Publications

2023

Zuberbier, Torsten, Amir Abdul Latiff, Xenofon Aggelidis, Matthias Augustin, Radu-Gheorghe Balan, Christine Bangert, Lisa Beck, Thomas Bieber, Jonathan A Bernstein, Marta Bertolin Colilla, Alejandro Berardi, Anna Bedbrook, Carsten Bindslev-Jensen, Jean Bousquet, Marjolein de Bruin-Weller, Dayanne Bruscky, Betul Buyuktiryaki, Giorgio Walter Canonica, Carla Castro, Natia Chanturidze, Herberto Jose Chong-Neto, Chia-Yu Chu, Leena Chularojanamontri, Michael Cork, Roberta F J Criado, Laia Curto Barredo, Adnan Custovic, Ulf Darsow, Arben Emurlai, Ana de Pablo, Stefano Del Giacco, Giampiero Girolomoni, Tanja Deleva Jovanova, Mette Deleuran, Nikolaos Douladiris, Bruno Duarte, Ruta Dubakiene, Esben Eller, Batya Engel-Yeger, Luis Felipe Ensina, Nelson Rosario Filho, Carsten Flohr, Daria Fomina, Wojciech Francuzik, Maria Laura Galimberti, Ana M Giménez-Arnau, Kiran Godse, Charlotte Gotthard Mortz, Maia Gotua, Michihiro Hide, Wolfram Hoetzenecker, Nicolas Hunzelmann, Alan Irvine, Carolyn Jack, Ioanna Kanavarou, Norito Katoh, Tamar Kinaciyan, Emek Kocatürk, Kanokvalai Kulthanan, Hilde Lapeere, Susanne Lau, Mariana Machado Forti Nastri, Michael Makris, Eli Mansour, Alexander Marsland, Mara Morelo Rocha Felix, Ana Paula Moschione Castro, Eustachio Nettis, J F Nicolas, Audrey Nosbaum, Mikaela Odemyr, Niki Papapostolou, Claudio A S Parisi, Sushil Paudel, Jonny Peter, Prakash Pokharel, Luis Puig, Tamara Quint, German Dario Ramon, Frederico Regateiro, Giampaolo Ricci, Cristine Rosario, Cansin Sackesen, Peter Schmid-Grendelmeier, Esther Serra-Baldrich, Kristina Siemens, Cathrine Smith, Petra Staubach, Katarina Stevanovic, Özlem Su-Kücük, Gordon Sussman, Simona Tavecchio, Natasa Teovska Mitrevska, Diamant Thaçi, Elias Toubi, Claudia Traidl-Hoffmann, Regina Treudler, Zahava Vadasz, Ingrid van Hofman, Maria Teresa Ventura, Zhao Wang, Thomas Werfel, Andreas Wollenberg, Ariana Yang, Yik Weng Yew, Zuotao Zhao, Ricardo Zwiener, and Margitta Worm. [2023] 2023. “A Concept for Integrated Care Pathways for Atopic Dermatitis-A GA2 LEN ADCARE Initiative..” Clinical and Translational Allergy 13(9):e12299. doi: 10.1002/clt2.12299.

INTRODUCTION: The integrated care pathways for atopic dermatitis (AD-ICPs) aim to bridge the gap between existing AD treatment evidence-based guidelines and expert opinion based on daily practice by offering a structured multidisciplinary plan for patient management of AD. ICPs have the potential to enhance guideline recommendations by combining interventions and aspects from different guidelines, integrating quality assurance, and describing co-ordination of care. Most importantly, patients can enter the ICPs at any level depending on AD severity, resources available in their country, and economic factors such as differences in insurance reimbursement systems.

METHODS: The GA2 LEN ADCARE network and partners as well as all stakeholders, abbreviated as the AD-ICPs working group, were involved in the discussion and preparation of the AD ICPs during a series of subgroup workshops and meetings in years 2020 and 2021, after which the document was circulated within all GAL2 EN ADCARE centres.

RESULTS: The AD-ICPs outline the diagnostic procedures, possible co-morbidities, different available treatment options including differential approaches for the pediatric population, and the role of the pharmacists and other stakeholders, as well as remaining unmet needs in the management of AD.

CONCLUSION: The AD-ICPs provide a multidisciplinary plan for improved diagnosis, treatment, and patient feedback in AD management, as well as addressing critical unmet needs, including improved access to care, training specialists, implementation of educational programs, assessment on the impact of climate change, and fostering a personalised treatment approach. By focusing on these key areas, the initiative aims to pave the way for a brighter future in the management of AD.

2022

Larbalestier, Hannah, Marcus Keatinge, Lisa Watson, Emma White, Siri Gowda, Wenbin Wei, Katjuša Koler, Svetlana A Semenova, Adam M Elkin, Neal Rimmer, Sean T Sweeney, Julie Mazzolini, Dirk Sieger, Winston Hide, Jonathan McDearmid, Pertti Panula, Ryan B MacDonald, and Oliver Bandmann. [2022] 2022. “GCH1 Deficiency Activates Brain Innate Immune Response and Impairs Tyrosine Hydroxylase Homeostasis..” The Journal of Neuroscience : The Official Journal of the Society for Neuroscience 42(4):702-16. doi: 10.1523/JNEUROSCI.0653-21.2021.

The Parkinson's disease (PD) risk gene GTP cyclohydrolase 1 (GCH1) catalyzes the rate-limiting step in tetrahydrobiopterin (BH4) synthesis, an essential cofactor in the synthesis of monoaminergic neurotransmitters. To investigate the mechanisms by which GCH1 deficiency may contribute to PD, we generated a loss of function zebrafish gch1 mutant (gch1-/-), using CRISPR/Cas technology. gch1-/- zebrafish develop marked monoaminergic neurotransmitter deficiencies by 5 d postfertilization (dpf), movement deficits by 8 dpf and lethality by 12 dpf. Tyrosine hydroxylase (Th) protein levels were markedly reduced without loss of ascending dopaminergic (DAergic) neurons. L-DOPA treatment of gch1-/- larvae improved survival without ameliorating the motor phenotype. RNAseq of gch1-/- larval brain tissue identified highly upregulated transcripts involved in innate immune response. Subsequent experiments provided morphologic and functional evidence of microglial activation in gch1-/- The results of our study suggest that GCH1 deficiency may unmask early, subclinical parkinsonism and only indirectly contribute to neuronal cell death via immune-mediated mechanisms. Our work highlights the importance of functional validation for genome-wide association studies (GWAS) risk factors and further emphasizes the important role of inflammation in the pathogenesis of PD.SIGNIFICANCE STATEMENT Genome-wide association studies have now identified at least 90 genetic risk factors for sporadic Parkinson's disease (PD). Zebrafish are an ideal tool to determine the mechanistic role of genome-wide association studies (GWAS) risk genes in a vertebrate animal model. The discovery of GTP cyclohydrolase 1 (GCH1) as a genetic risk factor for PD was counterintuitive, GCH1 is the rate-limiting enzyme in the synthesis of dopamine (DA), mutations had previously been described in the non-neurodegenerative movement disorder dopa-responsive dystonia (DRD). Rather than causing DAergic cell death (as previously hypothesized by others), we now demonstrate that GCH1 impairs tyrosine hydroxylase (Th) homeostasis and activates innate immune mechanisms in the brain and provide evidence of microglial activation and phagocytic activity.

Morgan, Sarah L, Pourya Naderi, Katjuša Koler, Yered Pita-Juárez, Dmitry Prokopenko, Ioannis S Vlachos, Rudolph E Tanzi, Lars Bertram, and Winston A Hide. [2022] 2022. “Most Pathways Can Be Related to the Pathogenesis of Alzheimer’s Disease..” Frontiers in Aging Neuroscience 14:846902. doi: 10.3389/fnagi.2022.846902.

Alzheimer's disease (AD) is a complex neurodegenerative disorder. The relative contribution of the numerous underlying functional mechanisms is poorly understood. To comprehensively understand the context and distribution of pathways that contribute to AD, we performed text-mining to generate an exhaustive, systematic assessment of the breadth and diversity of biological pathways within a corpus of 206,324 dementia publication abstracts. A total of 91% (325/335) of Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways have publications containing an association via at least 5 studies, while 63% of pathway terms have at least 50 studies providing a clear association with AD. Despite major technological advances, the same set of top-ranked pathways have been consistently related to AD for 30 years, including AD, immune system, metabolic pathways, cholinergic synapse, long-term depression, proteasome, diabetes, cancer, and chemokine signaling. AD pathways studied appear biased: animal model and human subject studies prioritize different AD pathways. Surprisingly, human genetic discoveries and drug targeting are not enriched in the most frequently studied pathways. Our findings suggest that not only is this disorder incredibly complex, but that its functional reach is also nearly global. As a consequence of our study, research results can now be assessed in the context of the wider AD literature, supporting the design of drug therapies that target a broader range of mechanisms. The results of this study can be explored at www.adpathways.org.

Prokopenko, Dmitry, Sanghun Lee, Julian Hecker, Kristina Mullin, Sarah Morgan, Yuriko Katsumata, Alzheimer’s Disease Neuroimaging Initiative, Michael W Weiner, David W Fardo, Nan Laird, Lars Bertram, Winston Hide, Christoph Lange, and Rudolph E Tanzi. [2022] 2022. “Region-Based Analysis of Rare Genomic Variants in Whole-Genome Sequencing Datasets Reveal Two Novel Alzheimer’s Disease-Associated Genes: DTNB and DLG2..” Molecular Psychiatry 27(4):1963-69. doi: 10.1038/s41380-022-01475-0.

Alzheimer's disease (AD) is a genetically complex disease for which nearly 40 loci have now been identified via genome-wide association studies (GWAS). We attempted to identify groups of rare variants (alternate allele frequency <0.01) associated with AD in a region-based, whole-genome sequencing (WGS) association study (rvGWAS) of two independent AD family datasets (NIMH/NIA; 2247 individuals; 605 families). Employing a sliding window approach across the genome, we identified several regions that achieved association p values <10-6, using the burden test or the SKAT statistic. The genomic region around the dystobrevin beta (DTNB) gene was identified with the burden and SKAT test and replicated in case/control samples from the ADSP study reaching genome-wide significance after meta-analysis (pmeta = 4.74 × 10-8). SKAT analysis also revealed region-based association around the Discs large homolog 2 (DLG2) gene and replicated in case/control samples from the ADSP study (pmeta = 1 × 10-6). In conclusion, in a region-based rvGWAS of AD we identified two novel AD genes, DLG2 and DTNB, based on association with rare variants.

Pita-Juárez, Yered, Dimitra Karagkouni, Nikolaos Kalavros, Johannes C Melms, Sebastian Niezen, Toni M Delorey, Adam L Essene, Olga R Brook, Deepti Pant, Disha Skelton-Badlani, Pourya Naderi, Pinzhu Huang, Liuliu Pan, Tyler Hether, Tallulah S Andrews, Carly G K Ziegler, Jason Reeves, Andriy Myloserdnyy, Rachel Chen, Andy Nam, Stefan Phelan, Yan Liang, Amit Dipak Amin, Jana Biermann, Hanina Hibshoosh, Molly Veregge, Zachary Kramer, Christopher Jacobs, Yusuf Yalcin, Devan Phillips, Michal Slyper, Ayshwarya Subramanian, Orr Ashenberg, Zohar Bloom-Ackermann, Victoria M Tran, James Gomez, Alexander Sturm, Shuting Zhang, Stephen J Fleming, Sarah Warren, Joseph Beechem, Deborah Hung, Mehrtash Babadi, Robert F Padera, Sonya A MacParland, Gary D Bader, Nasser Imad, Isaac H Solomon, Eric Miller, Stefan Riedel, Caroline B M Porter, Alexandra-Chloé Villani, Linus T-Y Tsai, Winston Hide, Gyongyi Szabo, Jonathan Hecht, Orit Rozenblatt-Rosen, Alex K Shalek, Benjamin Izar, Aviv Regev, Yury Popov, Gordon Jiang, and Ioannis S Vlachos. [2022] 2022. “A Single-Nucleus and Spatial Transcriptomic Atlas of the COVID-19 Liver Reveals Topological, Functional, and Regenerative Organ Disruption in Patients..” BioRxiv : The Preprint Server for Biology. doi: 10.1101/2022.10.27.514070.

The molecular underpinnings of organ dysfunction in acute COVID-19 and its potential long-term sequelae are under intense investigation. To shed light on these in the context of liver function, we performed single-nucleus RNA-seq and spatial transcriptomic profiling of livers from 17 COVID-19 decedents. We identified hepatocytes positive for SARS-CoV-2 RNA with an expression phenotype resembling infected lung epithelial cells. Integrated analysis and comparisons with healthy controls revealed extensive changes in the cellular composition and expression states in COVID-19 liver, reflecting hepatocellular injury, ductular reaction, pathologic vascular expansion, and fibrogenesis. We also observed Kupffer cell proliferation and erythrocyte progenitors for the first time in a human liver single-cell atlas, resembling similar responses in liver injury in mice and in sepsis, respectively. Despite the absence of a clinical acute liver injury phenotype, endothelial cell composition was dramatically impacted in COVID-19, concomitantly with extensive alterations and profibrogenic activation of reactive cholangiocytes and mesenchymal cells. Our atlas provides novel insights into liver physiology and pathology in COVID-19 and forms a foundational resource for its investigation and understanding.

2021

Delorey, Toni M, Carly G K Ziegler, Graham Heimberg, Rachelly Normand, Yiming Yang, Åsa Segerstolpe, Domenic Abbondanza, Stephen J Fleming, Ayshwarya Subramanian, Daniel T Montoro, Karthik A Jagadeesh, Kushal K Dey, Pritha Sen, Michal Slyper, Yered H Pita-Juárez, Devan Phillips, Zohar Bloom-Ackerman, Nick Barkas, Andrea Ganna, James Gomez, Erica Normandin, Pourya Naderi, Yury Popov V, Siddharth S Raju, Sebastian Niezen, Linus T-Y Tsai, Katherine J Siddle, Malika Sud, Victoria M Tran, Shamsudheen K Vellarikkal, Liat Amir-Zilberstein, Deepak S Atri, Joseph Beechem, Olga R Brook, Jonathan Chen, Prajan Divakar, Phylicia Dorceus, Jesse M Engreitz, Adam Essene, Donna M Fitzgerald, Robin Fropf, Steven Gazal, Joshua Gould, John Grzyb, Tyler Harvey, Jonathan Hecht, Tyler Hether, Judit Jané-Valbuena, Michael Leney-Greene, Hui Ma, Cristin McCabe, Daniel E McLoughlin, Eric M Miller, Christoph Muus, Mari Niemi, Robert Padera, Liuliu Pan, Deepti Pant, Carmel Pe’er, Jenna Pfiffner-Borges, Christopher J Pinto, Jacob Plaisted, Jason Reeves, Marty Ross, Melissa Rudy, Erroll H Rueckert, Michelle Siciliano, Alexander Sturm, Ellen Todres, Avinash Waghray, Sarah Warren, Shuting Zhang, Daniel R Zollinger, Lisa Cosimi, Rajat M Gupta, Nir Hacohen, Winston Hide, Alkes L Price, Jayaraj Rajagopal, Purushothama Rao Tata, Stefan Riedel, Gyongyi Szabo, Timothy L Tickle, Deborah Hung, Pardis C Sabeti, Richard Novak, Robert Rogers, Donald E Ingber, Gordon Jiang, Dejan Juric, Mehrtash Babadi, Samouil L Farhi, James R Stone, Ioannis S Vlachos, Isaac H Solomon, Orr Ashenberg, Caroline B M Porter, Bo Li, Alex K Shalek, Alexandra-Chloé Villani, Orit Rozenblatt-Rosen, and Aviv Regev. [2021] 2021. “A Single-Cell and Spatial Atlas of Autopsy Tissues Reveals Pathology and Cellular Targets of SARS-CoV-2..” BioRxiv : The Preprint Server for Biology. doi: 10.1101/2021.02.25.430130.

The SARS-CoV-2 pandemic has caused over 1 million deaths globally, mostly due to acute lung injury and acute respiratory distress syndrome, or direct complications resulting in multiple-organ failures. Little is known about the host tissue immune and cellular responses associated with COVID-19 infection, symptoms, and lethality. To address this, we collected tissues from 11 organs during the clinical autopsy of 17 individuals who succumbed to COVID-19, resulting in a tissue bank of approximately 420 specimens. We generated comprehensive cellular maps capturing COVID-19 biology related to patients' demise through single-cell and single-nucleus RNA-Seq of lung, kidney, liver and heart tissues, and further contextualized our findings through spatial RNA profiling of distinct lung regions. We developed a computational framework that incorporates removal of ambient RNA and automated cell type annotation to facilitate comparison with other healthy and diseased tissue atlases. In the lung, we uncovered significantly altered transcriptional programs within the epithelial, immune, and stromal compartments and cell intrinsic changes in multiple cell types relative to lung tissue from healthy controls. We observed evidence of: alveolar type 2 (AT2) differentiation replacing depleted alveolar type 1 (AT1) lung epithelial cells, as previously seen in fibrosis; a concomitant increase in myofibroblasts reflective of defective tissue repair; and, putative TP63+ intrapulmonary basal-like progenitor (IPBLP) cells, similar to cells identified in H1N1 influenza, that may serve as an emergency cellular reserve for severely damaged alveoli. Together, these findings suggest the activation and failure of multiple avenues for regeneration of the epithelium in these terminal lungs. SARS-CoV-2 RNA reads were enriched in lung mononuclear phagocytic cells and endothelial cells, and these cells expressed distinct host response transcriptional programs. We corroborated the compositional and transcriptional changes in lung tissue through spatial analysis of RNA profiles in situ and distinguished unique tissue host responses between regions with and without viral RNA, and in COVID-19 donor tissues relative to healthy lung. Finally, we analyzed genetic regions implicated in COVID-19 GWAS with transcriptomic data to implicate specific cell types and genes associated with disease severity. Overall, our COVID-19 cell atlas is a foundational dataset to better understand the biological impact of SARS-CoV-2 infection across the human body and empowers the identification of new therapeutic interventions and prevention strategies.

Zhang, Ying, Xuemei Xie, Pourya Naderi Yeganeh, Dian-Jang Lee, David Valle-Garcia, Karla F Meza-Sosa, Caroline Junqueira, Jiayu Su, Hongbo R Luo, Winston Hide, and Judy Lieberman. [2021] 2021. “Immunotherapy for Breast Cancer Using EpCAM Aptamer Tumor-Targeted Gene Knockdown..” Proceedings of the National Academy of Sciences of the United States of America 118(9). doi: 10.1073/pnas.2022830118.

New strategies for cancer immunotherapy are needed since most solid tumors do not respond to current approaches. Here we used epithelial cell adhesion molecule EpCAM (a tumor-associated antigen highly expressed on common epithelial cancers and their tumor-initiating cells) aptamer-linked small-interfering RNA chimeras (AsiCs) to knock down genes selectively in EpCAM+ tumors with the goal of making cancers more visible to the immune system. Knockdown of genes that function in multiple steps of cancer immunity was evaluated in aggressive triple-negative and HER2+ orthotopic, metastatic, and genetically engineered mouse breast cancer models. Gene targets were chosen whose knockdown was predicted to promote tumor neoantigen expression (Upf2, Parp1, Apex1), phagocytosis, and antigen presentation (Cd47), reduce checkpoint inhibition (Cd274), or cause tumor cell death (Mcl1). Four of the six AsiC (Upf2, Parp1, Cd47, and Mcl1) potently inhibited tumor growth and boosted tumor-infiltrating immune cell functions. AsiC mixtures were more effective than individual AsiC and could synergize with anti-PD-1 checkpoint inhibition.

Delorey, Toni M, Carly G K Ziegler, Graham Heimberg, Rachelly Normand, Yiming Yang, Åsa Segerstolpe, Domenic Abbondanza, Stephen J Fleming, Ayshwarya Subramanian, Daniel T Montoro, Karthik A Jagadeesh, Kushal K Dey, Pritha Sen, Michal Slyper, Yered H Pita-Juárez, Devan Phillips, Jana Biermann, Zohar Bloom-Ackermann, Nikolaos Barkas, Andrea Ganna, James Gomez, Johannes C Melms, Igor Katsyv, Erica Normandin, Pourya Naderi, Yury Popov V, Siddharth S Raju, Sebastian Niezen, Linus T-Y Tsai, Katherine J Siddle, Malika Sud, Victoria M Tran, Shamsudheen K Vellarikkal, Yiping Wang, Liat Amir-Zilberstein, Deepak S Atri, Joseph Beechem, Olga R Brook, Jonathan Chen, Prajan Divakar, Phylicia Dorceus, Jesse M Engreitz, Adam Essene, Donna M Fitzgerald, Robin Fropf, Steven Gazal, Joshua Gould, John Grzyb, Tyler Harvey, Jonathan Hecht, Tyler Hether, Judit Jané-Valbuena, Michael Leney-Greene, Hui Ma, Cristin McCabe, Daniel E McLoughlin, Eric M Miller, Christoph Muus, Mari Niemi, Robert Padera, Liuliu Pan, Deepti Pant, Carmel Pe’er, Jenna Pfiffner-Borges, Christopher J Pinto, Jacob Plaisted, Jason Reeves, Marty Ross, Melissa Rudy, Erroll H Rueckert, Michelle Siciliano, Alexander Sturm, Ellen Todres, Avinash Waghray, Sarah Warren, Shuting Zhang, Daniel R Zollinger, Lisa Cosimi, Rajat M Gupta, Nir Hacohen, Hanina Hibshoosh, Winston Hide, Alkes L Price, Jayaraj Rajagopal, Purushothama Rao Tata, Stefan Riedel, Gyongyi Szabo, Timothy L Tickle, Patrick T Ellinor, Deborah Hung, Pardis C Sabeti, Richard Novak, Robert Rogers, Donald E Ingber, Gordon Jiang, Dejan Juric, Mehrtash Babadi, Samouil L Farhi, Benjamin Izar, James R Stone, Ioannis S Vlachos, Isaac H Solomon, Orr Ashenberg, Caroline B M Porter, Bo Li, Alex K Shalek, Alexandra-Chloé Villani, Orit Rozenblatt-Rosen, and Aviv Regev. [2021] 2021. “COVID-19 Tissue Atlases Reveal SARS-CoV-2 Pathology and Cellular Targets..” Nature 595(7865):107-13. doi: 10.1038/s41586-021-03570-8.

COVID-19, which is caused by SARS-CoV-2, can result in acute respiratory distress syndrome and multiple organ failure1-4, but little is known about its pathophysiology. Here we generated single-cell atlases of 24 lung, 16 kidney, 16 liver and 19 heart autopsy tissue samples and spatial atlases of 14 lung samples from donors who died of COVID-19. Integrated computational analysis uncovered substantial remodelling in the lung epithelial, immune and stromal compartments, with evidence of multiple paths of failed tissue regeneration, including defective alveolar type 2 differentiation and expansion of fibroblasts and putative TP63+ intrapulmonary basal-like progenitor cells. Viral RNAs were enriched in mononuclear phagocytic and endothelial lung cells, which induced specific host programs. Spatial analysis in lung distinguished inflammatory host responses in lung regions with and without viral RNA. Analysis of the other tissue atlases showed transcriptional alterations in multiple cell types in heart tissue from donors with COVID-19, and mapped cell types and genes implicated with disease severity based on COVID-19 genome-wide association studies. Our foundational dataset elucidates the biological effect of severe SARS-CoV-2 infection across the body, a key step towards new treatments.

Prokopenko, Dmitry, Sarah L Morgan, Kristina Mullin, Oliver Hofmann, Brad Chapman, Rory Kirchner, , Sandeep Amberkar, Inken Wohlers, Christoph Lange, Winston Hide, Lars Bertram, and Rudolph E Tanzi. [2021] 2021. “Whole-Genome Sequencing Reveals New Alzheimer’s Disease-Associated Rare Variants in Loci Related to Synaptic Function and Neuronal Development..” Alzheimer’s & Dementia : The Journal of the Alzheimer’s Association 17(9):1509-27. doi: 10.1002/alz.12319.

INTRODUCTION: Genome-wide association studies have led to numerous genetic loci associated with Alzheimer's disease (AD). Whole-genome sequencing (WGS) now permits genome-wide analyses to identify rare variants contributing to AD risk.

METHODS: We performed single-variant and spatial clustering-based testing on rare variants (minor allele frequency [MAF] ≤1%) in a family-based WGS-based association study of 2247 subjects from 605 multiplex AD families, followed by replication in 1669 unrelated individuals.

RESULTS: We identified 13 new AD candidate loci that yielded consistent rare-variant signals in discovery and replication cohorts (4 from single-variant, 9 from spatial-clustering), implicating these genes: FNBP1L, SEL1L, LINC00298, PRKCH, C15ORF41, C2CD3, KIF2A, APC, LHX9, NALCN, CTNNA2, SYTL3, and CLSTN2.

DISCUSSION: Downstream analyses of these novel loci highlight synaptic function, in contrast to common AD-associated variants, which implicate innate immunity and amyloid processing. These loci have not been associated previously with AD, emphasizing the ability of WGS to identify AD-associated rare variants, particularly outside of the exome.