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person:hattot01
Two-dimensional multiplexed assay for rapid and deep SARS-CoV-2 serology profiling and for machine learning prediction of neutralization capacity [PrePrint]
Koide, Akiko; Panchenko, Tatyana; Wang, Chan; Thannickal, Sara A; Romero, Larizbeth A; Teng, Kai Wen; Li, Francesca-Zhoufan; Akkappedi, Padma; Corrado, Alexis D; Caro, Jessica; Diefenbach, Catherine; Samanovic, Marie I; Mulligan, Mark J; Hattori, Takamitsu; Stapleford, Kenneth A; Li, Huilin; Koide, Shohei
Antibody responses serve as the primary protection against SARS-CoV-2 infection through neutralization of viral entry into cells. We have developed a two-dimensional multiplex bead binding assay (2D-MBBA) that quantifies multiple antibody isotypes against multiple antigens from a single measurement. Here, we applied our assay to profile IgG, IgM and IgA levels against the spike antigen, its receptor-binding domain and natural and designed mutants. Machine learning algorithms trained on the 2D-MBBA data substantially improve the prediction of neutralization capacity against the authentic SARS-CoV-2 virus of serum samples of convalescent patients. The algorithms also helped identify a set of antibody isotypeâ€"antigen datasets that contributed to the prediction, which included those targeting regions outside the receptor-binding interface of the spike protein. We applied the assay to profile samples from vaccinated, immune-compromised patients, which revealed differences in the antibody profiles between convalescent and vaccinated samples. Our approach can rapidly provide deep antibody profiles and neutralization prediction from essentially a drop of blood without the need of BSL-3 access and provides insights into the nature of neutralizing antibodies. It may be further developed for evaluating neutralizing capacity for new variants and future pathogens.
PMCID:8351774
PMID: 34373852
ISSN: 2692-8205
CID: 5080802
Mechanism of disease and therapeutic rescue of Dok7 congenital myasthenia
Oury, Julien; Zhang, Wei; Leloup, Nadia; Koide, Akiko; Corrado, Alexis D; Ketavarapu, Gayatri; Hattori, Takamitsu; Koide, Shohei; Burden, Steven J
Congenital myasthenia (CM) is a devastating neuromuscular disease, and mutations in DOK7, an adaptor protein that is crucial for forming and maintaining neuromuscular synapses, are a major cause of CM1,2. The most common disease-causing mutation (DOK71124_1127 dup) truncates DOK7 and leads to the loss of two tyrosine residues that are phosphorylated and recruit CRK proteins, which are important for anchoring acetylcholine receptors at synapses. Here we describe a mouse model of this common form of CM (Dok7CM mice) and a mouse with point mutations in the two tyrosine residues (Dok72YF). We show that Dok7CM mice had severe deficits in neuromuscular synapse formation that caused neonatal lethality. Unexpectedly, these deficits were due to a severe deficiency in phosphorylation and activation of muscle-specific kinase (MUSK) rather than a deficiency in DOK7 tyrosine phosphorylation. We developed agonist antibodies against MUSK and show that these antibodies restored neuromuscular synapse formation and prevented neonatal lethality and late-onset disease in Dok7CM mice. These findings identify an unexpected cause for disease and a potential therapy for both DOK7 CM and other forms of CM caused by mutations in AGRIN, LRP4 or MUSK, and illustrate the potential of targeted therapy to rescue congenital lethality.
PMID: 34163073
ISSN: 1476-4687
CID: 4918552
Selective and noncovalent targeting of RAS mutants for inhibition and degradation
Teng, Kai Wen; Tsai, Steven T; Hattori, Takamitsu; Fedele, Carmine; Koide, Akiko; Yang, Chao; Hou, Xuben; Zhang, Yingkai; Neel, Benjamin G; O'Bryan, John P; Koide, Shohei
Activating mutants of RAS are commonly found in human cancers, but to date selective targeting of RAS in the clinic has been limited to KRAS(G12C) through covalent inhibitors. Here, we report a monobody, termed 12VC1, that recognizes the active state of both KRAS(G12V) and KRAS(G12C) up to 400-times more tightly than wild-type KRAS. The crystal structures reveal that 12VC1 recognizes the mutations through a shallow pocket, and 12VC1 competes against RAS-effector interaction. When expressed intracellularly, 12VC1 potently inhibits ERK activation and the proliferation of RAS-driven cancer cell lines in vitro and in mouse xenograft models. 12VC1 fused to VHL selectively degrades the KRAS mutants and provides more extended suppression of mutant RAS activity than inhibition by 12VC1 alone. These results demonstrate the feasibility of selective targeting and degradation of KRAS mutants in the active state with noncovalent reagents and provide a starting point for designing noncovalent therapeutics against oncogenic RAS mutants.
PMCID:8113534
PMID: 33976200
ISSN: 2041-1723
CID: 4867382
Antibody isotype diversity against SARS-CoV-2 is associated with differential serum neutralization capacities
Noval, Maria G; Kaczmarek, Maria E; Koide, Akiko; Rodriguez-Rodriguez, Bruno A; Louie, Ping; Tada, Takuya; Hattori, Takamitsu; Panchenko, Tatyana; Romero, Larizbeth A; Teng, Kai Wen; Bazley, Andrew; de Vries, Maren; Samanovic, Marie I; Weiser, Jeffrey N; Aifantis, Ioannis; Cangiarella, Joan; Mulligan, Mark J; Desvignes, Ludovic; Dittmann, Meike; Landau, Nathaniel R; Aguero-Rosenfeld, Maria; Koide, Shohei; Stapleford, Kenneth A
Understanding antibody responses to SARS-CoV-2 is indispensable for the development of containment measures to overcome the current COVID-19 pandemic. Recent studies showed that serum from convalescent patients can display variable neutralization capacities. Still, it remains unclear whether there are specific signatures that can be used to predict neutralization. Here, we performed a detailed analysis of sera from a cohort of 101 recovered healthcare workers and we addressed their SARS-CoV-2 antibody response by ELISA against SARS-CoV-2 Spike receptor binding domain and nucleoprotein. Both ELISA methods detected sustained levels of serum IgG against both antigens. Yet, the majority of individuals from our cohort generated antibodies with low neutralization capacity and only 6% showed high neutralizing titers against both authentic SARS-CoV-2 virus and the Spike pseudotyped virus. Interestingly, higher neutralizing sera correlate with detection of -IgG, IgM and IgA antibodies against both antigens, while individuals with positive IgG alone showed poor neutralization response. These results suggest that having a broader repertoire of antibodies may contribute to more potent SARS-CoV-2 neutralization. Altogether, our work provides a cross sectional snapshot of the SARS-CoV-2 neutralizing antibody response in recovered healthcare workers and provides preliminary evidence that possessing multiple antibody isotypes can play an important role in predicting SARS-CoV-2 neutralization.
PMCID:7946906
PMID: 33692390
ISSN: 2045-2322
CID: 4809372
Role of CD97 in glioblastoma multiforme [Meeting Abstract]
Karimkhan, A; Bhowmick, N; Boess, N; Sekhon, P; Hattori, T; Corrado, A; Koide, A; Koide, S; Placantonakis, D; Park, C
Background: Glioblastoma (GBM) is the most common and deadly primary brain malignancy in adults. Tumor propagation, brain invasion, and resistance to therapy critically depend on GBM stem-like cells (GSCs). Given the aggressiveness and poor prognosis of GBM, it is imperative to find biomarkers that could also translate into novel drug targets. Along these lines, we have identified a cell surface antigen, CD97 (ADGRE5), an adhesion G proteincoupled receptor (GPCR), that is expressed on GBM cells but is absent from non-neoplastic brain tissue.
Design(s): We assessed CD97 mRNA and protein expression in patient-derived GBM samples and cultures using publicly available RNA-sequencing datasets and flow cytometry, respectively. To assess CD97 function, we utilized shRNA lentiviral constructs that target CD97 or scrambled shRNA (scr) with no predicted targets in the genome. We evaluated CD97 shRNA lentivirally transduced GBM cells for proliferation, apoptosis, and their ability to selfrenew using clonogenic tumorsphere formation assays. Further, we utilized synthetic Abs (sAbs) generated against the extacellular domain (ECD) of CD97 to test for potential antitumor effects using patient-derived GBM cell lines.
Result(s): CD97 mRNA was expressed at high levels in all GBM's in the TCGA cohort. We found high levels of surface CD97 protein expression in 6/6 patient-derived GBM cell cultures, but not human neural stem cells. CD97 KD(knockdown) induced a significant reduction in cell growth in 3 independent GBM cell lines representing mesenchymal and proneural subtypes, which was accompanied by reduced (~20%) Ki67 staining and increased (~30%) apoptosis. Using three unique GBM patient-derived cultures, we found that CD97 KD attenuated the ability of GBM cells to initiate sphere formation by over 300 fold, consistent with an impairment in GSC self-renewal. Incubation of GBM cells with sAbs (20 mg/ ml) against the ECD of CD97 for 3 days induced GSC differentiation, as determined by the expression of GFAP and tubulin.
Conclusion(s): Loss of CD97 expression in patient-derived GBM cells markedly decreased proliferation, induced cell death, and reduced tumorsphere formation. sAbs against the ECD of CD97 induced differentiation, suggesting that sAbs that inhibit CD97 function will exhibit anti-tumor activity. Collectively, these findings indicate that CD97 is necessary to support the maintenance of human GBM cells and identify CD97 as a promising therapeutically targetable vulnerability in GBM
EMBASE:634717170
ISSN: 1530-0307
CID: 4857092
SHP2 inhibition diminishes KRASG12C cycling and promotes tumor microenvironment remodeling
Fedele, Carmine; Li, Shuai; Teng, Kai Wen; Foster, Connor J R; Peng, David; Ran, Hao; Mita, Paolo; Geer, Mitchell J; Hattori, Takamitsu; Koide, Akiko; Wang, Yubao; Tang, Kwan Ho; Leinwand, Joshua; Wang, Wei; Diskin, Brian; Deng, Jiehui; Chen, Ting; Dolgalev, Igor; Ozerdem, Ugur; Miller, George; Koide, Shohei; Wong, Kwok-Kin; Neel, Benjamin G
KRAS is the most frequently mutated human oncogene, and KRAS inhibition has been a longtime goal. Recently, inhibitors were developed that bind KRASG12C-GDP and react with Cys-12 (G12C-Is). Using new affinity reagents to monitor KRASG12C activation and inhibitor engagement, we found that an SHP2 inhibitor (SHP2-I) increases KRAS-GDP occupancy, enhancing G12C-I efficacy. The SHP2-I abrogated RTK feedback signaling and adaptive resistance to G12C-Is in vitro, in xenografts, and in syngeneic KRASG12C-mutant pancreatic ductal adenocarcinoma (PDAC) and non-small cell lung cancer (NSCLC). SHP2-I/G12C-I combination evoked favorable but tumor site-specific changes in the immune microenvironment, decreasing myeloid suppressor cells, increasing CD8+ T cells, and sensitizing tumors to PD-1 blockade. Experiments using cells expressing inhibitor-resistant SHP2 showed that SHP2 inhibition in PDAC cells is required for PDAC regression and remodeling of the immune microenvironment but revealed direct inhibitory effects on tumor angiogenesis and vascularity. Our results demonstrate that SHP2-I/G12C-I combinations confer a substantial survival benefit in PDAC and NSCLC and identify additional potential combination strategies.
PMID: 33045063
ISSN: 1540-9538
CID: 4632492
Multiplex bead binding assays using off-the-shelf components and common flow cytometers
Hattori, Takamitsu; Koide, Akiko; Panchenko, Tatyana; Romero, Larizbeth A; Teng, Kai Wen; Corrado, Alexis D; Koide, Shohei
The ability to quantify protein-ligand interactions in an accurate and high-throughput manner is important in diverse areas of biology and medicine. Multiplex bead binding assays (MBBAs) are powerful methods that allow for simultaneous analysis of many protein-ligand interactions. Although there are a number of well-established MBBA platforms, there are few platforms suitable for research and development that offer rapid experimentation at low costs and without the need for specialized reagents or instruments dedicated for MBBA. Here, we describe a MBBA method that uses low-cost reagents and standard cytometers. The key innovation is the use of the essentially irreversible biotin-streptavidin interaction. We prepared a biotin-conjugated fluorescent dye and used it to produce streptavidin-coated magnetic beads that are labeled at distinct levels of fluorescence. We show the utility of our method in characterization of phage-displayed antibodies against multiple antigens of SARS-CoV-2, which substantially improves the throughput and dramatically reduces antigen consumption compared with conventional phage ELISA methods. This approach will make MBBAs more broadly accessible.
PMID: 33358997
ISSN: 1872-7905
CID: 4731282
The ACE2-binding interface of SARS-CoV-2 Spike inherently deflects immune recognition
Hattori, Takamitsu; Koide, Akiko; Noval, Maria G; Panchenko, Tatyana; Romero, Larizbeth A; Wen Teng, Kai; Tada, Takuya; Landau, Nathaniel R; Stapleford, Kenneth A; Koide, Shohei
The COVID-19 pandemic remains a global threat, and host immunity remains the main mechanism of protection against the disease. The spike protein on the surface of SARS-CoV-2 is a major antigen and its engagement with human ACE2 receptor plays an essential role in viral entry into host cells. Consequently, antibodies targeting the ACE2-interacting surface (ACE2IS) located in the receptor-binding domain (RBD) of the spike protein can neutralize the virus. However, the understanding of immune responses to SARS-CoV-2 is still limited, and it is unclear how the virus protects this surface from recognition by antibodies. Here, we designed an RBD mutant that disrupts the ACE2IS and used it to characterize the prevalence of antibodies directed to the ACE2IS from convalescent sera of 94 COVID19-positive patients. We found that only a small fraction of RBD-binding antibodies targeted the ACE2IS. To assess the immunogenicity of different parts of the spike protein, we performed in vitro antibody selection for the spike and the RBD proteins using both unbiased and biased selection strategies. Intriguingly, unbiased selection yielded antibodies that predominantly targeted regions outside the ACE2IS, whereas ACE2IS-binding antibodies were readily identified from biased selection designed to enrich such antibodies. Furthermore, antibodies from an unbiased selection using the RBD preferentially bound to the surfaces that are inaccessible in the context of whole spike protein. These results suggest that the ACE2IS has evolved less immunogenic than the other regions of the spike protein, which has important implications in the development of vaccines against SARS-CoV-2.
PMID: 33310017
ISSN: 1089-8638
CID: 4717412
The ACE2-binding interface of SARS-CoV-2 Spike inherently deflects immune recognition [PrePrint]
Hattori, Takamitsu; Koide, Akiko; Panchenko, Tatyana; Romero, Larizbeth A; Teng, Kai Wen; Tada, Takuya; Landau, Nathaniel R; Koide, Shohei
The COVID-19 pandemic remains a global threat, and host immunity remains the main mechanism of protection against the disease. The spike protein on the surface of SARS-CoV-2 is a major antigen and its engagement with human ACE2 receptor plays an essential role in viral entry into host cells. Consequently, antibodies targeting the ACE2-interacting surface (ACE2IS) located in the receptor-binding domain (RBD) of the spike protein can neutralize the virus. However, the understanding of immune responses to SARS-CoV-2 is still limited, and it is unclear how the virus protects this surface from recognition by antibodies. Here, we designed an RBD mutant that disrupts the ACE2IS and used it to characterize the prevalence of antibodies directed to the ACE2IS from convalescent sera of 94 COVID19-positive patients. We found that only a small fraction of RBD-binding antibodies targeted the ACE2IS. To assess the immunogenicity of different parts of the spike protein, we performed in vitro antibody selection for the spike and the RBD proteins using both unbiased and biased selection strategies. Intriguingly, unbiased selection yielded antibodies that predominantly targeted regions outside the ACE2IS, whereas ACE2IS-binding antibodies were readily identified from biased selection designed to enrich such antibodies. Furthermore, antibodies from an unbiased selection using the RBD preferentially bound to the surfaces that are inaccessible in the context of whole spike protein. These results suggest that the ACE2IS has evolved less immunogenic than the other regions of the spike protein, which has important implications in the development of vaccines against SARS-CoV-2.
PMCID:7654858
PMID: 33173869
ISSN: 2692-8205
CID: 4665192
High titers of multiple antibody isotypes against the SARS-CoV-2 spike receptor-binding domain and nucleoprotein associate with better neutralization [PrePrint]
Noval, Maria G; Kaczmarek, Maria E; Koide, Akiko; Rodriguez-Rodriguez, Bruno A; Louie, Ping; Tada, Takuya; Hattori, Takamitsu; Panchenko, Tatyana; Romero, Larizbeth A; Teng, Kai Wen; Bazley, Andrew; de Vries, Maren; Samanovic, Marie I; Weiser, Jeffrey N; Aifantis, Ioannis; Cangiarella, Joan; Mulligan, Mark J; Desvignes, Ludovic; Dittmann, Meike; Landau, Nathaniel R; Aguero-Rosenfeld, Maria; Koide, Shohei; Stapleford, Kenneth A
ORIGINAL:0014801
ISSN: 2692-8205
CID: 4636922