Immunoglobulin γ allotypes influence the level of autoantibody responses to amyloid-β in patients with Alzheimer's disease.

  • Abstract
  • Literature Map
  • Similar Papers
Abstract
Translate article icon Translate Article Star icon
Take notes icon Take Notes

Immunoglobulin γ allotypes influence the level of autoantibody responses to amyloid-β in patients with Alzheimer's disease.

Similar Papers
  • Research Article
  • Cite Count Icon 4
  • 10.1212/nxg.0000000000000565
Interactive Effects of HLA and GM Alleles on the Development of Alzheimer Disease.
  • Feb 16, 2021
  • Neurology. Genetics
  • Janardan P Pandey + 4 more

ObjectiveWe investigated whether particular immunoglobulin GM (γ marker) alleles—individually or epistatically with a known human leukocyte antigen (HLA) risk allele—were associated with the development of Alzheimer disease (AD).MethodsUsing a prospective cohort study design, we genotyped DNA samples from 209 African American (AA) and 638 European American (EA) participants for IgG1 (GM 3 and GM 17), IgG2 (GM 23+ and GM 23−), and HLA-DRB1 rs9271192 (A/C) alleles by TaqMan and rhAMP genotyping assays.ResultsIn EA subjects, none of the GM or HLA alleles—individually or epistatically—were associated with time to development of AD. In AA subjects, GM and HLA alleles individually were not associated with time to development of AD. However, there was a significant interaction: In the presence of GM 3 (i.e., GM 3/3 and GM 3/17 subjects), the presence of the HLA-C allele was associated with a 4-fold increase in the likelihood of developing AD compared with its absence (hazard ratio [HR] 4.17, 95% CI, 1.28–13.58). In the absence of GM 3 (GM 17/17 subjects), however, the presence of the HLA-C allele was not associated with time to development of AD (HR 1.10, 95% CI, 0.50–2.41).ConclusionsThese results show that particular GM and HLA alleles epistatically contribute to the development of AD.

  • Research Article
  • Cite Count Icon 102
  • 10.1074/jbc.m414176200
Autoantibodies to Redox-modified Oligomeric Aβ Are Attenuated in the Plasma of Alzheimer's Disease Patients
  • Apr 1, 2005
  • Journal of Biological Chemistry
  • Robert D Moir + 5 more

Accumulation of Abeta protein in beta-amyloid deposits is a hallmark event in Alzheimer's disease (AD). Recent findings suggest anti-Abeta autoantibodies may have a role in AD pathology. However, a consensus has yet to emerge as to whether endogenous anti-Abeta autoantibodies are elevated, depressed, or unchanged in AD patients. Whereas experiments to date have used synthetic unmodified monomeric Abeta (Abetamon) to test autoimmunity, up to 40% of the Abeta pool inB AD brain consists of low molecular weight oligomeric cross-linked beta-amyloid protein species (CAPS). Recent studies also suggest that CAPS may be the primary neurotoxic agent in AD. In the present study, AD and nondemented control plasma were analyzed for immunoreactivity to CAPS and Abetamon. Plasma of both nondemented and AD patients were found to contain autoantibodies specific for soluble CAPS. Nondemented control and AD plasmas demonstrated similar immunoreactivity to Abetamon. In contrast, anti-CAPS antibodies in AD plasma were found to be significantly reduced compared with nondemented controls (p=0.018). Furthermore, age at onset for AD correlated significantly (p=0.041) with plasma immunoreactivity to CAPS. These data suggest that autoantibodies to CAPS are depleted in AD patients and raise the prospect that immunization with anti-CAPS antibodies might provide therapeutic benefit for AD.

  • Research Article
  • Cite Count Icon 309
  • 10.1111/j.1365-2796.2006.01687.x
Cardiovascular disease and Alzheimer's disease: common links
  • Jul 26, 2006
  • Journal of Internal Medicine
  • M J Stampfer

Growing evidence supports a strong and likely causal association between cardiovascular disease (CVD), and its risk factors, with incidence of cognitive decline and Alzheimer's disease. Individuals with subclinical CVD are at higher risk for dementia and Alzheimer's. Several cardiovascular risk factors are also risk factors for dementia, including hypertension, high LDL cholesterol, low HDL cholesterol and especially diabetes. Moderate alcohol appears to be protective for both CVD and dementia. In contrast, inflammatory markers predict cardiovascular risk, but not dementia, despite biological plausibility for such a link. The substantial overlap in risk factors points to new avenues for research and prevention.

  • Discussion
  • Cite Count Icon 45
  • 10.1016/s0002-9440(10)64777-3
The Role of NAC in Amyloidogenesis in Alzheimer's Disease
  • Feb 1, 2000
  • The American Journal of Pathology
  • Makoto Hashimoto + 12 more

The Role of NAC in Amyloidogenesis in Alzheimer's Disease

  • Research Article
  • Cite Count Icon 96
  • 10.1007/s00401-010-0707-9
Capillary cerebral amyloid angiopathy identifies a distinct APOE ε4-associated subtype of sporadic Alzheimer’s disease
  • Jun 10, 2010
  • Acta Neuropathologica
  • Dietmar Rudolf Thal + 8 more

The deposition of amyloid beta-protein (Abeta) in the vessel wall, i.e., cerebral amyloid angiopathy (CAA), is associated with Alzheimer's disease (AD). Two types of CAA can be differentiated by the presence or absence of capillary Abeta-deposits. In addition, as in Alzheimer's disease, risk for capillary CAA is associated with the apolipoprotein E (APOE) epsilon4-allele. Because these morphological and genetic differences between the two types of AD-related CAA exist, the question arises as to whether there exist further differences between AD cases with and without capillary CAA and, if so, whether capillary CAA can be employed to distinguish and define specific subtypes of AD. To address this question, we studied AD and control cases both with and without capillary CAA to identify the following: (1) distinguishing neuropathological features; (2) alterations in perivascular protein expression; and (3) genotype-specific associations. More widespread Abeta-plaque pathology was observed in AD cases with capillary CAA than in those without. Expression of perivascular excitatory amino acid transporter 2 (EAAT-2/GLT-1) was reduced in cortical astrocytes of AD cases with capillary CAA in contrast to those lacking capillary Abeta-deposition and controls. Genetically, AD cases with capillary CAA were strongly associated with the APOE epsilon4 allele compared to those lacking capillary CAA and to controls. To further validate the existence of distinct types of AD we analyzed polymorphisms in additional apoE- and cholesterol-related candidate genes. Our results revealed an association between AD cases without capillary CAA (i.e., AD cases with CAA but lacking capillary CAA and AD cases without CAA) and the T-allele of the alpha(2)macroglobulin receptor/low-density lipoprotein receptor-related protein-1 (LRP-1) C766T polymorphism as opposed to AD cases with capillary CAA and non-AD controls. Taken together, these results indicate that AD cases with capillary CAA differ significantly from other AD cases both genetically and morphologically, thereby pointing to a specific capillary CAA-related and APOE epsilon4-associated subtype of AD.

  • Research Article
  • Cite Count Icon 33
  • 10.1016/j.jbc.2021.101267
Distinct conformers of amyloid beta accumulate in the neocortex of patients with rapidly progressive Alzheimer's disease
  • Sep 30, 2021
  • Journal of Biological Chemistry
  • He Liu + 9 more

Distinct conformers of amyloid beta accumulate in the neocortex of patients with rapidly progressive Alzheimer's disease

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 40
  • 10.1186/s13024-023-00653-0
TDP-43 pathology is associated with increased tau burdens and seeding
  • Sep 30, 2023
  • Molecular Neurodegeneration
  • Sandra O Tomé + 16 more

BackgroundMost Alzheimer’s Disease (AD) cases also exhibit limbic predominant age-related TDP-43 encephalopathy neuropathological changes (LATE-NC), besides amyloid-β plaques and neurofibrillary tangles (NFTs) containing hyperphosphorylated tau (p-tau). LATE-NC is characterized by cytoplasmic aggregates positive for pathological TDP-43 and is associated with more severe clinical outcomes in AD, compared to AD cases lacking TDP-43 pathology TDP-43: AD(LATE-NC-). Accumulating evidence suggests that TDP-43 and p-tau interact and exhibit pathological synergy during AD pathogenesis. However, it is not yet fully understood how the presence of TDP-43 affects p-tau aggregation in symptomatic AD.MethodsIn this study, we investigated the impact of TDP-43 proteinopathy on p-tau pathology with different approaches: histologically, in a human post-mortem cohort (n = 98), as well as functionally using a tau biosensor cell line and TDP-43A315T transgenic mice.ResultsWe found that AD cases with comorbid LATE-NC, AD(LATE-NC+), have increased burdens of pretangles and/or NFTs as well as increased brain levels of p-tau199, compared to AD(LATE-NC-) cases and controls. The burden of TDP-43 pathology was also correlated with the Braak NFT stages. A tau biosensor cell line treated with sarkosyl-insoluble, brain-derived homogenates from AD(LATE-NC+) cases displayed exacerbated p-tau seeding, compared to control and AD(LATE-NC-)-treated cells. Consistently, TDP-43A315T mice injected with AD(LATE-NC+)-derived extracts also exhibited a more severe hippocampal seeding, compared to the remaining experimental groups, albeit no TDP-43 aggregation was observed.ConclusionsOur findings extend the current knowledge by supporting a functional synergy between TDP-43 and p-tau. We further demonstrate that TDP-43 pathology worsens p-tau aggregation in an indirect manner and increases its seeding potential, probably by increasing p-tau levels. This may ultimately contribute to tau-driven neurotoxicity and cell death. Because most AD cases present with comorbid LATE-NC, this study has an impact on the understanding of TDP-43 and tau pathogenesis in AD and LATE, which account for the majority of dementia cases worldwide. Moreover, it highlights the need for the development of a biomarker that detects TDP-43 during life, in order to properly stratify AD and LATE patients.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 303
  • 10.1074/jbc.m403672200
Proteomic Characterization of Postmortem Amyloid Plaques Isolated by Laser Capture Microdissection
  • Aug 1, 2004
  • Journal of Biological Chemistry
  • Lujian Liao + 9 more

The presence of amyloid plaques in the brain is one of the pathological hallmarks of Alzheimer's disease (AD). We report here a comprehensive proteomic analysis of senile plaques from postmortem AD brain tissues. Senile plaques labeled with thioflavin-S were procured by laser capture microdissection, and their protein components were analyzed by liquid chromatography coupled with tandem mass spectrometry. We identified a total of 488 proteins co-isolated with the plaques, and we found multiple phosphorylation sites on the neurofilament intermediate chain, implicating the complexity and diversity of cellular processes involved in the plaque formation. More significantly, we identified 26 proteins enriched in the plaques of two AD cases by quantitative comparison with surrounding non-plaque tissues. The localization of several proteins in the plaques was further confirmed by the approach of immunohistochemistry. In addition to previously identified plaque constituents, we discovered novel association of dynein heavy chain with the plaques in human postmortem brain and in a double transgenic AD mouse model, suggesting that neuronal transport may play a role in neuritic degeneration. Overall, our results revealed for the first time the sub-proteome of amyloid plaques that is important for further studies on disease biomarker identification and molecular mechanisms of AD pathogenesis.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 24
  • 10.1007/s00401-023-02657-y
Distinct tau and alpha-synuclein molecular signatures in Alzheimer’s disease with and without Lewy bodies and Parkinson’s disease with dementia
  • Jan 10, 2024
  • Acta neuropathologica
  • Bram L Van Der Gaag + 7 more

Alpha-synuclein (aSyn) pathology is present in approximately 50% of Alzheimer’s disease (AD) cases at autopsy and might impact the age-of-onset and disease progression in AD. Here, we aimed to determine whether tau and aSyn profiles differ between AD cases with Lewy bodies (AD-LB), pure AD and Parkinson’s disease with dementia (PDD) cases using epitope-, post-translational modification- (PTM) and isoform-specific tau and aSyn antibody panels spanning from the N- to C-terminus. We included the middle temporal gyrus (MTG) and amygdala (AMY) of clinically diagnosed and pathologically confirmed cases and performed dot blotting, western blotting and immunohistochemistry combined with quantitative and morphological analyses. All investigated phospho-tau (pTau) species, except pT181, were upregulated in AD-LB and AD cases compared to PDD and control cases, but no significant differences were observed between AD-LB and AD subjects. In addition, tau antibodies targeting the proline-rich regions and C-terminus showed preferential binding to AD-LB and AD brain homogenates. Antibodies targeting C-terminal aSyn epitopes and pS129 aSyn showed stronger binding to AD-LB and PDD cases compared to AD and control cases. Two pTau species (pS198 and pS396) were specifically detected in the soluble protein fractions of AD-LB and AD subjects, indicative of early involvement of these PTMs in the multimerization process of tau. Other phospho-variants for both tau (pT212/S214, pT231 and pS422) and aSyn (pS129) were only detected in the insoluble protein fraction of AD-LB/AD and AD-LB/PDD cases, respectively. aSyn load was higher in the AMY of AD-LB cases compared to PDD cases, suggesting aggravated aSyn pathology under the presence of AD pathology, while tau load was similar between AD-LB and AD cases. Co-localization of pTau and aSyn could be observed within astrocytes of AD-LB cases within the MTG. These findings highlight a unique pathological signature for AD-LB cases compared to pure AD and PDD cases.

  • Dissertation
  • 10.14264/uql.2015.176
Neuroligins and Neurexins in Alzheimer’s disease
  • Dec 19, 2014
  • Ikhlas Sindi

Alzheimer’s disease (AD) is a progressive neurodegenerative disorder and a main cause of dementia in the elderly. The main pathological hallmarks of AD are the accumulation of insoluble aggregates of amyloid-β-peptides (Aβ), which are proteolytic cleavage products of the amyloid-β precursor protein, and insoluble filaments composed of hyperphosphorylated tau protein. Familial forms of AD can raise the production of Aβ peptides.Synaptic damage is a critical aspect of AD, and the best correlate with cognitive impairment ante mortem. Synapses, the loci of communication between neurons, are characterized by signature protein combinations arrayed at tightly apposed pre- and post-synaptic sites. The most widely studied trans-synaptic junctional complexes, which direct synaptogenesis and foster the maintenance and stability of the mature terminal, are conjunctions of presynaptic neurexins and postsynaptic neuroligins. The presynaptic neurexins bind with the neuroligins on the postsynaptic membrane. This pairing is implicated in synaptic signalling and the determination of whether a synapse will be excitatory or inhibitory. At the postsynaptic density, neuroligin-1 is specific for glutamatergic synapses, whereas neuroligin-2 is indicative of a GABAergic synapse. The neuroligins mediate connection with the presynaptic terminal mainly through β-neurexin, which occurs in different isoforms derived from alternatively spliced transcripts. Fluctuations in the levels of neuroligins andneurexins can sway the balance between excitatory and inhibitory neurotransmission in the brain, and could lead to damage of synapses and dendrites.The main objective of the research set out below was to investigate possible disruptions of nerve-cell connections in AD through assay of the trans-synaptic neurexin and neuroligin proteins. The project explored differences in neuroligin and neurexin expression across different brain regions at various stages of the progression of the disease. I also investigated whether any differences occurred at the level of transcription or translation of the proteins. Additional work focused on a genetic study and the association between the NRXN-3 gene and AD.To identify the differences in the level of protein expression, a sensitive immunodetectionassay using recombinant protein standards was developed to measure concentrations of neuroligin-1, neuroligin-2 and β-Neurexin-1 in AD cases and matched controls. Two regions that are pathologically affected in the AD brain, the hippocampus and the inferior temporal cortex, and one relatively spared region, the occipital cortex, were studied. Quantification showed higher expression in AD cases than in controls of both post-synaptic neuroligin-1 and pre-synaptic β-neurexin-1. The expression of neuroligin-1 and β-neurexin-1 was higher in AD hippocampus than in this region in controls, but the difference only reached significance for neuroligin-1. In contrast, the expression of neuroligin-2 protein was lower overall in AD cases than in controls. Lower expression in AD cases was seen in all areas and reached statistical significance in inferior temporal cortex.A mass spectrometry approach was employed to validate the quantification of these proteins using with two novel methods, multiple reaction monitoring (MRM) and sequential window acquisition of all theoretical fragment ion spectra (SWATH). Using these high-throughput techniques I identified several hundred synaptic proteins, including neuroligins and neurexins. However, an insufficient number of peptides was identified for each of these proteins, which precluded their quantification by these approaches.Protein data from the immunodetection assay were correlated with mRNA transcript levels by using quantitative real-time PCR assays, which were established for neuroligin-1, neuroligin-2 and β-neurexin-1 transcripts in the same areas of AD cases and controls. Quantification revealed significantly lower expression of all three transcripts in AD hippocampus and inferior temporal cortex, but no difference in occipital cortex, compared with controls. Expression of the three transcripts was found to correlate with disease progression as indexed by the AD pathological markers A, neurofibrillary tangles, and neuronal loss. However, APOE genotype had no effect on mRNA transcript levels.To look for a genetic association between the β-NRXN-3 gene and AD, I attempted to replicate a published report that the single nucleotide polymorphism rs17757879 was a tag for the gene in a Spanish cohort. AD cases and controls were genotyped by a Taqman assay to explore the association between rs17757879 in β-NRXN-3 and AD in an Australian Caucasian population. Overall, the data did not show a significant association between rs17757879 and AD. When the subjects were partitioned by gender, there was a trend toward a significant association between rs17757879 and the disease in males only. When alleles were divided according to the presence or absence of the T allele (CT plus TT compared with CC) association reached significance, and indicated that the T allele was protective against AD in males.The data from this project provides further understanding of the molecular characteristics of the neurexin-neuroligin complex in AD. An understanding of the roles of these molecules will likely open new therapeutic avenues for the treatment of AD.

  • Research Article
  • Cite Count Icon 14
  • 10.1080/01616412.2017.1335458
Calmodulin-like skin protein is downregulated in human cerebrospinal fluids of Alzheimer’s disease patients with apolipoprotein E4; a pilot study using postmortem samples
  • Jun 7, 2017
  • Neurological Research
  • Yuichi Hashimoto + 4 more

Objective: Calmodulin-like skin protein (CLSP) is a secreted peptide that inhibits neuronal cell death, linked to Alzheimer’s disease (AD), by binding to the heterotrimeric humanin receptor and activating an intracellular survival pathway. CLSP is only expressed in skin keratinocytes and related epithelial cells, circulates in the blood stream, and passes the blood–cerebrospinal fluid (CSF) barrier. In the current study, we addressed the issues as to whether CLSP functions in the central nervous system and whether the concentration of CLSP is reduced in the CSFs of AD patients.Methods: Mice were intraperitoneally injected with 5 nmol of recombinant human CLSP. At 1h after the injection, the mice were sacrificed for the analysis of the existence of human CLSP in blood and interstitial fluid (ISF)-containing brain samples. Using postmortem CSF samples, we next determined the concentrations of CLSP in CSFs of human AD and control cases.Results: Intraperitoneally administered recombinant human CLSP circulated in the blood stream and reached the brain interstitial fluid. The concentrations of CLSP in CSFs of human AD and control cases are sufficient to exhibit the CLSP activity. Although the concentrations of CLSP in CSFs were not significantly different between AD and control cases, the concentrations of CLSP are lower in the AD cases with the apolipoprotein E4 genotype than in the AD cases without the apolipoprotein E4 genotype.Discussion: The first result indicates that CLSP enters the central nervous system through the blood–brain barrier. The second result suggests that CLSP functions in the human brains. The third result may exclude the possibility that the downregulation of the CLSP level is involved in the AD pathogenesis. The last result may contribute to the better understanding of the AD pathogenesis from the standpoint of the apolipoprotein E genotype.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 19
  • 10.1186/s40478-024-01786-z
Neuroinflammation is associated with Alzheimer’s disease co-pathology in dementia with Lewy bodies
  • May 7, 2024
  • Acta Neuropathologica Communications
  • Janna Van Wetering + 12 more

BackgroundNeuroinflammation and Alzheimer’s disease (AD) co-pathology may contribute to disease progression and severity in dementia with Lewy bodies (DLB). This study aims to clarify whether a different pattern of neuroinflammation, such as alteration in microglial and astroglial morphology and distribution, is present in DLB cases with and without AD co-pathology.MethodsThe morphology and load (% area of immunopositivity) of total (Iba1) and reactive microglia (CD68 and HLA-DR), reactive astrocytes (GFAP) and proteinopathies of alpha-synuclein (KM51/pser129), amyloid-beta (6 F/3D) and p-tau (AT8) were assessed in a cohort of mixed DLB + AD (n = 35), pure DLB (n = 15), pure AD (n = 16) and control (n = 11) donors in limbic and neocortical brain regions using immunostaining, quantitative image analysis and confocal microscopy. Regional and group differences were estimated using a linear mixed model analysis.ResultsMorphologically, reactive and amoeboid microglia were common in mixed DLB + AD, while homeostatic microglia with a small soma and thin processes were observed in pure DLB cases. A higher density of swollen astrocytes was observed in pure AD cases, but not in mixed DLB + AD or pure DLB cases. Mixed DLB + AD had higher CD68-loads in the amygdala and parahippocampal gyrus than pure DLB cases, but did not differ in astrocytic loads. Pure AD showed higher Iba1-loads in the CA1 and CA2, higher CD68-loads in the CA2 and subiculum, and a higher astrocytic load in the CA1-4 and subiculum than mixed DLB + AD cases. In mixed DLB + AD cases, microglial load associated strongly with amyloid-beta (Iba1, CD68 and HLA-DR), and p-tau (CD68 and HLA-DR), and minimally with alpha-synuclein load (CD68). In addition, the highest microglial activity was found in the amygdala and CA2, and astroglial load in the CA4. Confocal microscopy demonstrated co-localization of large amoeboid microglia with neuritic and classic-cored plaques of amyloid-beta and p-tau in mixed DLB + AD cases.ConclusionsIn conclusion, microglial activation in DLB was largely associated with AD co-pathology, while astrocytic response in DLB was not. In addition, microglial activity was high in limbic regions, with prevalent AD pathology. Our study provides novel insights into the molecular neuropathology of DLB, highlighting the importance of microglial activation in mixed DLB + AD.

  • Front Matter
  • Cite Count Icon 6
  • 10.1111/j.1532-5415.2004.52325.x
The new "silent" epidemic.
  • Jun 15, 2004
  • Journal of the American Geriatrics Society
  • Donald R Royall

The new "silent" epidemic.

  • Research Article
  • Cite Count Icon 71
  • 10.1016/s0002-9440(10)64390-8
Biochemical analysis of tau proteins in argyrophilic grain disease, Alzheimer's disease, and Pick's disease : a comparative study.
  • Oct 1, 2002
  • The American Journal of Pathology
  • Victoria Zhukareva + 8 more

Biochemical analysis of tau proteins in argyrophilic grain disease, Alzheimer's disease, and Pick's disease : a comparative study.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 5
  • 10.3390/biomedicines10030611
Differential Transcriptome Profiling Unveils Novel Deregulated Gene Signatures Involved in Pathogenesis of Alzheimer’s Disease
  • Mar 6, 2022
  • Biomedicines
  • Himanshu Narayan Singh + 6 more

Alzheimer’s disease (AD) is a neurodegenerative disorder that is characterized by a progressive loss of cognitive functions at a higher level than normal aging. Although the apolipoprotein (APOE) gene is a major risk factor in developing AD, other genes have also been reported to be linked with complex phenotypes. Therefore, this genome-wide expression study explored differentially expressed genes as possible novel biomarkers involved in AD. The mRNA expression dataset, GSE28146, containing 15 sample data composed of 7 AD cases from the hippocampus region with age-matched control (n = 8, >80 years), was analyzed. Using “affy” R-package, mRNA expression was calculated, while pathway enrichment analysis was performed to determine related biological processes. Of 58 differentially expressed genes, 44 downregulated and 14 upregulated genes were found to be significantly (p < 0.001) altered. The pathway enrichment analysis revealed two altered genes, i.e., dynein light chain 1 (DYNLL1) and kalirin (KLRN), associated with AD in the elderly population. The majority of genes were associated with retrograde endocannabinoid as well as vascular endothelial growth factors affecting the complex phenotypes. The DYNLL1 and KLRN genes may be involved with AD and Huntington’s disease (HD) phenotypes and represent a common genetic basis of these diseases. However, the hallmark of AD is dementia, while the classic motor sign of HD includes chorea. Our data warrant further investigation to identify the role of these genes in disease pathogenesis.

Save Icon
Up Arrow
Open/Close
  • Ask R Discovery Star icon
  • Chat PDF Star icon

AI summaries and top papers from 250M+ research sources.