Characterizing neurocognitive symptoms in older adults with primary hyperparathyroidism
原发性甲状旁腺功能亢进症老年人的神经认知症状特征
基本信息
- 批准号:10725231
- 负责人:
- 金额:$ 32.2万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2023
- 资助国家:美国
- 起止时间:2023-08-15 至 2025-08-14
- 项目状态:未结题
- 来源:
- 关键词:AffectAgeAgingAlgorithmsAlzheimer&aposs DiseaseAmbulatory Care FacilitiesAmericanArtificial IntelligenceAwardBiochemicalBiochemical MarkersBiologicalCalciumCardiovascular systemCaringCharacteristicsChronicClinicClinic VisitsClinicalClinical assessmentsCognitionCognitive deficitsCreatinineDataDiagnosisDisease of parathyroid glandsDocumentationEarly DiagnosisEarly treatmentElderlyElectronic Health RecordEndocrineEndocrine Surgical ProceduresEndocrine System DiseasesEndocrinologyExclusionFractureGoalsGrowthHealthHealth systemHypercalcemiaHyperparathyroidismImpaired cognitionImpairmentKidneyKidney CalculiKnowledgeLearningMachine LearningMeasuresMemoryMemory impairmentMorbidity - disease rateNatural Language ProcessingNeurocognitionNeurocognitiveNeurocognitive DeficitNeuropsychological TestsOperative Surgical ProceduresOsteoporosisOutpatientsPTH geneParathyroid glandParathyroidectomyPatientsPatternPolypharmacyPopulationPrevalencePrizeProceduresProcessQuality of lifeRenal functionResearchResearch MethodologyResearch PersonnelSpecialistSurveysSymptomsTechniquesTestingTimeTwin Multiple BirthUnited StatesUnited States National Institutes of HealthUniversitiesVerbal LearningVisitVisuospatialVulnerable PopulationsWorkaging populationblindbone lossbrain fogcareer developmentcognitive functioncognitive testingcomorbiditydemographicsfollow-upfunctional declinehigh riskhuman old age (65+)improvedmachine learning methodneurocognitive testnon-verbalnovel strategiesolder patientpreservationprospectivepublic health relevanceresponsesymptomatic improvementtreatment guidelinestreatment response
项目摘要
PROJECT SUMMARY
Primary hyperparathyroidism (PHPT) is a common endocrine disorder affecting ~1 million older (age ≥ 65 years)
Americans. Untreated PHPT is associated with osteoporosis, fractures, kidney stones, renal function decline,
and cardiovascular-related morbidity. However, more than 80% of patients with PHPT lack classic symptoms
such as kidney stones; they are often “asymptomatic” even as bone loss and renal decline silently occur.
Neurocognitive (NC) symptoms, including memory impairment and cognitive dysfunction (“brain fog”), are
common subjective complaints and may be the only symptoms with which patients present. Studies utilizing
objective neurocognitive testing have found that PHPT patients have significantly diminished concentration
levels, impairments in nonverbal learning processes, and compromised constructional and visuospatial memory.
These impairments result in significant functional decline and decreased quality of life (QoL) in older adults – the
very subpopulation that prizes the preservation of cognition as a critical health metric.
Parathyroidectomy, commonly done as an outpatient procedure, is the first-line treatment for PHPT and is often
curative. Several studies have demonstrated improvements (and even normalization) in cognitive function and
quality of life following surgery. Nonetheless, PHPT is too often overlooked as a diagnosis, and up to 70% of
older adults are undertreated for PHPT even when they meet the criteria for surgical treatment. Further, no
studies on NC symptoms in older adults with PHPT have been conducted to date. Thus, there is a paucity of
data on PHPT-associated NC symptoms among older adults, including specific cognitive deficits that may be
prevalent among them and their response to treatment.
In this proposal, we aim to (a) prospectively characterize NC symptoms and treatment-response patterns for
older adults with PHPT using a validated subjective survey instrument and a battery of 3 objective NC measures
and (b) develop an artificial intelligence-based strategy incorporating machine learning and natural language
processing techniques, to expedite PHPT diagnosis. All studies will be conducted within the Duke University
Health System.
The aims of the proposal are:
1: Characterize NC symptoms of older adults with PHPT
2: Delineate factors associated with treatment-response patterns among older patients with PHPT-associated
NC symptoms
3: Develop an artificial intelligence-based algorithm to expedite the diagnosis of PHPT among older adults with
or without NC symptoms
项目概要
原发性甲状旁腺功能亢进症 (PHPT) 是一种常见的内分泌疾病,影响约 100 万老年人(年龄 ≥ 65 岁)
美国人。未经治疗的 PHPT 与骨质疏松、骨折、肾结石、肾功能衰退有关,
然而,超过 80% 的 PHPT 患者缺乏典型症状。
例如肾结石;即使骨质流失和肾功能衰退悄然发生,它们也常常“无症状”。
神经认知 (NC) 症状,包括记忆障碍和认知功能障碍(“脑雾”)
常见的主观主诉可能是患者出现的唯一症状。
客观的神经认知测试发现 PHPT 患者的注意力明显下降
水平、非语言学习过程障碍以及结构和视觉空间记忆受损。
这些损伤会导致老年人的功能显着下降和生活质量 (QoL) 下降
正是这一群体将认知能力的保存视为一项重要的健康指标。
甲状旁腺切除术通常作为门诊手术进行,是 PHPT 的一线治疗方法,通常是
多项研究表明认知功能和认知功能得到改善(甚至正常化)。
然而,PHPT 作为一种诊断经常被忽视,高达 70% 的患者都忽视了 PHPT。
即使老年人符合手术治疗标准,PHPT 的治疗也不足。
迄今为止,针对患有 PHPT 的老年人的 NC 症状进行的研究还很少。
老年人中与 PHPT 相关的 NC 症状的数据,包括可能与
他们之间的普遍情况以及他们对治疗的反应。
在本提案中,我们的目标是 (a) 前瞻性地描述 NC 症状和治疗反应模式
患有 PHPT 的老年人使用经过验证的主观调查工具和 3 项客观 NC 测量
(b) 制定结合机器学习和自然语言的基于人工智能的战略
处理技术,以加快 PHPT 诊断。所有研究将在杜克大学内进行。
卫生系统。
该提案的目的是:
1:描述患有 PHPT 的老年人的 NC 症状特征
图 2: 描述与 PHPT 相关老年患者治疗反应模式相关的因素
NC 症状
3:开发一种基于人工智能的算法,以加快患有 PHPT 的老年人的诊断
或没有 NC 症状
项目成果
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