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Digital Detection of Dementia (D Cubed) Studies: D2

Digital Detection of Dementia (D Cubed) Studies: D2

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT05231954
Enrollment
5325
Registered
2022-02-09
Start date
2022-07-05
Completion date
2024-07-05
Last updated
2025-08-20

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Alzheimer Disease and Related Dementias (ADRD)

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

National Institute on Aging (NIA)
CollaboratorNIH
Indiana University
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
SCREENING
Masking
DOUBLE (Investigator, Outcomes Assessor)

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

Sex/Gender
ALL
Age
65 Years to No maximum
Healthy volunteers
No

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

MeasureTime frameDescription
12-Month Cumulative Incidence of ADRD Diagnoses12 months after index visitAny new ADRD case identified (documented in the EHR) within 12 months of the Annual Wellness Visit (index visit).

Secondary

MeasureTime frameDescription
12-Month Cumulative Incidence of ADRD Services12 months after index visitThe 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

ArmCount
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
Total5,325

Baseline characteristics

CharacteristicAnnual Well Visit or Any Other Visit to Primary Care DoctorPassive Digital Marker (PDM)Passive Digital Marker (PDM) + Quick Dementia Rating Scale (QDRS)Total
Age, Continuous71 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 Participants12 Participants9 Participants30 Participants
Race (NIH/OMB)
Asian
10 Participants13 Participants14 Participants37 Participants
Race (NIH/OMB)
Black or African American
986 Participants605 Participants1336 Participants2927 Participants
Race (NIH/OMB)
More than one race
104 Participants157 Participants157 Participants418 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants0 Participants0 Participants0 Participants
Race (NIH/OMB)
Unknown or Not Reported
40 Participants42 Participants42 Participants124 Participants
Race (NIH/OMB)
White
575 Participants471 Participants743 Participants1789 Participants
Sex/Gender, Customized
Sex/Gender
Female
1036 Participants827 Participants1449 Participants3312 Participants
Sex/Gender, Customized
Sex/Gender
Male
688 Participants473 Participants852 Participants2013 Participants

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
EG002
affected / at risk
deaths
Total, all-cause mortality
26 / 1,7247 / 1,30025 / 2,301
other
Total, other adverse events
0 / 1,7240 / 1,3000 / 2,301
serious
Total, serious adverse events
561 / 1,724398 / 1,300816 / 2,301

Outcome results

Primary

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)

ArmMeasureValue (NUMBER)
Annual Well Visit or Any Other Visit to Primary Care Doctor12-Month Cumulative Incidence of ADRD Diagnoses213 Number of new ADRD cases
Passive Digital Marker (PDM)12-Month Cumulative Incidence of ADRD Diagnoses134 Number of new ADRD cases
Passive Digital Marker (PDM) + Quick Dementia Rating Scale (QDRS)12-Month Cumulative Incidence of ADRD Diagnoses355 Number of new ADRD cases
p-value: 0.00695% CI: [1.08, 1.55]Mixed Models Analysis
p-value: 0.08195% CI: [0.65, 1.03]Mixed Models Analysis
Secondary

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)

ArmMeasureValue (NUMBER)
Annual Well Visit or Any Other Visit to Primary Care Doctor12-Month Cumulative Incidence of ADRD Services879 Participants with ADRD related servicess
Passive Digital Marker (PDM)12-Month Cumulative Incidence of ADRD Services636 Participants with ADRD related servicess
Passive Digital Marker (PDM) + Quick Dementia Rating Scale (QDRS)12-Month Cumulative Incidence of ADRD Services1366 Participants with ADRD related servicess
p-value: 0.04495% CI: [1.01, 2.05]Mixed Models Analysis
p-value: 0.91995% CI: [0.69, 1.5]Mixed Models Analysis

Source: ClinicalTrials.gov · Data processed: Feb 13, 2026