Alzheimer Disease and Related Dementias (ADRD)
Conditions
Brief summary
The specific aim of the pragmatic trial is to evaluate the practical utility and effect of the PDM, the QDRS, and the combined approach (PDM + QDRS) in improving the annual rate of new documented ADRD diagnosis in primary care practices.
Detailed description
Alzheimer's disease and related dementias (ADRD) negatively impact millions of Americans with an annual societal cost of more than $200 million.1 Currently, half of Americans living with ADRD never receive a diagnosis.2-7 For those who do, the diagnosis often occurs two to five years after the onset of symptoms.6-9 As stated by the National Institute on Aging (NIA) (RFA-AG-20-051) The inability to diagnose and treat cognitive impairment results in prolonged and expensive medical care and early detection could help persons with dementia and their care partners plan for the future. Furthermore, if the development of disease modifying therapeutics for ADRD is successful, this may require the use of such therapeutics at a very early stage of ADRD.1 However, the current approaches of using cognitive tests or biomarkers for early detection of ADRD are not scalable due to their low acceptance, their invasive nature, their cost, or their lack of accessibility in rural or underserved areas. Thus, the NIA called out for the development of low cost, effective, and scalable approaches for early detection of ADRD (RFA-AG-20-051). In response to the RFA-AG-20-051 call for the validation, and translation of screening and assessment tools for measuring cognitive decline a pragmatic cluster-randomized controlled comparative effectiveness (NIH Stage IV) trial will be executed in Eskenazi Health in central Indiana and one additional replicated pragmatic trial among patients from diverse rural, suburban and urban primary care practices in south Florida. The pragmatic trial will incorporate the Passive Digital Marker (PDM) and the Quick Dementia Rating Scale (QDRS) within the Medicare paid Annual Wellness Visit (AWV) for a cohort of patients from practices across the two independent sites, with practices randomized in each pragmatic trial to one of the 3 arms (AWV alone, the AWV with PDM and the PDM and the QDRS). Quick Dementia Rating Scale (QDRS)- is a validated patient reported outcome (PRO) tool. Passive Digital Marker (PDM) - is a Machine Learning (ML) algorithm which can predict ADRD one year and three years prior to its onset by using routine care electronic health record (EHR) data. The algorithm was trained using structured and unstructured data from three EHR datasets: diagnosis (Dx), prescriptions (Rx), and medical notes (Nx). Individual algorithms derived from each of the three datasets were developed and compared to a combined one that included all three datasets.
Interventions
Patients in the primary care clinics randomized to PDM+QDRS will have Electronic Health Record Data of their patients run through the PDM, a machine learning algorithm which can predict ADRD one year and three years prior to its onset. In addition, patients from these clinics will have their patients complete the QDRS, a validated patient reported outcome (PRO) tool. This combined approach will assess the value of early detection of ADRD and if the annual well visit can overcome the barriers related to early detection of ADRD.
Sponsors
Study design
Intervention model description
This is a pragmatic cluster randomized control trial with randomizing clinic and with wavier of consent for human subjects. The data collection is from the EHR. There is no research data collection outside the EHR.
Eligibility
Inclusion criteria
* 65 years or older * At least one visit to primary care practice within the past year * Ability to provide informed consent * Ability to communicate in English or Spanish * Available EHR data from at least the past three years
Exclusion criteria
* Prior ADRD or mild cognitive impairment diagnosis as determined by ICD-10 code * Evidence of any history of prescription for a cholinesterase inhibitors or memantine. * Has serious mental illness such as bipolar or schizophrenia as determined by ICD-10 code * Permanent resident of a nursing facility
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| 12-Month Cumulative Incidence of ADRD Diagnoses | 12 months after index visit | Any new ADRD case identified (documented in the EHR) within 12 months of the Annual Wellness Visit (index visit). |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| 12-Month Cumulative Incidence of ADRD Services | 12 months after index visit | The secondary outcome measures is receipt of any services related to cognitive diagnostic assessment in the post Annual Wellness Visit (index) period that providers may order to diagnose or exclude ADRD. Specifically, the metrics of diagnostic assessment are evaluated as proportions of patients with a record of 1 or more of: * Laboratory tests for TSH, serum B12, folate, or syphilis; individually or combined at any point during the 90 days after index * Neuropsychological testing, including testing by psychologist or physician, technician administrator, computer, or other providers during the 12 months after index date * Brain imaging testing (computed tomography, magnetic resonance imaging, positron emission tomography, magnetic resonance angiogram) of the head and neck, brain, or skull during the 12 months after index date * Medications approved for management of ADRD (cholinesterase inhibitors, memantine) during the 12 months after index date |
Countries
United States
Participant flow
Recruitment details
D2 trial was launched at 9 clinics on July 5, 2022 (3 clinics in each study arm). D2 trial was completed in July 2024. The D2 trial deployed the Passive Digital Marker (PDM) on 5,325 older patients who were eligible and enrolled to receive primary care services within one of the 9 randomized clinics.
Pre-assignment details
* At least 65 years old as of date of data pull. * At least 3 years of EHR data as of date of data pull. * Alive as of date of data pull. * No prior ADRD, MCI, bipolar, or schizophrenia diagnosis as determined by ICD-10 code. * No evidence for any history of cholinesterase inhibitors or memantine prescription. Within each clinic, enrolled patients include only those who: * Meet the above eligibility criteria * Have at least one visit to a randomized clinic during the study period.
Participants by arm
| Arm | Count |
|---|---|
| Annual Well Visit or Any Other Visit to Primary Care Doctor Annual Well Visit or any other visit to Primary Care Doctor: This is the usual care arm. Electronic Health Record Data for patients from the clinics randomized to usual care will be collected for comparison with the other 2 arms. Patients from these primary care clinics must have had a visit to their doctor either as an annual well visit (AWV) or any other type of visit. These clinics will not have to do anything for the study but run their business as usual without altering anything. | 1,724 |
| Passive Digital Marker (PDM) Passive Digital Marker (PDM): Electronic Health Record Data from those clinics randomized to PDM will be run through the PDM, a machine learning algorithm which can predict ADRD one year and three years prior to its onset. | 1,300 |
| Passive Digital Marker (PDM) + Quick Dementia Rating Scale (QDRS) Patients in the primary care clinics randomized to PDM+QDRS will have Electronic Health Record Data of their patients run through the PDM, a machine learning algorithm which can predict ADRD one year and three years prior to its onset. In addition, patients from these clinics will have their patients complete the QDRS, a validated patient reported outcome (PRO) tool. This combined approach will assess the value of early detection of ADRD and if the annual well visit can overcome the barriers related to early detection of ADRD. | 2,301 |
| Total | 5,325 |
Baseline characteristics
| Characteristic | Annual Well Visit or Any Other Visit to Primary Care Doctor | Passive Digital Marker (PDM) | Passive Digital Marker (PDM) + Quick Dementia Rating Scale (QDRS) | Total |
|---|---|---|---|---|
| Age, Continuous | 71 years STANDARD_DEVIATION 6 | 71 years STANDARD_DEVIATION 6 | 71 years STANDARD_DEVIATION 6 | 71 years STANDARD_DEVIATION 6 |
| Race (NIH/OMB) American Indian or Alaska Native | 9 Participants | 12 Participants | 9 Participants | 30 Participants |
| Race (NIH/OMB) Asian | 10 Participants | 13 Participants | 14 Participants | 37 Participants |
| Race (NIH/OMB) Black or African American | 986 Participants | 605 Participants | 1336 Participants | 2927 Participants |
| Race (NIH/OMB) More than one race | 104 Participants | 157 Participants | 157 Participants | 418 Participants |
| Race (NIH/OMB) Native Hawaiian or Other Pacific Islander | 0 Participants | 0 Participants | 0 Participants | 0 Participants |
| Race (NIH/OMB) Unknown or Not Reported | 40 Participants | 42 Participants | 42 Participants | 124 Participants |
| Race (NIH/OMB) White | 575 Participants | 471 Participants | 743 Participants | 1789 Participants |
| Sex/Gender, Customized Sex/Gender Female | 1036 Participants | 827 Participants | 1449 Participants | 3312 Participants |
| Sex/Gender, Customized Sex/Gender Male | 688 Participants | 473 Participants | 852 Participants | 2013 Participants |
Adverse events
| Event type | EG000 affected / at risk | EG001 affected / at risk | EG002 affected / at risk |
|---|---|---|---|
| deaths Total, all-cause mortality | 26 / 1,724 | 7 / 1,300 | 25 / 2,301 |
| other Total, other adverse events | 0 / 1,724 | 0 / 1,300 | 0 / 2,301 |
| serious Total, serious adverse events | 561 / 1,724 | 398 / 1,300 | 816 / 2,301 |
Outcome results
12-Month Cumulative Incidence of ADRD Diagnoses
Any new ADRD case identified (documented in the EHR) within 12 months of the Annual Wellness Visit (index visit).
Time frame: 12 months after index visit
Population: 9 clinics were randomized, and patients were treated as per the randomization arm (3 clinics per arm)
| Arm | Measure | Value (NUMBER) |
|---|---|---|
| Annual Well Visit or Any Other Visit to Primary Care Doctor | 12-Month Cumulative Incidence of ADRD Diagnoses | 213 Number of new ADRD cases |
| Passive Digital Marker (PDM) | 12-Month Cumulative Incidence of ADRD Diagnoses | 134 Number of new ADRD cases |
| Passive Digital Marker (PDM) + Quick Dementia Rating Scale (QDRS) | 12-Month Cumulative Incidence of ADRD Diagnoses | 355 Number of new ADRD cases |
12-Month Cumulative Incidence of ADRD Services
The secondary outcome measures is receipt of any services related to cognitive diagnostic assessment in the post Annual Wellness Visit (index) period that providers may order to diagnose or exclude ADRD. Specifically, the metrics of diagnostic assessment are evaluated as proportions of patients with a record of 1 or more of: * Laboratory tests for TSH, serum B12, folate, or syphilis; individually or combined at any point during the 90 days after index * Neuropsychological testing, including testing by psychologist or physician, technician administrator, computer, or other providers during the 12 months after index date * Brain imaging testing (computed tomography, magnetic resonance imaging, positron emission tomography, magnetic resonance angiogram) of the head and neck, brain, or skull during the 12 months after index date * Medications approved for management of ADRD (cholinesterase inhibitors, memantine) during the 12 months after index date
Time frame: 12 months after index visit
Population: 9 clinics were randomized, and patients were treated as per the randomization arm (3 clinics per arm)
| Arm | Measure | Value (NUMBER) |
|---|---|---|
| Annual Well Visit or Any Other Visit to Primary Care Doctor | 12-Month Cumulative Incidence of ADRD Services | 879 Participants with ADRD related servicess |
| Passive Digital Marker (PDM) | 12-Month Cumulative Incidence of ADRD Services | 636 Participants with ADRD related servicess |
| Passive Digital Marker (PDM) + Quick Dementia Rating Scale (QDRS) | 12-Month Cumulative Incidence of ADRD Services | 1366 Participants with ADRD related servicess |