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De Niz M, Pereira SS, Kirchenbuechler D, Lemgruber L, Arvanitis C. Artificial intelligence-powered microscopy: Transforming the landscape of parasitology. J Microsc 2025. [PMID: 40492595 DOI: 10.1111/jmi.13433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2025] [Revised: 05/16/2025] [Accepted: 05/19/2025] [Indexed: 06/12/2025]
Abstract
Microscopy and image analysis play a vital role in parasitology research; they are critical for identifying parasitic organisms and elucidating their complex life cycles. Despite major advancements in imaging and analysis, several challenges remain. These include the integration of interdisciplinary data; information derived from various model organisms; and data acquired from clinical research. In our view, artificial intelligence-with the latest advances in machine and deep learning-holds enormous potential to address many of these challenges. This review addresses how artificial intelligence, machine learning and deep learning have been used in the field of parasitology-mainly focused on Apicomplexan, Diplomonad, and Kinetoplastid groups. We explore how gaps in our understanding could be filled by AI in future parasitology research and diagnosis in the field. Moreover, it addresses challenges and limitations currently faced in implementing and expanding the use of artificial intelligence across biomedical fields. The necessary increased collaboration between biologists and computational scientists will facilitate understanding, development, and implementation of the latest advances for both scientific discovery and clinical impact. Current and future AI tools hold the potential to revolutionise parasitology and expand One Health principles.
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Affiliation(s)
- Mariana De Niz
- Center for Advanced Microscopy and Nikon Imaging Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Department of Cell and Developmental Biology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Sara Silva Pereira
- Católica Biomedical Research Centre, Católica Medical School, Universidade Católica Portuguesa, Lisbon, Portugal
| | - David Kirchenbuechler
- Center for Advanced Microscopy and Nikon Imaging Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Department of Cell and Developmental Biology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Leandro Lemgruber
- Cellular Analysis Facility, MVLS Shared Research Facilities, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - Constadina Arvanitis
- Center for Advanced Microscopy and Nikon Imaging Center, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
- Department of Cell and Developmental Biology, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
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2
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Boddey JA, Frischknecht F. Interferoning with Plasmodium development in the liver. Cell Host Microbe 2025; 33:459-461. [PMID: 40209672 DOI: 10.1016/j.chom.2025.03.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2025] [Accepted: 03/07/2025] [Indexed: 04/12/2025]
Abstract
Plasmodium liver infection is limited by type I interferons (IFN-I) but the mechanisms remain unknown. In this issue of Cell Host & Microbe, Marques-da-Silva et al. reveal two IFN-I-induced pathways that trigger the fusion of lysosomes with, and the disruption of, the membranes surrounding the parasites, leading to their clearance.
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Affiliation(s)
- Justin A Boddey
- Division of Infection and Global Health, The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC 3052, Australia; Department of Medical Biology, University of Melbourne, Melbourne, VIC 3010, Australia.
| | - Friedrich Frischknecht
- Department of Parasitology, Center for Infectious Diseases, Heidelberg University Medical Faculty, 69120 Heidelberg, Germany; German Center for Infection Research, DZIF, partner site Heidelberg, Heidelberg, Germany.
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3
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Zondag R, Ploeger E, Kocken CHM, Bártfai R. Unravelling malaria latency: parasite intrinsic and environmental factors influencing dormant liver stages. Trends Parasitol 2025; 41:102-114. [PMID: 39809619 DOI: 10.1016/j.pt.2024.12.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Revised: 12/13/2024] [Accepted: 12/13/2024] [Indexed: 01/16/2025]
Abstract
Hypnozoites - dormant Plasmodium parasites in the liver - can cause relapse infections and form a major obstacle to malaria eradication. The mechanisms controlling dormancy remain poorly understood, but hypnozoite formation and reactivation is likely regulated by a combination of parasite intrinsic factors and external stimuli. We reviewed current knowledge of Plasmodium dormancy and drew parallels with dormancy in other parasites and life-cycle stages. Epigenetic, post-transcriptional, or post-translational regulation probably jointly control hypnozoite dormancy at the intrinsic level. Additionally, environmental factors, such as vector availability, host wellbeing, and tissue microenvironment, could be instrumental to hypnozoite reactivation. A better understanding of how external stimuli influence the intrinsic reactivation switch at a mechanistic level will be required to expand the limited toolset to combat relapsing malaria.
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Affiliation(s)
- Ruth Zondag
- Department of Molecular Biology, Radboud University, 6525GA, Nijmegen, The Netherlands
| | - Ellen Ploeger
- Department of Molecular Biology, Radboud University, 6525GA, Nijmegen, The Netherlands; Department of Parasitology, Biomedical Primate Research Centre, 2288GJ, Rijswijk, The Netherlands
| | - Clemens H M Kocken
- Department of Parasitology, Biomedical Primate Research Centre, 2288GJ, Rijswijk, The Netherlands
| | - Richárd Bártfai
- Department of Molecular Biology, Radboud University, 6525GA, Nijmegen, The Netherlands.
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4
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Mohan V, Vinjamuri SR, Sahoo P, Hatwar A, S N S, Krishna U, P V V, Vijayan K. Apicomplexan Espionage: Orchestrated Miscommunication at the Host-Parasite Interface. ACS Infect Dis 2024; 10:4040-4047. [PMID: 39499240 DOI: 10.1021/acsinfecdis.4c00526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2024]
Abstract
Intracellular parasites, including Toxoplasma and Plasmodium, are entirely reliant on the active scavenging of host-derived nutrients to fuel their replicative cycle, as they are confined within a specialized membrane-bound compartment, the parasitophorous vacuole (PV). Initial observations, based on the proximity of host vesicles to the parasitophorous vacuole membrane (PVM), suggested that parasites utilize host vesicles to obtain essential nutrients. However, mounting evidence has now unequivocally demonstrated that intracellular pathogens establish membrane contacts with host organelles, establishing control over host cellular machinery. These intimate interactions enable the parasites to gain unimpeded access to cytosolic resources critical for development while evading host immune responses. This review consolidates the latest advancements in understanding the molecular machinery driving these transkingdom contacts and their functional roles. Further investigation into these processes promises to revolutionize our understanding of organelle communication, with profound implications for identifying new therapeutic targets and strategies.
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Affiliation(s)
- Vaisak Mohan
- School of Biology, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, Kerala 695551, India
| | - Sandeep Reddy Vinjamuri
- School of Biology, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, Kerala 695551, India
| | - Parnika Sahoo
- School of Biology, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, Kerala 695551, India
| | - Abhinav Hatwar
- School of Biology, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, Kerala 695551, India
| | - Sandra S N
- School of Biology, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, Kerala 695551, India
| | - Usha Krishna
- School of Biology, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, Kerala 695551, India
| | - Vyshnav P V
- School of Biology, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, Kerala 695551, India
| | - Kamalakannan Vijayan
- School of Biology, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, Kerala 695551, India
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Sharma P, Chaudhary NR, Devi S, Negi S, Tandel N, Tyagi RK. Oleuropein mediated autophagy begets antimalarial drug resistance. Front Microbiol 2024; 15:1453998. [PMID: 39228384 PMCID: PMC11369837 DOI: 10.3389/fmicb.2024.1453998] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 08/02/2024] [Indexed: 09/05/2024] Open
Abstract
Drug resistance in Plasmodium falciparum presents a formidable challenge to the humanity. And, unavailability of an effective vaccine worsens the situation further. Autophagy is one of the mechanisms employed by parasite to evade drug pressure to survive. Autophagy induced by the P. falciparum in response to the oleuropein pressure may answer many questions related to the parasite survival as well as evolving drug tolerance. The survival/autophagy axis could be an important avenue to explore in order to address certain questions related to the evolution of drug resistance. In addition, humanized mouse model of P. falciparum infection could serve as an important preclinical tool to investigate the oleuropein-induced autophagy, potentially helping to dissect the mechanisms underlying the development of antimalarial drug resistance.
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Affiliation(s)
- Prakriti Sharma
- Division of Cell Biology and Immunology, Biomedical Parasitology and Translational-Immunology Lab, CSIR Institute of Microbial Technology (IMTECH), Chandigarh, India
| | - Neil Roy Chaudhary
- Division of Cell Biology and Immunology, Biomedical Parasitology and Translational-Immunology Lab, CSIR Institute of Microbial Technology (IMTECH), Chandigarh, India
| | - Sonia Devi
- Division of Cell Biology and Immunology, Biomedical Parasitology and Translational-Immunology Lab, CSIR Institute of Microbial Technology (IMTECH), Chandigarh, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Sushmita Negi
- Division of Cell Biology and Immunology, Biomedical Parasitology and Translational-Immunology Lab, CSIR Institute of Microbial Technology (IMTECH), Chandigarh, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Nikunj Tandel
- Institute of Science, Nirma University, Ahmedabad, Gujarat, India
| | - Rajeev K. Tyagi
- Division of Cell Biology and Immunology, Biomedical Parasitology and Translational-Immunology Lab, CSIR Institute of Microbial Technology (IMTECH), Chandigarh, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
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Schroeder EA, Toro-Moreno M, Raphemot R, Sylvester K, Colón IC, Derbyshire ER. Toxoplasma and Plasmodium associate with host Arfs during infection. mSphere 2024; 9:e0077023. [PMID: 38349168 PMCID: PMC10964417 DOI: 10.1128/msphere.00770-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 01/17/2024] [Indexed: 03/27/2024] Open
Abstract
The apicomplexans Toxoplasma gondii and Plasmodium are intracellular parasites that reside within a host-derived compartment termed the parasitophorous vacuole (PV). During infection, the parasites must acquire critical host resources and transport them across their PV for development. However, the mechanism by which host resources are trafficked to and across the PV remains uncertain. Here, we investigated host ADP ribosylation factors (Arfs), a class of proteins involved in vesicular trafficking that may be exploited by T. gondii and Plasmodium berghei for nutrient acquisition. Using overexpressed Arf proteins coupled with immunofluorescence microscopy, we found that all Arfs were internalized into the T. gondii PV, with most vacuoles containing at least one punctum of Arf protein by the end of the lytic cycle. We further characterized Arf1, the most abundant Arf inside the T. gondii PV, and observed that active recycling between its GDP/GTP-bound state influenced Arf1 internalization independent of host guanine nucleotide exchange factors (GEFs). In addition, Arf1 colocalized with vesicle coat complexes and exogenous sphingolipids, suggesting a role in nutrient acquisition. While Arf1 and Arf4 were not observed inside the PV during P. berghei infection, our gene depletion studies showed that liver stage development and survival depended on the expression of Arf4 and the host GEF, GBF1. Collectively, these observations indicate that apicomplexans use distinct mechanisms to subvert the host vesicular trafficking network and efficiently replicate. The findings also pave the way for future studies to identify parasite proteins critical to host vesicle recruitment and the components of vesicle cargo. IMPORTANCE The parasites Toxoplasma gondii and Plasmodium live complex intracellular lifestyles where they must acquire essential host nutrients while avoiding recognition. Although previous work has sought to identify the specific nutrients scavenged by apicomplexans, the mechanisms by which host materials are transported to and across the parasite vacuole membrane are largely unknown. Here, we examined members of the host vesicular trafficking network to identify specific pathways subverted by T. gondii and Plasmodium berghei. Our results indicate that T. gondii selectively internalizes host Arfs, a class of proteins involved in intracellular trafficking. For P. berghei, host Arfs were restricted by the parasite's vacuole membrane, but proteins involved in vesicular trafficking were identified as essential for liver stage development. A greater exploration into how and why apicomplexans subvert host vesicular trafficking could help identify targets for host-directed therapeutics.
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Affiliation(s)
- Erin A. Schroeder
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, North Carolina, USA
| | - Maria Toro-Moreno
- Department of Chemistry, Duke University, Durham, North Carolina, USA
| | - Rene Raphemot
- Department of Chemistry, Duke University, Durham, North Carolina, USA
| | - Kayla Sylvester
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, North Carolina, USA
| | - Isabel C. Colón
- Department of Chemistry, Duke University, Durham, North Carolina, USA
| | - Emily R. Derbyshire
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, North Carolina, USA
- Department of Chemistry, Duke University, Durham, North Carolina, USA
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Pang JD, Jin XM, Liu Y, Dong ZJ, Ding J, Boireau P, Vallée I, Liu MY, Xu N, Liu XL. Trichinella spiralis inhibits myoblast differentiation by targeting SQSTM1/p62 with a secreted E3 ubiquitin ligase. iScience 2024; 27:109102. [PMID: 38380253 PMCID: PMC10877949 DOI: 10.1016/j.isci.2024.109102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 11/05/2023] [Accepted: 01/30/2024] [Indexed: 02/22/2024] Open
Abstract
Trichinella spiralis infection is associated with the formation of cysts within host skeletal muscle cells, thereby enabling immune evasion and subsequent growth and development; however, the pathogenic factors involved in this process and their mechanisms remain elusive. Here, we found that Ts-RNF secreted by T. spiralis is required for its growth and development in host cells. Further study revealed that Ts-RNF functions as an E3 ubiquitin ligase that targets the UBA domain of SQSTM1/p62 by forming K63-type ubiquitin chains. This modification interferes with autophagic flux, leading to impaired mitochondrial clearance and abnormal myotube differentiation and fusion. Our results established that T. spiralis increases its escape by interfering with host autophagy via the secretion of an E3 ubiquitin ligase.
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Affiliation(s)
- Jian da Pang
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, College of Veterinary Medicine, Jilin University, Changchun, Jilin 130062, China
| | - Xue min Jin
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, College of Veterinary Medicine, Jilin University, Changchun, Jilin 130062, China
| | - Yi Liu
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, College of Veterinary Medicine, Jilin University, Changchun, Jilin 130062, China
| | - Zi jian Dong
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, College of Veterinary Medicine, Jilin University, Changchun, Jilin 130062, China
| | - Jing Ding
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, College of Veterinary Medicine, Jilin University, Changchun, Jilin 130062, China
| | - Pascal Boireau
- Ecole Nationale Vétérinaire d’Alfort, Laboratoire de Santé Animale, BIPAR, 94700 Maisons-Alfort, France
| | - Isabelle Vallée
- Ecole Nationale Vétérinaire d’Alfort, Laboratoire de Santé Animale, BIPAR, 94700 Maisons-Alfort, France
| | - Ming yuan Liu
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, College of Veterinary Medicine, Jilin University, Changchun, Jilin 130062, China
- Jiangsu Co-innovation Center for Prevention and Control of Important Animal Infectious Diseases and Zoonoses, Yangzhou, Jiangsu 225000, China
| | - Ning Xu
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, College of Veterinary Medicine, Jilin University, Changchun, Jilin 130062, China
| | - Xiao lei Liu
- State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Institute of Zoonosis, College of Veterinary Medicine, Jilin University, Changchun, Jilin 130062, China
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8
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D'Ambrosio HK, Keeler AM, Derbyshire ER. Examination of Secondary Metabolite Biosynthesis in Apicomplexa. Chembiochem 2023; 24:e202300263. [PMID: 37171468 DOI: 10.1002/cbic.202300263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 05/11/2023] [Accepted: 05/12/2023] [Indexed: 05/13/2023]
Abstract
Natural product discovery has traditionally relied on the isolation of small molecules from producing species, but genome-sequencing technology and advances in molecular biology techniques have expanded efforts to a wider array of organisms. Protists represent an underexplored kingdom for specialized metabolite searches despite bioinformatic analysis that suggests they harbor distinct biologically active small molecules. Specifically, pathogenic apicomplexan parasites, responsible for billions of global infections, have been found to possess multiple biosynthetic gene clusters, which hints at their capacity to produce polyketide metabolites. Biochemical studies have revealed unique features of apicomplexan polyketide synthases, but to date, the identity and function of the polyketides synthesized by these megaenzymes remains unknown. Herein, we discuss the potential for specialized metabolite production in protists and the possible evolution of polyketide biosynthetic gene clusters in apicomplexan parasites. We then focus on a polyketide synthase from the apicomplexan Toxoplasma gondii to discuss the unique domain architecture and properties of these proteins when compared to previously characterized systems, and further speculate on the possible functions for polyketides in these pathogenic parasites.
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Affiliation(s)
- Hannah K D'Ambrosio
- Department of Chemistry, Duke University, 124 Science Drive, Durham, NC 27708, USA
| | - Aaron M Keeler
- Department of Chemistry, Duke University, 124 Science Drive, Durham, NC 27708, USA
| | - Emily R Derbyshire
- Department of Chemistry, Duke University, 124 Science Drive, Durham, NC 27708, USA
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, 213 Research Drive, Durham, NC 27710, USA
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Chirgwin ME, Schroeder EA, Derbyshire ER. Cut it out! A CRISPR-Cas9 screen identifies host regulators of the Plasmodium liver stage. Cell Chem Biol 2022; 29:1365-1367. [PMID: 36113404 DOI: 10.1016/j.chembiol.2022.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
In this issue of Cell Chemical Biology, Vijayan and colleagues identify host factors integral for Plasmodium liver-stage infection using a whole-genome CRISPR-Cas9 knockout screen. Their efforts reveal that liver-stage parasites redistribute host microtubules to the parasite membrane in a process dependent on the host Golgi.
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Affiliation(s)
| | - Erin A Schroeder
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, NC, USA
| | - Emily R Derbyshire
- Department of Chemistry, Duke University, Durham, NC, USA; Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, NC, USA.
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