Prognostic biomarkers for high-impact chronic pain: Development and validation
Prognostic biomarkers for high-impact chronic pain: Development and validation
批准号:
10157953
负责人:
SEAN C MACKEY
金额:
$725.54万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-09-30 至 2024-08-31
关键词:
AccelerometerAdultAffectAmericanAnxietyArea Under CurveBehavioralBiologicalBiological MarkersBiologyChronicClinicalClinical TrialsComputer AnalysisDataData SetDemographic FactorsDevelopmentDiagnosticDimensionsEnrollmentFunctional disorderFutureGoalsImmuneIndividualInterdisciplinary StudyLinkMachine LearningMeasuresModalityModelingMusculoskeletalNeuraxisOutcomePainPain interferencePain managementPatientsPhasePopulationPreventive treatmentPrognostic MarkerPublic HealthPublishingRecoveryRefractoryRiskRisk stratificationSample SizeSelf CareSensorySeveritiesSleepSocial isolationSocietiesStructureSubgroupValidationWorkactigraphyanalysis pipelinebasebiopsychosocialcandidate markerchronic musculoskeletal painchronic painchronic pain patientcohortconditioned pain modulationcostdiagnostic biomarkerexperienceindividualized medicineinsightlarge datasetsmachine learning algorithmmicrobiomemultidisciplinarymultimodalitymultiple omicsneuroimagingnew therapeutic targetnovel markeropioid use disorderpatient stratificationpredictive modelingprescription opioidprognosticprognostic signatureprognostic valuepsychosocialrecruitsocialtreatment strategytreatment stratification
中文摘要
项目总结
慢性疼痛代表着一种公共卫生危机,影响着1亿多美国人,花费超过
每年5000亿美元。慢性肌肉骨骼疼痛占所有慢性疼痛的70%-80%。一个
据估计,8%的美国成年人患有高冲击性慢性疼痛,或与严重受限的疼痛相关的疼痛
六个月或更长时间的工作、社交和自我照顾活动。慢性疼痛和高影响力的慢性疼痛
特别是-经常使用处方阿片类药物治疗,并与阿片类药物使用障碍有关。多学科
慢性疼痛治疗在人群水平上显示出不完全的恢复。然而,个体的亚群
完全反应,不改变,甚至在疼痛处理后恶化。因此,健壮且经过验证
需要诊断和预后生物标记物来识别那些高影响的慢性疼痛患者,并确定
结果的轨迹(即,恢复与持续)。因此,我们的总体目标是
发现和验证肌肉骨骼高冲击性慢性疼痛的诊断和预后生物标志物。这
Goal需要全面、多维度的评估,具有集成的数据集和复杂的
计算分析流水线,以产生可靠和有效的诊断和预后生物标记物。对这件事
最后,我们组建了一个跨学科的研究和临床团队来实施Hear倡议。这个
这项计划的目标是阐明慢性疼痛的诊断和预后生物标记物的标志
整合中枢神经系统、多组学、感觉、功能、心理社会和人口统计领域。我们将实现这一目标
目标通过两个具体目标:(1)开发肌肉骨骼高冲击性疾病的诊断和预后标记物
多学科疼痛治疗后的慢性疼痛(R61发现阶段)和(2)分析验证
在第一个AIM(R33验证阶段)开发的多模式签名。这项建议将产生有效和
临床上有用的诊断和预后生物标记物特征,以促进风险和治疗分层
患有肌肉骨骼慢性疼痛的患者。这些生物标志物对于开发更安全、更有效的药物是必不可少的
针对患者的具体治疗策略,特别是对于那些对目前的疼痛治疗难以奏效的患者
选择。我们还将确定可以改变进程的潜在可改变的生物和行为因素
消除疼痛轨迹,从而减少慢性疼痛对个人和整个社会的影响。
英文摘要
PROJECT SUMMARY
Chronic pain represents a public health crisis that affects more than 100 million Americans and costs over
$500 billion dollars annually. Chronic musculoskeletal pain conditions comprise 70-80% of all chronic pain. An
estimated 8% of US adults suffer from high-impact chronic pain, or pain associated with substantially restricted
work, social, and self-care activities for six or more months. Chronic pain—and high-impact chronic pain in
particular—is often treated with prescription opioids and is linked to opioid-use disorder. Multidisciplinary
chronic pain treatments show incomplete recovery at the population level. However, subgroups of individuals
completely respond, do not change, or even worsen following pain management. Thus, robust and validated
diagnostic and prognostic biomarkers are needed to identify those with high-impact chronic pain and determine
the trajectory of outcome (i.e., recovery versus persistence), respectively. Therefore, our overall goal is to
discover and validate diagnostic and prognostic biomarkers for musculoskeletal high-impact chronic pain. This
goal will require comprehensive, multidimensional assessments with an integrated dataset and a sophisticated
computational analysis pipeline to yield reliable and validated diagnostic and prognostic biomarkers. To this
end, we have assembled an interdisciplinary research and clinical team to implement the HEAL initiative. The
goal of this initiative is to elucidate diagnostic and prognostic biomarker signatures of chronic pain by
integrating CNS, multiomic, sensory, functional, psychosocial, and demographic domains. We will achieve this
goal through two specific aims: (1) develop diagnostic and prognostic markers of musculoskeletal high-impact
chronic pain following multidisciplinary pain treatment (R61 Discovery Phase) and (2) analytically validate the
multimodal signatures developed in the first aim (R33 Validation Phase). This proposal will yield valid and
clinically useful diagnostic and prognostic biomarker signatures to facilitate risk and treatment stratification in
patients with musculoskeletal chronic pain. Such biomarkers are essential to develop safer, more effective
patient-specific treatment strategies, particularly for those who are refractory to current pain management
options. We will also identify potentially modifiable biological and behavioral factors that can change the course
of the pain trajectory and thereby reduce the impact of chronic pain on the individual and society as a whole.
期刊论文(0)
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会议论文
Mentoring in Discovery and Validation of Clinical Chronic Pain Biomarkers
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批准号:10429456
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项目类别:
-
资助金额:$32.4万
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财政年份:2021
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负责人:SEAN C MACKEY
-
依托单位:
Interdisciplinary Research Training in Pain and Substance Use Disorders
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批准号:9395540
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项目类别:
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资助金额:$0.0万
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财政年份:2016
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负责人:SEAN C MACKEY
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依托单位:
Interdisciplinary Research Training in Pain and Substance Use Disorders
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批准号:8475045
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项目类别:
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资助金额:$35.71万
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财政年份:2013
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负责人:SEAN C MACKEY
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依托单位:
Interdisciplinary Research Training in Pain and/or Substance Use Disorders
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批准号:10398886
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项目类别:
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资助金额:$54.38万
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财政年份:2013
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负责人:SEAN C MACKEY
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依托单位:
Interdisciplinary Research Training in Pain and Substance Use Disorders
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批准号:9068472
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项目类别:
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资助金额:$0.54万
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财政年份:2013
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负责人:SEAN C MACKEY
-
依托单位:
Interdisciplinary Research Training in Pain and Substance Use Disorders
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批准号:8874185
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项目类别:
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资助金额:$44.8万
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财政年份:2013
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负责人:SEAN C MACKEY
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依托单位:
Interdisciplinary Research Training in Pain and Substance Use Disorders
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批准号:8654329
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项目类别:
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资助金额:$36.21万
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财政年份:2013
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负责人:SEAN C MACKEY
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依托单位:
Interdisciplinary Research Training in Pain and Substance Use Disorders
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批准号:8879318
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项目类别:
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资助金额:$10.77万
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财政年份:2013
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负责人:SEAN C MACKEY
-
依托单位:
Interdisciplinary Research Training in Pain and Substance Use Disorders
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批准号:9282703
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项目类别:
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资助金额:$43.54万
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财政年份:2013
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负责人:SEAN C MACKEY
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依托单位:
Administrative Core/S.Mackey
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批准号:8138741
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项目类别:
-
资助金额:$13.14万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Stanford CAM Center for Chronic Back Pain
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批准号:8326629
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项目类别:
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资助金额:$178.2万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Neural Mechanisms Underlying MBSR and CBT in Patients/J.Gross
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批准号:8138737
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项目类别:
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资助金额:$29.37万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Control of Brain Activity and Chronic Back Pain via Real Time/S.Mackey
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批准号:8138735
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项目类别:
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资助金额:$43.16万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Central Mechanisms of Acupuncture in the Treatment of Chronic /R.Manber/J.Kong
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批准号:8138739
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项目类别:
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资助金额:$12.79万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Stanford CAM Center for Chronic Back Pain
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批准号:8327503
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项目类别:
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资助金额:$44.99万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
FUNCTIONAL CONNECTIVITY IN PATIENTS WITH CHRONIC NEUROPATHIC PAIN
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批准号:8362903
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项目类别:
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资助金额:$1.3万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Stanford CAM Center for Chronic Back Pain
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批准号:8934634
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项目类别:
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资助金额:$9.51万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Stanford CAM Center for Chronic Back Pain
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批准号:8130340
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项目类别:
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资助金额:$180.0万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Stanford CAM Center for Chronic Back Pain
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批准号:8605788
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项目类别:
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资助金额:$9.96万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
Stanford CAM Center for Chronic Back Pain
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批准号:8496503
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项目类别:
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资助金额:$193.74万
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财政年份:2011
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负责人:SEAN C MACKEY
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依托单位:
海外基金