Plasma Aβ42/Aβ40 and phospho‐tau217 concentration ratios increase the accuracy of amyloid PET classification in preclinical Alzheimer's disease
Open accessAbstract
INTRODUCTION: Incorporating blood-based Alzheimer's disease biomarkers such as tau and amyloid beta (Aβ) into screening algorithms may improve screening efficiency. METHODS: Plasma Aβ, phosphorylated tau (p-tau)181, and p-tau217 concentration levels from AHEAD 3-45 study participants were measured using mass spectrometry. Tau concentration ratios for each proteoform were calculated to normalize for inter-individual differences. Receiver operating characteristic (ROC) curve analysis was performed for each biomarker against amyloid positivity, defined by > 20 Centiloids. Mixture of experts analysis assessed the value of including tau concentration ratios into the existing predictive algorithm for amyloid positron emission tomography status. RESULTS: The area under the receiver operating curve (AUC) was 0.87 for Aβ42/Aβ40, 0.74 for phosphorylated variant p-tau181 ratio (p-tau181/np-tau181), and 0.92 for phosphorylated variant p-tau217 ratio (p-tau217/np-tau217). The Plasma Predicted Centiloid (PPC), a predictive model including p-tau217/np-tau217, Aβ42/Aβ40, age, and apolipoprotein E improved AUC to 0.95. DISCUSSION: Including plasma p-tau217/np-tau217 along with Aβ42/Aβ40 in predictive algorithms may streamline screening preclinical individuals into anti-amyloid clinical trials. CLINICALTRIALS: gov Identifier: NCT04468659 HIGHLIGHTS: The addition of plasma phosphorylated variant p-tau217 ratio (p-tau217/np-tau217) significantly improved plasma biomarker algorithms for identifying preclinical amyloid positron emission tomography positivity. Prediction performance at higher NAV Centiloid levels was improved with p-tau217/np-tau217. All models generated for this study are incorporated into the Plasma Predicted Centiloid (PPC) app for public use.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
A recent report from the AHEAD 3-45 study supports the utility of plasma %p-tau217 as a screening test for preclinical AD using a similar mass spectrometry platform.
“This is also consistent with a recent report from the AHEAD 3–45 study47 supporting the utility of plasma %p-tau217 as a screening test for preclinical AD using a similar mass spectrometry platform.”
From Highly accurate blood test for Alzheimer's disease is similar or superior to clinical cerebrospinal fluid tests (2024) · cites this paper as [47]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
The citation lists haven’t been fetched yet
References 50 · Cited by 157
Research works printed but not linked: 42
- [1]Rajan KB, Weuve J, Barnes LL, McAninch EA, Wilson RS, Evans DA. Population estimate of people with clinical Alzheimer's disease and mild cognitive impairment in the United States (2020‐2060). Alzheimer Dementia. 2021; 17: 1966‐ 1975. PMC9013315 34043283
- [3]Dubois B, Feldman HH, Jacova C, et al. Research criteria for the diagnosis of Alzheimer's disease: revising the NINCDS‐ADRDA criteria. Lancet Neurol. 2007; 6: 734‐ 746. 17616482
- [4]Sperling RA, Jack CR, Aisen PS. Testing the right target and right drug at the right stage. Sci Transl Med. 2011; 3: 111cm33‐ 111cm33. PMC3752906 22133718
- [5]Donohue MC, Sperling RA, Petersen R, et al. Association between elevated brain amyloid and subsequent cognitive decline among cognitively normal persons. JAMA. 2017; 317: 2305‐ 2316. 28609533 PMC5736301
- [6]Mormino EC, Papp KV, Rentz DM, et al. Early and late change on the preclinical Alzheimer's cognitive composite in clinically normal older individuals with elevated amyloid β. Alzheimer Dement. 2017; 13: 1004‐ 1012. PMC5573651 28253478
- [8]Barthélemy NR, Li Y, Joseph‐Mathurin N, et al. A soluble phosphorylated tau signature links tau, amyloid and the evolution of stages of dominantly inherited Alzheimer's disease. Nat Med. 2020; 26: 398‐ 407. 32161412 PMC7309367
- [9]Mielke MM, Hagen CE, Xu J, et al. Plasma phospho‐tau181 increases with Alzheimer's disease clinical severity and is associated with tau‐ and amyloid‐positron emission tomography. Alzheimers Dement. 2018; 14: 989‐ 997. 29626426 PMC6097897
- [10]Blennow K, Dubois B, Fagan AM, Lewczuk P, de Leon MJ, Hampel H. Clinical utility of cerebrospinal fluid biomarkers in the diagnosis of early Alzheimer's disease. Alzheimer Dement. 2015; 11: 58‐ 69. PMC4386839 24795085
- [11]Ray S, Britschgi M, Herbert C, et al. Classification and prediction of clinical Alzheimer's diagnosis based on plasma signaling proteins. Nat Med. 2007; 13: 1359‐ 1362. 17934472
- [12]Laske C, Sohrabi HR, Frost SM, et al. Innovative diagnostic tools for early detection of Alzheimer's disease. Alzheimers Dement. 2015; 11: 561‐ 578. 25443858
- [13]Henriksen K, O'Bryant SE, Hampel H, et al. The future of blood‐based biomarkers for Alzheimer's disease. Alzheimers Dement. 2014; 10: 115‐ 131. 23850333 PMC4128378
- [14]O'Bryant SE, Edwards M, Johnson L, et al. A blood screening test for Alzheimer's disease. Alzheimer Dement. 2016; 3: 83‐ 90. PMC4941038 27453929
- [15]Korecka M, Shaw LM. Mass spectrometry‐based methods for robust measurement of Alzheimer's disease biomarkers in biological fluids. J Neurochem. 2021; 159: 211‐ 233. 34244999 PMC9057379
- [16]Barthélemy NR, Horie K, Sato C, Bateman RJ. Blood plasma phosphorylated‐tau isoforms track CNS change in Alzheimer's disease. J Exp Med. 2020: 217. PMC7596823 32725127
- [17]Mattsson‐Carlgren N, Janelidze S, Palmqvist S, et al. Longitudinal plasma p‐tau217 is increased in early stages of Alzheimer's disease. Brain. 2020; 143: 3234‐ 3241. 33068398 PMC7719022
- [18]Teunissen CE, Thijssen EH, Verberk IMW. Plasma p‐tau217: from ‘new kid’ to most promising candidate for Alzheimer's disease blood test. Brain. 2020; 143: 3170‐ 3172. 33278818 PMC7719020
- [19]Janelidze S, Palmqvist S, Leuzy A, et al. Detecting amyloid positivity in early Alzheimer's disease using combinations of plasma Aβ42/Aβ40 and p‐tau. Alzheimer Dement. 2022; 18: 283‐ 293. 34151519
- [20]Klunk WE, Koeppe RA, Price JC, et al. The Centiloid Project: standardizing quantitative amyloid plaque estimation by PET. Alzheimer Dement. 2015; 11: 1‐ 15. e4. PMC4300247 25443857
- [21]Rafii MS, Sperling RA, Donohue MC, et al. The AHEAD 3‐45 study: design of a prevention trial for Alzheimer's disease. Alzheimer Dement. 2022;n/a. PMC9929028 35971310
- [22]Amadoru S, Doré V, McLean CA, et al. Comparison of amyloid PET measured in Centiloid units with neuropathological findings in Alzheimer's disease. Alzheimer Res Ther. 2020; 12: 22. PMC7057642 32131891
- [23]Milà‐Alomà M, Shekari M, Salvadó G, et al. Cognitively unimpaired individuals with a low burden of Aβ pathology have a distinct CSF biomarker profile. Alzheimer Res Ther. 2021; 13: 134. PMC8314554 34315519
- [25]Salvadó G, Molinuevo JL, Brugulat‐Serrat A, et al. Centiloid cut‐off values for optimal agreement between PET and CSF core AD biomarkers. Alzheimer Res Ther. 2019; 11: 27. PMC6429814 30902090
- [26]Rowe CC, Jones G, Doré V, et al. Standardized expression of 18F‐NAV4694 and 11C‐PiB β‐amyloid PET results with the centiloid scale. J Nucl Med. 2016; 57: 1233‐ 1237. 26912446
- [27]Aisen PS, Bateman RJ, Carrillo M, et al. Platform trials to expedite drug development in Alzheimer's disease: a report from the EU/US CTAD task force. J Prev Alzheimers Dis. 2021: 1‐ 7. PMC8136263 34101788
- [29]West T, Kirmess KM, Meyer MR, et al. A blood‐based diagnostic test incorporating plasma Aβ42/40 ratio, ApoE proteotype, and age accurately identifies brain amyloid status: findings from a multi cohort validity analysis. Mol Neurodegener. 2021; 16: 30. 33933117 PMC8088704
- [30]Hu YKK, Meyer MR, Rabinovici GD, et al. Assessment of a plasma amyloid probability score to estimate amyloid positron emission tomography findings among adults with cognitive impairment. JAMA Netw Open. 2022; 5(4): e228392. (in press). JAMA Network Open, 2022; 5(4): e228392 2022. 35446396 PMC9024390
- [31]Youden WJ. Index for rating diagnostic tests. Cancer. 1950; 3: 32‐ 35. 15405679
- [32]DeLong ER, DeLong DM, Clarke‐Pearson DL. Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics. 1988; 44: 837‐ 845. 3203132
- [33]Sun X, Xu W. Fast implementation of delong's algorithm for comparing the areas under correlated receiver operating characteristic curves. IEEE Signal Processing Letters. 2014; 21: 1389‐ 1393.
- [34]Murphy K, Murphy TB. Gaussian parsimonious clustering models with covariates and a noise component. Adv Data Anal Classification. 2020; 14: 293‐ 325.
- [37]Fowler C, Stoops E, Rainey‐Smith S, et al. Plasma p‐tau181/Aβ1‐42ratio predicts Aβ‐PET status and correlates with CSF‐p‐tau181/Aβ1‐42and future cognitive decline. medRxiv. 2022: 22272320. 2022.03.13.
- [39]Palmqvist S, Janelidze S, Quiroz YT, et al. Discriminative accuracy of plasma phospho‐tau217 for Alzheimer disease vs. other neurodegenerative disorders. JAMA. 2020; 324: 772‐ 781. 32722745 PMC7388060
- [41]Thijssen EH, La Joie R, Wolf A, et al. Diagnostic value of plasma phosphorylated tau181 in Alzheimer's disease and frontotemporal lobar degeneration. Nat Med. 2020; 26: 387‐ 397. 32123386 PMC7101073
- [42]Janelidze S, Mattsson N, Palmqvist S, et al. Plasma P‐tau181 in Alzheimer's disease: relationship to other biomarkers, differential diagnosis, neuropathology and longitudinal progression to Alzheimer's dementia. Nat Med. 2020; 26: 379‐ 386. 32123385
- [44]Raman R, Quiroz YT, Langford O, et al. Disparities by race and ethnicity among adults recruited for a preclinical alzheimer disease trial. JAMA Netw Open. 2021; 4: e2114364. 34228129 PMC8261604
- [45]Sperling RA, Donohue MC, Raman R, et al. Association of factors with elevated amyloid burden in clinically normal older individuals. JAMA Neurol. 2020; 77: 735‐ 745. 32250387 PMC7136861
- [46]Hedden T, Oh H, Younger AP, Patel TA. Meta‐analysis of amyloid‐cognition relations in cognitively normal older adults. Neurology. 2013; 80: 1341‐ 1348. 23547267 PMC3656457
- [47]Howell JC, Watts KD, Parker MW, et al. Race modifies the relationship between cognition and Alzheimer's disease cerebrospinal fluid biomarkers. Alzheimers Res Ther. 2017; 9: 88. 29096697 PMC5668981
- [48]Morris JC, Schindler SE, McCue LM, et al. Assessment of racial disparities in biomarkers for Alzheimer disease. JAMA Neurol. 2019; 76: 264‐ 273. 30615028 PMC6439726
- [49]Garrett SL, McDaniel D, Obideen M, et al. Racial disparity in cerebrospinal fluid amyloid and tau biomarkers and associated cutoffs for mild cognitive impairment. JAMA Netw Open. 2019; 2: e1917363. 31834392 PMC6991300
- [50]Schindler SE, Karikari TK, Ashton NJ, et al. Effect of race on prediction of brain amyloidosis by plasma Aβ42/Aβ40, phosphorylated tau, and neurofilament light. Neurology. 2022; 99: e245‐ e257. 35450967 PMC9302933
- [51]Manzine PR, Vatanabe IP, Peron R, et al. Blood‐based biomarkers of Alzheimer's disease: the long and winding road. Curr Pharm Des. 2020; 26: 1300‐ 1315. 31942855
- Authors
- Rissman, R. A., Langford, O., Raman, R., Donohue, M. C., Abdel‐Latif, S., Meyer, M. R., Wente‐Roth, T., Kirmess, K. M., Ngolab, J., Winston, C. N., Jimenez‐Maggiora, G., Rafii, M. S., Sachdev, P., West, T., Yarasheski, K. E., Braunstein, J. B., Irizarry, M., Johnson, K. A., Aisen, P. S., Sperling, R. A., & for the AHEAD 3‐45 Study team
- Affiliations
- University of Southern California (US)
- C2N Diagnostics (United States) (US)
- Eisai (United States) (US)
- Brigham and Women's Hospital (US)
- Corresponding author
- Rissman, Robert A.
- ORCID
- Venue
- Alzheimer's & Dementia
- Publisher
- Wiley
- Published
- 2023-11-06
- Volume
- 20
- Issue
- 2
- Pages
- 1214-1224
- ISSN
- 1552-5260 (ISSN-L)
- 1552-5279
- PMC
- PMC10916957
- OpenAlex
- W4388461419
- Cited by
- 157
- References
- 50
- Citations by year
- 2026: 54 · 2025: 59 · 2024: 42 · 2023: 2
- FWCI
- 31.97
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Alzheimer s & Dementia (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- UNSWorks (University of New South Wales, Sydney, Australia) (submittedVersion, cc-by-nc-nd)
- Funders
- BrightFocus Foundation (R44 AG059489, GC-201711-2013978, CA2016636)
- National Institutes of Health (CA2016636, AG054029, AG018440, AG073979, AG058533)
- National Institute on Aging (R37AG018440, AG018440, R01AG018440, CA2016636, AG058533, AG073979, AG058252, R01AG053798, K99AG070390, R01AG061848, R01AG058252, R01AG054029, R44AG059489, RF1AG073979, R56AG058533, R01AG050595, R01AG073979, R01AG058533, U24AG057437, P30AG066530, U19AG078109)
- National Institute of Neurological Disorders and Stroke (R25NS117367)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Cerebrospinal fluid and hydrocephalus
- Keywords
- preclinical Alzheimer's disease, amyloid PET
- MeSH terms
- Alzheimer Disease, Amyloid, Humans, Peptide Fragments, Biomarkers, Amyloid beta-Peptides, tau Proteins, Positron-Emission Tomography
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review