The DOI matches its Crossref record; 31 of the 31 references it cites were found in a registry or an index.
Association of Cerebrospinal Fluid Neurofilament Light Concentration With Alzheimer Disease Progression
Open accessAbstract
IMPORTANCE: The extent to which large-caliber axonal degeneration contributes to Alzheimer disease (AD) progression is unknown. Cerebrospinal fluid (CSF) neurofilament light (NFL) concentration is a general marker of damage to large-caliber myelinated axons. OBJECTIVE: To test whether CSF NFL concentration is associated with cognitive decline and imaging evidence of neurodegeneration and white matter change in AD. DESIGN, SETTING, AND PARTICIPANTS: A commercially available immunoassay was used to analyze CSF NFL concentration in a cohort of patients with AD (n = 95) or mild cognitive impairment (MCI) (n = 192) and in cognitively normal individuals (n = 110) from the Alzheimer's Disease Neuroimaging Initiative. The study dates were January 2005 to December 2007. The NFL analysis was performed in November 2014. MAIN OUTCOMES AND MEASURES: Correlation was investigated among baseline CSF NFL concentration and longitudinal cognitive impairment, white matter change, and regional brain atrophy within each diagnostic group. RESULTS: Cerebrospinal fluid NFL concentration (median [interquartile range]) was higher in the AD dementia group (1479 [1134-1842] pg/mL), stable MCI group (no progression to AD during follow-up; 1182 [923-1687] pg/mL), and progressive MCI group (MCI with progression to AD dementia during follow-up; 1336 [1061-1693] pg/mL) compared with control participants (1047 [809-1265] pg/mL) (P < .001 for all) and in the AD dementia group compared with the stable MCI group (P = .01). In the MCI group, a higher CSF NFL concentration was associated with faster brain atrophy over time as measured by changes in whole-brain volume (β = -4177, P = .003), ventricular volume (β = 1835, P < .001), and hippocampus volume (β = -54.22, P < .001); faster disease progression as reflected by decreased Mini-Mental State Examination scores (β = -1.077, P < .001) and increased Alzheimer Disease Assessment Scale cognitive subscale scores (β = 2.30, P < .001); and faster white matter intensity change (β = 598.7, P < .001). CONCLUSIONS AND RELEVANCE: Cerebrospinal fluid NFL concentration is increased by the early clinical stage of AD and is associated with cognitive deterioration and structural brain changes over time. This finding corroborates the contention that degeneration of large-caliber axons is an important feature of AD neurodegeneration.
Overview
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
Verification
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?
The cited source says what the claim attributes to it.
In the citing paper
“CSF neurogranin is presumed to measure synaptic degeneration and loss [170,171], and neurofilament light chain [172] is presumed to measure axonal injury.”
From NIA‐AA Research Framework: Toward a biological definition of Alzheimer's disease (2018) · cites this paper as [172]
The cited source says what the claim attributes to it.
In the citing paper
“Furthermore, several studies describe association between cognitive impairment and increased CSF (Zetterberg et al., 2016) and plasma NFL (Lin et al., 2018) in AD.”
From Disrupted structural connectivity in ArcAβ mouse model of Aβ amyloidosis (2020) · cites this paper as Zetterberg et al., 2016
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Fischl, B., Salat, D. H., Busa, E., Albert, M., Dieterich, M., Haselgrove, C., van der Kouwe, A., Killiany, R., Kennedy, D., Klaveness, S., et al. (2002) · Neuron · doi:10.1016/s0896-6273(02)00569-x · Cited by 8,610
The Alzheimer’s disease neuroimaging initiative (ADNI): MRI methods
Jack, C. R., Bernstein, M. A., Fox, N. C., Thompson, P., Alexander, G., Harvey, D., Borowski, B., Britson, P. J., L. Whitwell, J., Ward, C., et al. (2008) · Journal of Magnetic Resonance Imaging · doi:10.1002/jmri.21049 · Cited by 4,347
Self-citationAutomatically Parcellating the Human Cerebral Cortex
Fischl, B. R. (2003) · Cerebral Cortex · doi:10.1093/cercor/bhg087 · Cited by 4,208
Blennow, K., de Leon, M. J., & Zetterberg, H. (2006) · The Lancet · doi:10.1016/s0140-6736(06)69113-7 · Cited by 3,134
Self-citationCerebrospinal fluid biomarker signature in Alzheimer's disease neuroimaging initiative subjects
Shaw, L. M., Vanderstichele, H., Knapik‐Czajka, M., Clark, C. M., Aisen, P. S., Petersen, R. C., Blennow, K., Soares, H., Simon, A., Lewczuk, P., et al. (2009) · Annals of Neurology · doi:10.1002/ana.21610 · Cited by 2,065
Self-citationHua, K., Zhang, J., Wakana, S., Jiang, H., Li, X., Reich, D. S., Calabresi, P. A., Pekar, J. J., van Zijl, P. C. M., & Mori, S. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.07.053 · Cited by 1,507
A white matter disorder in dementia of the Alzheimer type: A pathoanatomical study
Brun, A., & Englund, E. (1986) · Annals of Neurology · doi:10.1002/ana.410190306 · Cited by 1,014
Alzheimer' Disease as a Disconnection Syndrome?
Delbeuck, X., der Linden, M. V., & Collette, F. (2003) · Neuropsychology Review · doi:10.1023/a:1023832305702 · Cited by 705
White matter changes in mild cognitive impairment and AD: a diffusion tensor imaging study
Medina, D., deToledo-Morrell, L., Urresta, F., Gabrieli, J. D. E., Moseley, M., Fleischman, D., Bennett, D. A., Leurgans, S., Turner, D. A., & Stebbins, G. T. (2006) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2005.03.026 · Cited by 492
Rose, S. (2000) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.69.4.528 · Cited by 465
Cited by
Sorted by citations
NIA‐AA Research Framework: Toward a biological definition of Alzheimer's disease
Jack, C. R., Bennett, D. A., Blennow, K., Carrillo, M. C., Dunn, B., Haeberlein, S. B., Holtzman, D. M., Jagust, W., Jessen, F., Karlawish, J., et al. (2018) · Alzheimer's & Dementia · doi:10.1016/j.jalz.2018.02.018 · Cited by 10,537
“neurogranin is presumed to measure synaptic degeneration and loss [170,171], and neurofilament light chain [172] is presumed to measure axonal injury.”
Self-citationNeurofilaments as biomarkers in neurological disorders
Khalil, M., Teunissen, C. E., Otto, M., Piehl, F., Sormani, M. P., Gattringer, T., Barro, C., Kappos, L., Comabella, M., Fazekas, F., et al. (2018) · Nature Reviews Neurology · doi:10.1038/s41582-018-0058-z · Cited by 1,988
Self-citationZhou, Y., Song, W. M., Andhey, P. S., Swain, A., Levy, T., Miller, K. R., Poliani, P. L., Cominelli, M., Grover, S., Gilfillan, S., et al. (2020) · Nature Medicine · doi:10.1038/s41591-019-0695-9 · Cited by 1,150
Association of plasma neurofilament light with neurodegeneration in patients with Alzheimer disease
Mattsson, N., Andreasson, U., Zetterberg, H., Blennow, K., & Initiative, F. T. A. D. N. (2017) · JAMA Neurology · doi:10.1001/jamaneurol.2016.6117 · Cited by 1,070
“This exclusion may have made it difficult to detect subtle associations between plasmaNFLandwhitematter pathologic findings andmayexplain the surprising finding that plasmaNFLdid not correlate with WMHs, despite that CSF NFL has been considered a markerofwhitematterpathologic features,(26) including inAD.(7) Future st…”
InfluentialSelf-citationBlood-based biomarkers for Alzheimer's disease: towards clinical implementation
Teunissen, C. E., Verberk, I. M. W., Thijssen, E. H., Vermunt, L., Hansson, O., Zetterberg, H., van der Flier, W. M., Mielke, M. M., & del Campo, M. (2022) · The Lancet Neurology · doi:10.1016/s1474-4422(21)00361-6 · Cited by 1,045
“67,68 Concentrations of NfL increase with age, which complicates interpretation of results.”
Self-citationBridel, C., van Wieringen, W. N., Zetterberg, H., Tijms, B. M., Teunissen, C. E., and the NFL Group, Alvarez-Cermeño, J. C., Andreasson, U., Axelsson, M., Bäckström, D. C., et al. (2019) · JAMA Neurology · doi:10.1001/jamaneurol.2019.1534 · Cited by 764
Self-citationNeurofilaments and Neurofilament Proteins in Health and DiseasePreprint
Yuan, A., Rao, M. V., Veeranna, & Nixon, R. A. (2017) · Cold Spring Harbor Perspectives in Biology · doi:10.1101/cshperspect.a018309 · Cited by 741
Current state of Alzheimer’s fluid biomarkers
Molinuevo, J. L., Ayton, S., Batrla, R., Bednar, M. M., Bittner, T., Cummings, J., Fagan, A. M., Hampel, H., Mielke, M. M., Mikulskis, A., et al. (2018) · Acta Neuropathologica · doi:10.1007/s00401-018-1932-x · Cited by 518
Self-citationBlood biomarkers for Alzheimer’s disease in clinical practice and trials
Hansson, O., Blennow, K., Zetterberg, H., & Dage, J. (2023) · Nature Aging · doi:10.1038/s43587-023-00403-3 · Cited by 522
Self-citationNeurofilaments as biomarkers in neurological disorders — towards clinical application
Khalil, M., Teunissen, C. E., Lehmann, S., Otto, M., Piehl, F., Ziemssen, T., Bittner, S., Sormani, M. P., Gattringer, T., Abu‐Rumeileh, S., et al. (2024) · Nature Reviews Neurology · doi:10.1038/s41582-024-00955-x · Cited by 503
“In autosomal dominant Alzheimer disease, changes in blood levels of NfL seem to precede the first clinical manifestations by more than a decade and also predict clinical progression within the Alzheimer disease continuum 142–144 .”
Self-citationBacioglu, M., Maia, L. F., Preische, O., Schelle, J., Apel, A., Kaeser, S. A., Schweighauser, M., Eninger, T., Lambert, M., Pilotto, A., et al. (2016) · Neuron · doi:10.1016/j.neuron.2016.05.018 · Cited by 435
Serum neurofilament light protein predicts clinical outcome in traumatic brain injury
Shahim, P., Gren, M., Liman, V., Andreasson, U., Norgren, N., Tegner, Y., Mattsson, N., Andreasen, N., Öst, M., Zetterberg, H., et al. (2016) · Scientific Reports · doi:10.1038/srep36791 · Cited by 336
Self-citationThe diagnostic and prognostic capabilities of plasma biomarkers in Alzheimer's disease
Simrén, J., Leuzy, A., Karikari, T. K., Hye, A., Benedet, A. L., Lantero‐Rodriguez, J., Mattsson, N., Schöll, M., Mecocci, P., Vellas, B. J., et al. (2021) · Alzheimer s & Dementia · doi:10.1002/alz.12283 · Cited by 344
Self-citationde Wolf, F., Ghanbari, M., Licher, S., McRae‐McKee, K., Gras, L. A., Weverling, G. J., Wermeling, P. R., Sedaghat, S., Ikram, M. K., Waziry, R., et al. (2020) · Brain · doi:10.1093/brain/awaa054 · Cited by 325
“In this context, CSF levels of amyloid-b42, tau and, more recently, neurofilament light chain (NfL) proteins have been associated with cognition and Alzheimer’s disease (Mattsson et al., 2016a, 2017; Zetterberg et al., 2016; Olsson et al., 2019).”
Neurofilaments: neurobiological foundations for biomarker applications
Gafson, A., Barthélemy, N. R., Bomont, P., Carare, R. O., Durham, H. D., Julien, J., Kühle, J., Leppert, D., Nixon, R. A., Weller, R. O., et al. (2020) · Brain · doi:10.1093/brain/awaa098 · Cited by 339
“…et al., 2018); CSF findings with a range of neurodegenerative diseases (increased NfL concentrations in Alzheimer’s Disease (AD), frontotemporal dementia (FTD), vascular dementia and atypical parkinsonian disorders) have been replicated in blood plasma or serum(Zetterberg, 2016).”
BackgroundSelf-citationWeiner, M. W., Veitch, D. P., Aisen, P. S. S., Beckett, L. A., Cairns, N. J., Green, R. C., Harvey, D. J., Jack, C. R., Jagust, W. J., Morris, J. C., et al. (2017) · Alzheimer s & Dementia · doi:10.1016/j.jalz.2016.11.007 · Cited by 325
“[160] investigated the associations of its lowmolecular weight subunit, NFL, in CSF with diagnostic status, cognitive decline, and WM change.”
BackgroundSelf-citationLewczuk, P., Riederer, P. F., O’Bryant, S. E., Verbeek, M. M., Dubois, B., Visser, P. J., Jellinger, K. A., Engelborghs, S., Ramírez, A., Parnetti, L., et al. (2017) · The World Journal of Biological Psychiatry · doi:10.1080/15622975.2017.1375556 · Cited by 318
“It has now, however, become evident that CSF NF-L increase is an inherent feature of AD, and that increased CSF NF-L concentrations, along with biomarker evidence of classical AD pathology, predict a more rapid disease progression (Zetterberg et al. 2016).”
BackgroundSelf-citationPlasma neurofilament light as a potential biomarker of neurodegeneration in Alzheimer’s disease
Lewczuk, P., Ermann, N., Andréasson, U., Schultheis, C., Podhorná, J., Spitzer, P., Maler, J. M., Kornhuber, J., Blennow, K., & Zetterberg, H. (2018) · Alzheimer s Research & Therapy · doi:10.1186/s13195-018-0404-9 · Cited by 309
Self-citationCerebrospinal fluid tau, neurogranin, and neurofilament light in Alzheimer's disease
Mattsson, N., Insel, P. S., Palmqvist, S., Portelius, E., Zetterberg, H., Weiner, M. W., Blennow, K., Hansson, O., & Initiative, T. A. D. N. (2016) · EMBO Molecular Medicine · doi:10.15252/emmm.201606540 · Cited by 301
“But CSF NFL is also relevant in AD (Zetterberg et al, 2016) since AD not only involves loss of cortical structures but also white matter injury (Migliaccio et al, 2012) and disconnection of cortical and subcortical regions (Delbeuck et al, 2003).”
Self-citationNeurofilament Proteins as Biomarkers to Monitor Neurological Diseases and the Efficacy of Therapies
Yuan, A., & Nixon, R. A. (2021) · Frontiers in Neuroscience · doi:10.3389/fnins.2021.689938 · Cited by 304
Plasma and CSF neurofilament light
Mielke, M. M., Syrjanen, J. A., Blennow, K., Zetterberg, H., Vemuri, P., Skoog, I. G., Machulda, M. M., Kremers, W. K., Knopman, D. S., Jack, C. R., et al. (2019) · Neurology · doi:10.1212/wnl.0000000000007767 · Cited by 295
Self-citationHampel, H., Hu, Y., Cummings, J., Mattke, S., Iwatsubo, T., Nakamura, A., Vellas, B., O’Bryant, S., Shaw, L. M., Cho, M., et al. (2023) · Neuron · doi:10.1016/j.neuron.2023.05.017 · Cited by 283
Self-citationNeurofilament light chain: a biomarker for genetic frontotemporal dementia
Meeter, L. H., Dopper, E. G., Jiskoot, L. C., Sanchez‐Valle, R., Graff, C., Benussi, L., Ghidoni, R., Pijnenburg, Y. A., Borroni, B., Galimberti, D., et al. (2016) · Annals of Clinical and Translational Neurology · doi:10.1002/acn3.325 · Cited by 263
“The identified correlations of NfL levels with disease severity and survival in genetic FTD patients are also in line with earlier reports in sporadic FTD, AD, and ALS.(10,11,13,18) Specifically, the association of high NfL levels with a poor survival could serve as a meaningful prognostic clinical tool.”
BackgroundResultInfluentialYiannopoulou, K. G., Anastasiou, A. I., Zachariou, V., & Pelidou, S.-H. (2019) · Biomedicines · doi:10.3390/biomedicines7040097 · Cited by 330
“Plasma NF-L have been found to be increased in presymptomatic subjects known to be carriers of AD-causing gene mutations and patients with MCI or AD [45, 46].”
BackgroundSerum neurofilament light in familial Alzheimer disease: A marker of early neurodegeneration
Weston, P. S. J., Poole, T., Ryan, N. S., Nair, A., Liang, Y., Macpherson, K., Druyeh, R., Malone, I. B., Ahsan, R. L., Pemberton, H., et al. (2017) · Neurology · doi:10.1212/wnl.0000000000004667 · Cited by 245
Self-citationMilà‐Alomà, M., Salvadó, G., Gispert, J. D., Vilor‐Tejedor, N., Grau‐Rivera, O., Sala‐Vila, A., Sánchez‐Benavides, G., Arenaza‐Urquijo, E. M., Crous‐Bou, M., González‐de‐Echávarri, J. M., et al. (2020) · Alzheimer's & Dementia · doi:10.1002/alz.12131 · Cited by 241
“The Elecsys β-Amyloid (1-42) CSF immunoassay in use is not a commercially available IVD assay.”
MethodSelf-citationMolecular biomarkers of Alzheimer's disease: progress and prospects
Lashley, T., Schott, J. M., Weston, P. S. J., Murray, C. E., Wellington, H., Keshavan, A., Foti, S. C., Foiani, M. S., Toombs, J., Rohrer, J. D., et al. (2018) · Disease Models & Mechanisms · doi:10.1242/dmm.031781 · Cited by 251
“Another CSF biomarker for axonal degeneration is neurofilament light (NF-L; NEFL), which is a structural protein present in long axons (Zetterberg, 2016).”
InfluentialSelf-citationBiomarkers for the Early Detection and Progression of Alzheimer's Disease
Counts, S. E., Ikonomovic, M. D., Mercado, N., Vega, I. E., & Mufson, E. J. (2017) · Neurotherapeutics · doi:10.1007/s13311-016-0481-z · Cited by 224
Morris, G. P., Clark, I. A., & Vissel, B. (2018) · Acta Neuropathologica · doi:10.1007/s00401-018-1918-8 · Cited by 212
Safiri, S., Jolfayi, A. G., Fazlollahi, A., Morsali, S., Sarkesh, A., Sorkhabi, A. D., Golabi, B., Aletaha, R., Asghari, K. M., Hamidi, S., et al. (2024) · Frontiers in Medicine · doi:10.3389/fmed.2024.1474043 · Cited by 273
Specific associations between plasma biomarkers and postmortem amyloid plaque and tau tangle loads
Salvadó, G., Ossenkoppele, R., Ashton, N. J., Beach, T. G., Serrano, G. E., Reiman, E. M., Zetterberg, H., Mattsson‐Carlgren, N., Janelidze, S., Blennow, K., et al. (2023) · EMBO Molecular Medicine · doi:10.15252/emmm.202217123 · Cited by 205
“This is in agreement with NfL being a biomarker of nonspecific axonal degeneration (Zetterberg et al , 2016; Bridel et al , 2019), but these results should be confirmed in an independent cohort.”
ResultSelf-citationNeth, B. J., Mintz, A., Whitlow, C. T., Jung, Y., Sai, K. K. S., Register, T. C., Kellar, D., Lockhart, S. N., Hoscheidt, S. M., Maldjian, J. A., et al. (2019) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2019.09.015 · Cited by 219
“Supporting this possibility, we also found trend-level reduction of CSF neurogranin and NFL after MMKD, suggesting diet may have impact on measures of dendritic/synaptic injury and neurodegeneration (Blennow and Zetterberg, 2018; Zetterberg et al., 2016).”
BackgroundSelf-citationUllman, J. C., Arguello, A., Getz, J. A., Bhalla, A., Mahon, C. S., Wang, J., Giese, T., Bedard, C., Kim, D. J., Blumenfeld, J. R., et al. (2020) · Science Translational Medicine · doi:10.1126/scitranslmed.aay1163 · Cited by 205
“In support of this, elevated amounts of NfL in CSF have been observed in patients across several adult neurodegenerative diseases, including Alzheimer’s disease and frontotemporal dementia (52, 53).”
BackgroundUntangling the association of amyloid-β and tau with synaptic and axonal loss in Alzheimer’s disease
Pereira, J. B., Janelidze, S., Ossenkoppele, R., Kvartsberg, H., Brinkmalm, A., Mattsson, N., Stomrud, E., Smith, R. A., Zetterberg, H., Blennow, K., et al. (2020) · Brain · doi:10.1093/brain/awaa395 · Cited by 208
Self-citationValidation of Serum Neurofilament Light Chain as a Biomarker of Parkinson's Disease Progression
Mollenhauer, B., Dakna, M., Kruse, N., Galasko, D. R., Foroud, T., Zetterberg, H., Schade, S., Gera, R. G., Wang, W., Gao, F., et al. (2020) · Movement Disorders · doi:10.1002/mds.28206 · Cited by 201
Self-citationDiagnostic biomarkers of Alzheimer’s disease: A state-of-the-art review
Khoury, R., & Ghossoub, E. (2019) · Biomarkers in Neuropsychiatry · doi:10.1016/j.bionps.2019.100005 · Cited by 200
Ashton, N. J., Leuzy, A., Lim, Y. M., Troakes, C., Hortobágyi, T., Höglund, K., Aarsland, D., Lovestone, S., Schöll, M., Blennow, K., et al. (2019) · Acta Neuropathologica Communications · doi:10.1186/s40478-018-0649-3 · Cited by 172
Self-citationCummings, J., Ritter, A., & Zhong, K. (2018) · Journal of Alzheimer's Disease · doi:10.3233/jad-179901 · Cited by 176
“DM is supported by an impact on “downstream” measures of cell death such as MRI atrophy, CSF tau, or possibly other biomarkers of neuronal degeneration such as neurofilament light chain protein [54].”
BackgroundJanelidze, S., Palmqvist, S., Leuzy, A., Stomrud, E., Verberk, I. M. W., Zetterberg, H., Ashton, N. J., Pesini, P., Sarasa, L., Allué, J. A., et al. (2022) · Alzheimer's & Dementia · doi:10.1002/alz.12395 · Cited by 188
Self-citationPiehl, F., Kockum, I. S., Khademi, M., Blennow, K., Lycke, J., Zetterberg, H., & Olsson, T. P. (2017) · Multiple Sclerosis Journal · doi:10.1177/1352458517715132 · Cited by 184
Self-citationFluid Biomarkers for Synaptic Dysfunction and Loss
Camporesi, E., Nilsson, J., Brinkmalm, A., Becker, B., Ashton, N. J., Blennow, K., & Zetterberg, H. (2020) · Biomarker Insights · doi:10.1177/1177271920950319 · Cited by 165
Self-citationGaetani, L., Höglund, K., Parnetti, L., Pujol-Calderón, F., Becker, B., Eusebi, P., Sarchielli, P., Calabresi, P., Filippo, M. D., Zetterberg, H., et al. (2018) · Alzheimer s Research & Therapy · doi:10.1186/s13195-018-0339-1 · Cited by 180
“In our study, CSF NfL concentration was significantly higher in the MCI-AD/AD-dem group as compared with both PD and control subjects, in line with similar results obtained in previous studies [5, 44].”
InfluentialSelf-citationRevolution of Alzheimer Precision Neurology. Passageway of Systems Biology and Neurophysiology
Hampel, H. J., (APMI), F. T. A. P. M. I., Toschi, N., Babiloni, C., Baldacci, F., Black, K. L., Bokde, A. L. W., Bun, R. S., Cacciola, F., Cavedo, E., et al. (2018) · Journal of Alzheimer s Disease · doi:10.3233/jad-179932 · Cited by 184
Forgrave, L. M., Ma, M., Best, J. R., & DeMarco, M. L. (2019) · Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring · doi:10.1016/j.dadm.2019.08.009 · Cited by 177
“In eight studies comparing a total of 442 AD cases with 545 MCI controls [9,19,22,24,30,41,43,44], the evidence suggested a modest difference in CSF NfL concentration (average ratio 1.”
ResultDetection and treatment of Alzheimer’s disease in its preclinical stage
Rafii, M. S., & Aisen, P. S. S. (2023) · Nature Aging · doi:10.1038/s43587-023-00410-4 · Cited by 179
Cerebrospinal Fluid Biomarkers of Alzheimer’s Disease: Current Evidence and Future Perspectives
McGrowder, D. A., Miller, F. G., Vaz, K., Nwokocha, C. R., Wilson-Clarke, C. F., Anderson, M., Brown, J., Anderson-Jackson, L., Williams, L., Latore, L., et al. (2021) · Brain Sciences · doi:10.3390/brainsci11020215 · Cited by 169
Shared proteomic effects of cerebral atherosclerosis and Alzheimer’s disease on the human brain
Wingo, A. P., Fan, W., Duong, D. M., Gerasimov, E. S., Dammer, E. B., Liu, Y., Harerimana, N. V., White, B., Thambisetty, M., Troncoso, J. C., et al. (2020) · Nature Neuroscience · doi:10.1038/s41593-020-0635-5 · Cited by 161
Clinical Research on Alzheimer’s Disease: Progress and Perspectives
Sun, B., Li, W., Zhu, C., Jin, W., Zeng, F., Liu, Y.-H., Bu, X., Zhu, J., Yao, X., & Wang, Y. (2018) · Neuroscience Bulletin · doi:10.1007/s12264-018-0249-z · Cited by 171
Biomarkers used in Alzheimer’s disease diagnosis, treatment, and prevention
Mahaman, Y. A. R., Embaye, K. S., Huang, F., Li, L., Zhu, F., Wang, J.-Z., Liu, R., Feng, J., & Wang, X. (2022) · Ageing Research Reviews · doi:10.1016/j.arr.2021.101544 · Cited by 149
Galasko, D., Xiao, M., Xu, D., Smirnov, D., Salmon, D. P., Dewit, N., Vanbrabant, J., Jacobs, D., Vanderstichele, H., Vanmechelen, E., et al. (2019) · Alzheimer's & Dementia: Translational Research & Clinical Interventions · doi:10.1016/j.trci.2019.11.002 · Cited by 133
“We included Nfl in analyses since it has been shown to predict cognitive decline in ADNI and other studies [31,32].”
ResultBiomarkers for Alzheimer’s Disease Early Diagnosis
Ausó, E., Gómez‐Vicente, V., & Esquiva, G. (2020) · Journal of Personalized Medicine · doi:10.3390/jpm10030114 · Cited by 159
“Regarding neuronal damage, some proteins such as neurofilament light chain (NF-L), a protein involved in protecting neurites, and neuron-specific enolase (NSE), which plays a role in neuronal metabolism, have revealed increased CSF concentrations in MCI patients in comparison with cognitively elderly, and with patient…”
BackgroundResultSleep disturbances and dementia risk: a multicenter study
Sindi, S., Kåreholt, I., Johansson, L., Skoog, J., Sjöberg, L., Wang, H., Johansson, B., Fratiglioni, L., Soininen, H., Solomon, A., et al. (2018) · Alzheimer's & Dementia · doi:10.1016/j.jalz.2018.05.012 · Cited by 144
Millan, M. J. (2017) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2017.03.004 · Cited by 151
Knopman, D. S., Haeberlein, S. B., Carrillo, M. C., Hendrix, J. A., Kerchner, G., Margolin, R. A., Maruff, P. T., Miller, D. S., Tong, G., Tome, M. B., et al. (2018) · Alzheimer s & Dementia · doi:10.1016/j.jalz.2018.03.002 · Cited by 144
“Among the most promising biomarkers are CSF and plasma neurofilament light chain [40,41], and CSF neurogranin [42], visinin-like protein-1 [43], YKL-40 (an inflammatory marker) [44], and fatty acid–binding protein 3 [45].”
BackgroundSelf-citationAlirezaei, Z., Pourhanifeh, M. H., Borran, S., Nejati, M., Mirzaei, H., & Hamblin, M. R. (2020) · Molecular Neurobiology · doi:10.1007/s12035-019-01698-3 · Cited by 142
Hulle, C. V., Jonaitis, E. M., Betthauser, T. J., Batrla, R., Wild, N., Kollmorgen, G., Andréasson, U., Okonkwo, O. C., Bendlin, B. B., Asthana, S., et al. (2020) · Alzheimer s & Dementia · doi:10.1002/alz.12204 · Cited by 132
“The following immunoassays were performed on a cobas e 601 analyzer: Elecsys β-amyloid(1-42) CSF, Elecsys Phospho-Tau (181P) CSF and Elecsys Total-Tau CSF, S100 calcium binding protein B (S100B), and interleukin-6 (IL6).”
MethodSelf-citationCerebrospinal Fluid Biomarkers for Early and Differential Alzheimer’s Disease Diagnosis
Bjerke, M., & Engelborghs, S. (2018) · Journal of Alzheimer s Disease · doi:10.3233/jad-170680 · Cited by 137
The implications of different approaches to define AT(N) in Alzheimer disease
Mattsson-Carlgren, N., Leuzy, A., Janelidze, S., Palmqvist, S., Stomrud, E., Strandberg, O., Smith, R., & Hansson, O. (2020) · Neurology · doi:10.1212/wnl.0000000000009485 · Cited by 114
“CSF Aβ (Aβ42), tau phosphorylated at Thr181 (p-tau), and neurofilament light (NfL) were quantified using ELISAs (Aβ42 and p-tau: BioFINDER-1, EUROIMMUN AG, Lub̈eck, Germany; BioFINDER-2, INNOTEST, Fujirebio, Ghent, Belgium; NfL: Uman Diagnostics, Umeå, Sweden).(7) CSF analyses were performed in accordance with the Alz…”
MethodSelf-citationPaterson, R. W., Slattery, C. F., Poole, T., Nicholas, J. M., Magdalinou, N. K., Toombs, J., Chapman, M. D., Lunn, M. P., Heslegrave, A., Foiani, M. S., et al. (2018) · Alzheimer s Research & Therapy · doi:10.1186/s13195-018-0361-3 · Cited by 130
“NFL is thought to be a marker of large axonal neurodegeneration [35] and is elevated in a number of non-AD diseases [36–38], particularly FTD and motor neurone disease [39].”
BackgroundSelf-citationNeuroimaging and fluid biomarkers in Parkinson’s disease in an era of targeted interventions
Zarkali, A., Thomas, G. E. C., Zetterberg, H., & Weil, R. S. (2024) · Nature Communications · doi:10.1038/s41467-024-49949-9 · Cited by 131
“However, NFL is a non-speci fi c marker and rises in relation to white matter lesions across in fl ammatory and other degenerative conditions 187,188 , and with age, Perspective https://doi.org/10.1038/s41467-024-49949-9 Nature Communications| (2024) 15:5661 which may limit its use in clinical…”
BackgroundInfluentialSelf-citationHoy, A. R., Ly, M., Carlsson, C. M., Okonkwo, O. C., Zetterberg, H., Blennow, K., Sager, M. A., Asthana, S., Johnson, S. C., Alexander, A. L., et al. (2017) · PLoS ONE · doi:10.1371/journal.pone.0173982 · Cited by 131
Self-citationLleó, A., Alcolea, D. A., Martínez‐Lage, P., Scheltens, P., Parnetti, L., Poirier, J., Simonsen, A. H., Verbeek, M. M., Rosa‐Neto, P., Slot, R. E. R., et al. (2019) · Alzheimer s & Dementia · doi:10.1016/j.jalz.2019.01.015 · Cited by 130
“Tau is a protein predominantly expressed in cortical brain regions, and tau levels in CSF could be a reflection of hippocampal and cortical atrophy, whereas NfL levels could be a reflection of subcortical damage [37,41].”
BackgroundSelf-citationClinical value of neurofilament and phospho-tau/tau ratio in the frontotemporal dementia spectrum
Meeter, L. H. H., Vijverberg, E. G., Del Campo, M., Rozemuller, A. J. M., Donker Kaat, L., de Jong, F. J., van der Flier, W. M., Teunissen, C. E., van Swieten, J. C., & Pijnenburg, Y. A. L. (2018) · Neurology · doi:10.1212/wnl.0000000000005261 · Cited by 122
Bos, I., Vos, S. J. B., Verhey, F. R. J., Scheltens, P., Teunissen, C. E., Engelborghs, S., Sleegers, K., Frisoni, G. B., Blin, O., Richardson, J. C., et al. (2019) · Alzheimer s & Dementia · doi:10.1016/j.jalz.2019.01.004 · Cited by 122
“High concentrations of neurofilament-light (NFL) have been 17 associated with axonal degeneration to, predominantly, subcortical brain areas [7, 8] and YKL18 40 (also known as chitinase 3-like protein 1) concentrations were found to reflect astrocytic 19 activation, an inflammatory response to neurodegenerative proces…”
BackgroundMethodSelf-citationBenedet, A. L., Leuzy, A., Pascoal, T. A., Ashton, N. J., Mathotaarachchi, S. S., Savard, M., Therriault, J., Kang, M. S., Chamoun, M., Schöll, M., et al. (2020) · Brain · doi:10.1093/brain/awaa342 · Cited by 126
“One such potential measure is the axonal injury marker neurofilament light (NfL) (Zetterberg, 2016).”
Self-citationXia, D., Lianoglou, S., Sandmann, T., Calvert, M., Suh, J. H., Thomsen, E., Dugas, J., Pizzo, M. E., DeVos, S. L., Earr, T. K., et al. (2022) · Molecular Neurodegeneration · doi:10.1186/s13024-022-00547-7 · Cited by 124
Leveraging preclinical models for the development of Alzheimer disease therapeutics
Scearce-Levie, K. A., Sanchez, P. E., & Lewcock, J. W. (2020) · Nature Reviews Drug Discovery · doi:10.1038/s41573-020-0065-9 · Cited by 121
Hampel, H., Toschi, N., Baldacci, F., Zetterberg, H., Blennow, K., Kilimann, I., Teipel, S. J., Cavedo, E., Melo dos Santos, A., Epelbaum, S., et al. (2018) · Alzheimer's & Dementia · doi:10.1016/j.jalz.2017.11.015 · Cited by 129
“These outcomes are consistent with a recent analysis reporting the association between CSF NFL concentration and cognitive impairment [35].”
Self-citationPereira, J. B., Westman, E., & Hansson, O. (2017) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2017.06.002 · Cited by 120
Oligomeric Aβ in the monkey brain impacts synaptic integrity and induces accelerated cortical aging
Beckman, D., Ott, S., Donis-Cox, K., Janssen, W. G., Bliss-Moreau, E., Rudebeck, P. H., Baxter, M. G., & Morrison, J. H. (2019) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1902301116 · Cited by 111
“Neurofilament light (NFL), a structural component of the cytoskeleton of some neurons, is increased in the CSF of patients with AD as a reflection of degeneration of large-caliber axons (56).”
BackgroundSerum neurofilament light chain in behavioral variant frontotemporal dementia
Steinacker, P., Anderl-Straub, S., Diehl-Schmid, J., Semler, E., Uttner, I., von Arnim, C. A. F., Barthel, H., Danek, A., Fassbender, K., Fliessbach, K., et al. (2018) · Neurology · doi:10.1212/wnl.0000000000006318 · Cited by 116
The CSF neurofilament light signature in rapidly progressive neurodegenerative dementias
Abu‐Rumeileh, S., Capellari, S., Maserati, M. S., Polischi, B., Martinelli, P., Caroppo, P., Ladogana, A., & Parchi, P. (2018) · Alzheimer s Research & Therapy · doi:10.1186/s13195-017-0331-1 · Cited by 119
“Taken together, these data indicate that the pathophysiological mechanisms leading to a more rapid course in AD involve mainly the extracellular space of the cortical gray matter and are relatively independent from those affecting NfL and αsynuclein CSF levels [28, 29, 46].”
Dhiman, K., Blennow, K., Zetterberg, H., Martins, R. N., & Gupta, V. B. (2019) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-019-03040-5 · Cited by 117
Self-citationNeurochemical Aftermath of Repetitive Mild Traumatic Brain Injury
Shahim, P., Tegner, Y., Gustafsson, B., Gren, M., Ärlig, J., Olsson, M. A., Lehto, N., Engström, Å. H., Höglund, K., Portelius, E., et al. (2016) · JAMA Neurology · doi:10.1001/jamaneurol.2016.2038 · Cited by 118
Self-citationCSF neurofilament light chain and phosphorylated tau 181 predict disease progression in PSP
Rojas, J. C., Bang, J., Lobach, I. V., Tsai, R. M., Rabinovici, G. D., Miller, B. L., Boxer, A. L., AL-108-231 Investigators, Williams, D. R., Lafontaine, A. L., et al. (2017) · Neurology · doi:10.1212/wnl.0000000000004859 · Cited by 113
Alawode, D. O. T., Heslegrave, A., Ashton, N. J., Karikari, T. K., Simrén, J., Montoliu‐Gaya, L., Pannee, J., O’Connor, A., Weston, P. S. J., Lantero‐Rodriguez, J., et al. (2021) · Journal of Internal Medicine · doi:10.1111/joim.13332 · Cited by 107
Self-citationPlasma neurofilament light chain levels in Alzheimer’s disease
Zhou, W., Zhang, J., Ye, F., Xu, G., Su, H., Su, Y., & Zhang, X. (2017) · Neuroscience Letters · doi:10.1016/j.neulet.2017.04.027 · Cited by 95
López‐Sanz, D., Bruña, R., Garcés, P., Cámara, C., Serrano, N., Rodríguez‐Rojo, I. C., Delgado‐Losada, M. L., Montenegro, M. V. R., López-Higes, R., Yus, M., et al. (2016) · Scientific Reports · doi:10.1038/srep37685 · Cited by 106
Jin, M., Cao, L., & Dai, Y. (2019) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2019.00254 · Cited by 105
“…26 AD 67 ± 8 57.69 1,595 ± 1,005 32 ± 16 545 ± 226 659 ± 268 78 ± 34 Vogt et al., 2018 40 AD 71.9 ± 8.6 40 1,628 ± 935 722 ± 300 74.7 ± 27 Landqvist Waldö et al., 2013 20 AD 72 ± 10 65 415 ± 309 285 ± 92 630 ± 621.9 87 ± 58 Weston et al., 2017 48 AD-fam 40.5 ± 8.2 45.83 25 ± 12 Weston et al.,…”
InfluentialKern, S., Syrjanen, J. A., Blennow, K., Zetterberg, H., Skoog, I. G., Wærn, M., Hagen, C. E., van Harten, A. C., Knopman, D. S., Jack, C. R., et al. (2018) · JAMA Neurology · doi:10.1001/jamaneurol.2018.3459 · Cited by 100
Self-citationNeurofilament-Light, a Promising Biomarker: Analytical, Metrological and Clinical Challenges
Coppens, S., Lehmann, S., Hopley, C. J., & Hirtz, C. (2023) · International Journal of Molecular Sciences · doi:10.3390/ijms241411624 · Cited by 107
Dhiman, K., Gupta, V. B., Villemagne, V. L., Eratne, D., Graham, P. L., Fowler, C., Bourgeat, P., Li, Q., Collins, S., Bush, A. I., et al. (2020) · Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring · doi:10.1002/dad2.12005 · Cited by 93
Self-citationWang, S.-Y., Chen, W., Xu, W., Li, J., Hou, X., Ou, Y., Yu, J., & Tan, L. (2019) · Journal of Alzheimer s Disease · doi:10.3233/jad-190615 · Cited by 95
“AD was reported in 12 studies [18–29] with 620 AD patients and 553 controls.”
New fluid biomarkers tracking non-amyloid-β and non-tau pathology in Alzheimer’s disease
Park, S. A., Han, S. M., & Kim, C. E. (2020) · Experimental & Molecular Medicine · doi:10.1038/s12276-020-0418-9 · Cited by 96
Biomarkers in Neurodegenerative Diseases
Jeromin, A., & Bowser, R. (2017) · Advances in Neurobiology · doi:10.1007/978-3-319-57193-5_20 · Cited by 92
Current advances in plasma and cerebrospinal fluid biomarkers in Alzheimer's disease
Leuzy, A., Cullen, N. C., Mattsson, N., & Hansson, O. (2021) · Current Opinion in Neurology · doi:10.1097/wco.0000000000000904 · Cited by 91
Self-citationThe dynamics of biomarkers across the clinical spectrum of Alzheimer's disease
Hadjichrysanthou, C., Evans, S., Bajaj, S., Siakallis, L. C., McRae-McKee, K., de Wolf, F., Anderson, R. M., & Initiative, T. A. D. N. (2020) · Alzheimer's Research & Therapy · doi:10.1186/s13195-020-00636-z · Cited by 86
“…A β 1 – 42 , which indicates brain amyloid pathology [39]; the neuro-filament light (NfL), a biomarker of neuroaxonal injury or neurodegeneration [40]; the total tau (t-tau) and phosphorylated tau (p-tau) proteins [39], which can be considered as potential biomarkers of Alzheimer-type axonal…”
Litvinchuk, A., Huynh, T. V., Shi, Y., Jackson, R. J., Finn, M. B., Manis, M., Francis, C. M., Tran, A. C., Sullivan, P. M., Ulrich, J. D., et al. (2021) · Annals of Neurology · doi:10.1002/ana.26043 · Cited by 91
Hajjar, I. M., Yang, Z., Okafor, M. O., Liu, C., Waligórska, T., Goldstein, F. C., & Shaw, L. M. J. (2022) · JAMA Network Open · doi:10.1001/jamanetworkopen.2022.35068 · Cited by 89
Self-citationMilanini, B., & Valcour, V. (2017) · Current HIV/AIDS Reports · doi:10.1007/s11904-017-0361-0 · Cited by 95
Zerr, I., Schmitz, M., Karch, A., Villar‐Piqué, A., Kanata, Ε., Golańska, E., Lucena, D. D., Karsanidou, A., Hermann, P., Knipper, T., et al. (2018) · Alzheimer s & Dementia · doi:10.1016/j.jalz.2017.12.008 · Cited by 88
“In recent studies, CSF NFL levels have been associated with cognitive deterioration and disease severity in AD and FTD [4,6,7].”
BackgroundSelf-citationSpecialized roles of neurofilament proteins in synapses: Relevance to neuropsychiatric disorders
Yuan, A., & Nixon, R. A. (2016) · Brain Research Bulletin · doi:10.1016/j.brainresbull.2016.09.002 · Cited by 88
“CSF NFL concentration is increased by the early clinical stage of AD, correlates with cognitive deterioration and structural changes over time [194] and may be a useful marker of disease progression in AD [7].”
Current Biomarkers for Alzheimer’s Disease: From CSF to Blood
Zou, K., Abdullah, M., & Michikawa, M. (2020) · Journal of Personalized Medicine · doi:10.3390/jpm10030085 · Cited by 87
“showed that higher CSF NF-L concentrations are associated with cognitive deterioration and brain atrophy over time in AD and MCI groups, indicating that CSF NF-L can be used as a marker for AD progression [49].”
BackgroundNeurofilaments in disease: what do we know?
Gordon, B. A. (2020) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2020.02.001 · Cited by 82
Body Fluid Biomarkers for Alzheimer’s Disease—An Up-To-Date Overview
Bălașa, A. F., Chircov, C., & Grumezescu, A. M. (2020) · Biomedicines · doi:10.3390/biomedicines8100421 · Cited by 86
Neurofilament changes in serum and cerebrospinal fluid after acute ischemic stroke
Pujol-Calderón, F., Portelius, E., Zetterberg, H., Blennow, K., Rosengren, L., & Höglund, K. (2018) · Neuroscience Letters · doi:10.1016/j.neulet.2018.12.042 · Cited by 84
Self-citationApplying the ATN scheme in a memory clinic population
Altomare, D., de Wilde, A., Ossenkoppele, R., Pelkmans, W., Bouwman, F. H., Groot, C., van Maurik, I. S., Zwan, M. D., Yaqub, M. M., Barkhof, F., et al. (2019) · Neurology · doi:10.1212/wnl.0000000000008361 · Cited by 81
Andersson, E., Janelidze, S., Lampinen, B., Nilsson, M., Leuzy, A., Stomrud, E., Blennow, K., Zetterberg, H., & Hansson, O. (2020) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2020.07.018 · Cited by 80
“In addition, NfL in both CSF and plasma were higher in patients with MCI and AD dementia compared to CU subjects, as reported by others (Mattsson et al., 2017, 2019; Olsson et al., 2019; Zetterberg et al., 2016), suggesting that NfL tracks neurodegeneration.”
BackgroundResultSelf-citationLoeffler, D. A. (2023) · Journal of Alzheimer s Disease Reports · doi:10.3233/adr-230025 · Cited by 90
“CSF NfL increases during normal aging and AD [266] and is positively associated with AD progression [269–271], increased ventricular volume [270], and hippocampal atrophy [272].”
BackgroundAn overview of the genes and biomarkers in Alzheimer’s disease
Krishnamurthy, H. K., Jayaraman, V., Krishna, K., Wang, T., Bei, K., Changalath, C., & Rajasekaran, J. J. (2024) · Ageing Research Reviews · doi:10.1016/j.arr.2024.102599 · Cited by 89
Metadata
- Authors
- Zetterberg, H., Skillbäck, T., Mattsson, N., Trojanowski, J. Q., Portelius, E., Shaw, L. M., Weiner, M. W., Blennow, K., & Initiative, F. T. A. D. N.
- Affiliations
- UCL Queen Square Institute of Neurology (GB)
- University of Gothenburg (SE)
- University of California, San Francisco (US)
- University of Pennsylvania (US)
- Corresponding author
- Zetterberg, Henrik
- ORCID
- Venue
- JAMA Neurology
- Publisher
- American Medical Association (AMA)
- Published
- 2016-01-01
- Volume
- 73
- Issue
- 1
- Pages
- 60
- ISSN
- 2168-6149 (ISSN-L)
- PMC
- PMC5624219
- OpenAlex
- W1934117767
- Cited by
- 487
- References
- 31
- Citations by year
- 2026: 20 · 2025: 38 · 2024: 62 · 2023: 42 · 2022: 65 · 2021: 60 · 2020: 62 · 2019: 41 · 2018: 48 · 2017: 35 · 2016: 14
- FWCI
- 26.27
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- JAMA Neurology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Lund University Publications (Lund University) (submittedVersion)
- Funders
- U.S. Department of Defense (U01 AG024904, AG024904)
- Alzheimer's Disease Neuroimaging Initiative (W81XWH-12-2–0012, U01AG024904, AG024904, W81XWH-12-2-)
- National Institutes of Health (5u01ag024904-10, W81XWH-12-2-0012, U01-AG024904, AG024904)
- Canadian Institutes of Health Research
- National Institute on Aging (U01-AG-024904, P30AG010129, K01AG030514, P30AG013846, U24AG021886)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Alzheimer's disease research and treatments
- Life Sciences › Neuroscience › Neurology › Neuroinflammation and Neurodegeneration Mechanisms
- Keywords
- neurofilament light chain, cerebrospinal fluid biomarkers, mild cognitive impairment, cognitive decline, axonal degeneration, brain atrophy, hippocampal volume, ventriculomegaly, neurodegeneration, Alzheimer's Disease Neuroimaging Initiative, biomarker validation, white matter hyperintensities, amyloid PET, tau PET
- MeSH terms
- Aged, Aged, 80 and over, Alzheimer Disease, Female, Follow-Up Studies, Humans, Male, Cohort Studies, Biomarkers, Neurofilament Proteins, Disease Progression, Cognitive Dysfunction
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