was judged neither scientifically nor ethically justified.
At the population cohort level, the study evaluates change from baseline to 6 months in the five NMR-derived disease-specific risk predictions and in the WHO-5 wellbeing score across all enrolled participants. Within the embedded randomised substudy, the three digital health arms are compared head-to-head on the same two outcome domains at 6 months, adjusting for guideline-directed medical therapy status and relevant covariates. Secondary objectives include patient-reported outcomes (health-related quality of life, work productivity, health activation, life satisfaction), clinical and health-register-based outcomes (incident diagnoses, new prescriptions, hospitalization, sickness absence) over at least 12 months, and a health economic evaluation using patient-level Monte Carlo microsimulation to estimate cost per quality-adjusted life year (QALY) gained, from both healthcare payer and societal perspectives.
研究类型
注册 (估计的)
阶段
- 不适用
联系人和位置
学习联系方式
- 姓名:Janne Martikainen, PhD, Professor
- 电话号码:+3583552600
- 邮箱:janne.martikainen@uef.fi
参与标准
资格标准
适合学习的年龄
- 成人
接受健康志愿者
描述
Inclusion Criteria:
- Permanent resident of the Eloisa Wellbeing Services County (South Savo, Finland), or has selected Eloisa primary health care as their primary public care provider
- Turning 45, 50, or 55 years of age during calendar year 2026
- NMR metabolomics-based risk assessment result classified as low, moderate, or high multi-disease risk
- Able to provide written informed consent digitally
- Able to use a smartphone, tablet, or computer for digital application access
- Resident of Finland with a Finnish personal identity code (required for health register linkage)
Exclusion Criteria:
- Currently pregnant or breastfeeding
- Incarcerated or under forensic psychiatric care
- Significantly impaired capacity for self-determination
- Insufficient proficiency in Finnish to provide informed consent and complete study procedures
- No Finnish personal identity code
学习计划
研究是如何设计的?
设计细节
- 主要用途:预防
- 分配:随机化
- 介入模型:并行分配
- 屏蔽:单身的
武器和干预
参与者组/臂 |
干预/治疗 |
|---|---|
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实验性的:Arm 1: BitHabit
Digital, self-directed lifestyle behavior-change smartphone application based on habit-formation and behavioral-economics principles.
Provides personalized, small, achievable habit suggestions targeting physical activity, nutrition, sleep, stress management and recovery.
Active engagement up to 6 months from randomization; app access continues to 12 months.
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Arm 1: BitHabit digital lifestyle app (12 months); Arm 2: Onnikka digital lifestyle coaching (12 months); Arm 3: Oma Eloisa digital self-care pathway (comparator).
High-risk participants additionally receive physician consultation + Guideline-Directed Medical Treatment (GDMT) optimisation in the high-risk arm.
其他名称:
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实验性的:Arm 2: Onnikka
Digital lifestyle coaching programme grounded in cognitive behavioral therapy and acceptance and commitment therapy, focused on sustainable weight management and metabolic risk reduction through structured programme modules, automated check-ins and optional peer support.
Active engagement up to 12 months from randomization.
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Arm 1: BitHabit digital lifestyle app (12 months); Arm 2: Onnikka digital lifestyle coaching (12 months); Arm 3: Oma Eloisa digital self-care pathway (comparator).
High-risk participants additionally receive physician consultation + Guideline-Directed Medical Treatment (GDMT) optimisation in the high-risk arm.
其他名称:
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有源比较器:Arm 3: Oma Eloisa
Structured digital self-care pathway based on national clinical guidelines, providing lifestyle information, guidance and self-monitoring tools without personalized coaching or professional support.
Represents the current standard of digital support available in the Eloisa region and is used as the comparator arm; low-risk participants also use this pathway on a non-randomized basis.
Continuous access throughout the follow-up period (up to 12 months).
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Arm 1: BitHabit digital lifestyle app (12 months); Arm 2: Onnikka digital lifestyle coaching (12 months); Arm 3: Oma Eloisa digital self-care pathway (comparator).
High-risk participants additionally receive physician consultation + Guideline-Directed Medical Treatment (GDMT) optimisation in the high-risk arm.
其他名称:
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研究衡量的是什么?
主要结果指标
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
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NMR-derived disease-specific 10-year risk predictions
大体时间:Baseline to 6 months
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Change from baseline in NMR-derived disease-specific 10-year risk predictions (type 2 diabetes, coronary heart disease/myocardial infarction, stroke/cardiovascular disease, chronic kidney disease, fatty liver disease)
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Baseline to 6 months
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The World Health Organization-Five Well-Being Index (WHO-5)
大体时间:Baseline to 6 months (primary); baseline to 12 months (secondary time point)
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Change from baseline in WHO-5 Well-Being Index.
A percentage score ranging from zero to 100; zero represents worst possible mental well-being; a score of 100 represents best possible mental well-being.
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Baseline to 6 months (primary); baseline to 12 months (secondary time point)
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次要结果测量
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
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EuroQoL 5-Dimension 5-Level (EQ-5D-5L)
大体时间:baseline and at 6 and 12 months
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EQ-5D-5L index score (obtained applying the Nordic value sets (Denmark, Norway, Sweden)) ranging from -0.285 to one; -0.285 indicates condition worse than death and one full health.
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baseline and at 6 and 12 months
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Incident diagnoses of the five target conditions
大体时间:Over at least 12 months
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Unit of measurement is incidence of Chronic Kidney Disease, Type 2 Diabetes, Myocardial Infarction, Stroke, and Fatty Liver Disease (MASLD).
Measurement tool from health registers (Eloisa´s EHR system, AvoHilmo, Hilmo).
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Over at least 12 months
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Cost-effectiveness
大体时间:Over at least 12 months
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Incremental cost per quality-adjusted life year (QALY) gained across the three intervention arms and at the population level, estimated via microsimulation, from healthcare payer and societal perspectives
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Over at least 12 months
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Work Productivity and Activity Impairment - General Health (WPAI-GH)
大体时间:Baseline to 6 and 12 months
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Four WPAI-GH subscales: absenteeism, presenteeism, overall work impairment, and activity impairment.
All subscales range from zero to 100% with zero indicating no impairment and 100% indicating full impairment.
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Baseline to 6 and 12 months
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Consumer Health Activation Index (CHAI)
大体时间:Baseline to 6 and 12 months
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The ten-item CHAI score ranges from 0 to 100, with higher scores indicating greater health activation.
A score of 0 indicates the lowest level of health activation, while a score of 100 indicates the highest level of health activation.
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Baseline to 6 and 12 months
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Vitality (TARMO)
大体时间:Baseline to 6 and 12 months
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One question with five levels.
Range 1-5, 0ne indicates full vitality and five no vitality.
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Baseline to 6 and 12 months
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Self-rated health
大体时间:Baseline to 6 and 12 months
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One question with five levels.
Range 1-5, one indicate good health and 5 indicates poor health.
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Baseline to 6 and 12 months
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Net Promoter Score (NPS)
大体时间:Baseline to 6 and 12 months
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NPS score is measured with a single-question survey and reported with a number ranging from -100 to +100, where a higher score is desirable.
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Baseline to 6 and 12 months
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New relevant prescriptions
大体时间:Over at least 12 months
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Proportion of patients with new prescriptions for antidiabetic, antihypertensive, lipid-lowering, and renal protective drugs (Eloisa's EHR system, Kela medicine reimbursement register).
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Over at least 12 months
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Work absenteeism
大体时间:Over at least 12 months
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Number of sickness allowance days (Eloisa's EHR system, Kela register).
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Over at least 12 months
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Work disability
大体时间:Over at least 12 months
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Number of disability pension days (ETK register).
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Over at least 12 months
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Hospitalization
大体时间:Over at least 12 months
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Number of all-cause and cause-specific hospitalization days (Eloisa's EHR system, Hilmo, THL).
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Over at least 12 months
|
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Primary care visit rates
大体时间:Over at least 12 months
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Primary care visit rates (Eloisa's EHR system, AvoHilmo, THL)
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Over at least 12 months
|
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Completion of the digital pathway
大体时间:Baseline
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Indicator (0/1) of digital pathway successfully initiated for the participant.
Zero indicates not initiated and one successful initiation.
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Baseline
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Completion of blood sampling
大体时间:Baseline and 6 months
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Indicator (0/1) of NMR blood sampling completed as planned for the participant.
Zero indicates not completed and one successful completion.
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Baseline and 6 months
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Completion of risk-report delivery
大体时间:Baseline and 6 months
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Indicator (0/1) of risk report successfully returned to the participant.
Zero indicates no return and one successful return.
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Baseline and 6 months
|
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Correct intervention allocation relative to risk stratum
大体时间:Baseline
|
Indicator (0/1) of correct intervention allocation relative to risk stratum.
Zero indicates false and one correct intervention allocation.
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Baseline
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合作者和调查者
研究记录日期
研究主要日期
学习开始 (估计的)
初级完成 (估计的)
研究完成 (估计的)
研究注册日期
首次提交
首先提交符合 QC 标准的
首次发布 (实际的)
研究记录更新
最后更新发布 (实际的)
上次提交的符合 QC 标准的更新
最后验证
更多信息
与本研究相关的术语
其他相关的 MeSH 术语
其他研究编号
- 189/2026
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IPD 计划说明
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