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Rashid S, Raza M, Sharif M, Azam F, Kadry S, Kim J. White blood cell image analysis for infection detection based on virtual hexagonal trellis (VHT) by using deep learning. Sci Rep 2023; 13:17827. [PMID: 37857667 PMCID: PMC10587153 DOI: 10.1038/s41598-023-44352-8] [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: 10/25/2022] [Accepted: 10/06/2023] [Indexed: 10/21/2023] Open
Abstract
White blood cells (WBCs) are an indispensable constituent of the immune system. Efficient and accurate categorization of WBC is a critical task for disease diagnosis by medical experts. This categorization helps in the correct identification of medical problems. In this research work, WBC classes are categorized with the help of a transform learning model in combination with our proposed virtual hexagonal trellis (VHT) structure feature extraction method. The VHT feature extractor is a kernel-based filter model designed over a square lattice. In the first step, Graft Net CNN model is used to extract features of augmented data set images. Later, the VHT base feature extractor extracts useful features. The CNN-extracted features are passed to ant colony optimization (ACO) module for optimal features acquisition. Extracted features from the VHT base filter and ACO are serially merged to create a single feature vector. The merged features are passed to the support vector machine (SVM) variants for optimal classification. Our strategy yields 99.9% accuracy, which outperforms other existing methods.
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Affiliation(s)
- Shahid Rashid
- Department of Computer Science, COMSATS University Islamabad, Wah Campus, Islamabad, 47040, Pakistan
| | - Mudassar Raza
- Department of Computer Science, COMSATS University Islamabad, Wah Campus, Islamabad, 47040, Pakistan.
| | - Muhammad Sharif
- Department of Computer Science, COMSATS University Islamabad, Wah Campus, Islamabad, 47040, Pakistan
| | - Faisal Azam
- Department of Computer Science, COMSATS University Islamabad, Wah Campus, Islamabad, 47040, Pakistan
| | - Seifedine Kadry
- Department of Applied Data Science, Noroff University College, Kristiansand, Norway
- Department of Electrical and Computer Engineering, Lebanese American University, Byblos, Lebanon
- Artificial Intelligence Research Center (AIRC), College of Engineering and Information Technology, Ajman University, Ajman, United Arab Emirates
| | - Jungeun Kim
- Department of Software, Kongju National University, Cheonan, 31080, Korea.
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Liu R, Li Q, Qin S, Qiao L, Yang M, Liu S, Nice EC, Zhang W, Huang C, Zheng S, Gao W. Sertaconazole-repurposed nanoplatform enhances lung cancer therapy via CD44-targeted drug delivery. J Exp Clin Cancer Res 2023; 42:188. [PMID: 37507782 PMCID: PMC10385912 DOI: 10.1186/s13046-023-02766-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Accepted: 07/18/2023] [Indexed: 07/30/2023] Open
Abstract
BACKGROUND Lung cancer is one of the most frequent causes of cancer-related deaths worldwide. Drug repurposing and nano-drug delivery systems are attracting considerable attention for improving anti-cancer therapy. Sertaconazole (STZ), an antifungal agent, has been reported to exhibit cytotoxicity against both normal and tumor cells, and its medical use is limited by its poor solubility. In order to overcome such shortcomings, we prepared a drug-repurposed nanoplatform to enhance the anti-tumor efficiency. METHODS Nanoplatform was prepared by thin film dispersion. Drug release studies and uptake studies were measured in vitro. Subsequently, we verified the tumor inhibition mechanisms of HTS NPs through apoptosis assay, immunoblotting and reactive oxygen species (ROS) detection analyses. Antitumor activity was evaluated on an established xenograft lung cancer model in vivo. RESULTS Our nanoplatform improved the solubility of sertaconazole and increased its accumulation in tumor cells. Mechanistically, HTS NPs was dependent on ROS-mediated apoptosis and pro-apoptotic autophagy to achieve their excellent anti-tumor effects. Furthermore, HTS NPs also showed strong inhibitory ability in nude mouse xenograft models without significant side effects. CONCLUSIONS Our results suggest that sertaconazole-repurposed nanoplatform provides an effective strategy for lung cancer treatment.
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Affiliation(s)
- Ruolan Liu
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
| | - Qiong Li
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, and West China School of Basic Medical Sciences and Forensic Medicine, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu, 610041, China
| | - Siyuan Qin
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, and West China School of Basic Medical Sciences and Forensic Medicine, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu, 610041, China
| | - Ling Qiao
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
| | - Mei Yang
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, and West China School of Basic Medical Sciences and Forensic Medicine, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu, 610041, China
| | - Shanshan Liu
- School of Pharmacy, Zunyi Medical University, Zunyi, 563000, China
| | - Edouard C Nice
- Department of Biochemistry and Molecular Biology, Monash University, Clayton, VIC, 3800, Australia
| | - Wei Zhang
- West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, 610041, China
- Mental Health Center and Psychiatric Laboratory, the State Key Laboratory of Biotherapy, West China Hospital of Sichuan University, Chengdu, China
| | - Canhua Huang
- School of Basic Medical Sciences, Chengdu University of Traditional Chinese Medicine, Chengdu, 611137, China
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, and West China School of Basic Medical Sciences and Forensic Medicine, Sichuan University, and Collaborative Innovation Center for Biotherapy, Chengdu, 610041, China
| | - Shaojiang Zheng
- Hainan Cancer Center of The First Affiliated Hospital, Key Laboratory of Tropical Cardiovascular Diseases Research of Hainan Province, Hainan Women and Children's Medical Center, Hainan Medical University, Haikou, 571199, China.
| | - Wei Gao
- Clinical Genetics Laboratory, Affiliated Hospital & Clinical Medical College of Chengdu University, Chengdu, 610081, China.
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Lu C, Yang A, Xia F, Liu G, Zhao H, Zhang W, Li Y, Liu J, Ma G, Xia H. Liquid metal injected from interstitial channels for inhibiting subcutaneous hepatoma growth and improving MRI/MAT image contrast. Front Oncol 2022; 12:1019592. [PMID: 36479081 PMCID: PMC9720740 DOI: 10.3389/fonc.2022.1019592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 09/30/2022] [Indexed: 08/14/2023] Open
Abstract
Objective Liquid metal (LM) nowadays is considered a new biomedical material for medical treatment. The most common application of LM in medical therapy is taking LM as a carrier for oncology therapeutics. However, the feasibility and direct effect of LM in tumor treatment are still unknown, and how to delineate the negative resection margin (NRM) of the tumor is also a crucial problem in surgery. We aimed to inject LM into interstitial channels of extremities of mice to overlay the surface of the primary tumor to investigate the effect of LM on inhibiting tumor growth and highlight the NRM of the tumor. Methods In this study, all 50 BALB/c-nude female mice were used to construct the transplanted HepG2-type hepatocellular carcinoma model. One week after the establishment of the model, the mice were divided into three groups, named LM group, PBS group and Control group by injecting different liquid materials into the forelimb interstitial channel of the mice. T2WI image on MRI and Magneto-acoustic tomography (MAT) were used to show the distribution of LM and PBS in vivo. The group comparisons of tumor growth and blood tests were evaluated by one-way ANOVA and post-hoc analysis. And the biocompatibility of LM to BALB/c nude mice was evaluated by histopathological analysis of LM group and control group. Results The volume change ratio of tumor was significantly lower in LM group than in PBS and Control group after 10 days of grouping. Compared with PBS and Control group, the main indexes of blood tests in LM group were significantly lower and close to normal level. In addition, the distribution of LM in vivo could be clearly observed under T2WI anatomic images and the crossprofile of the tumor in MAT. LM also has a obvious contrast in MRI T2WI and enhanced the amplitude of imaging signal in MAT. Conclusion LM may inhibit the growth of transplanted hepatoma tumor through tumor encapsulation. In vivo, tumor imaging and LM distribution imaging were achieved by MRI T2WI, which verified that LM injected with interstitial injection made the NRM of tumor more prominent and had the potential of being MRI contrast agent. At the same time, LM could also be a new conductive medium to improve the imaging quality of MAT. Moreover, LM performed mild biocompatibility.
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Affiliation(s)
- Chaosen Lu
- Department of Engineering Electromagnetic Field and Its Application, Institute of Electrical Engineering Chinese Academy of Sciences, Beijing, China
- College of Electrical and Automation Engineering, Shandong University of Science and Technology, Qingdao, China
| | - Aocai Yang
- Department of Radiology, China-Japan Friendship Hospital, Beijing, China
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Fei Xia
- Artemisinin Research Center, Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing, China
| | - Guoqiang Liu
- Department of Engineering Electromagnetic Field and Its Application, Institute of Electrical Engineering Chinese Academy of Sciences, Beijing, China
- Department of Electronic and Electrical Engineering, University of Chinese Academy of Sciences, Beijing, China
| | - Hongliang Zhao
- College of Electrical and Automation Engineering, Shandong University of Science and Technology, Qingdao, China
| | - Wenwei Zhang
- Department of Engineering Electromagnetic Field and Its Application, Institute of Electrical Engineering Chinese Academy of Sciences, Beijing, China
- Department of Electronic and Electrical Engineering, University of Chinese Academy of Sciences, Beijing, China
| | - Yuanyuan Li
- Department of Engineering Electromagnetic Field and Its Application, Institute of Electrical Engineering Chinese Academy of Sciences, Beijing, China
- Department of Electronic and Electrical Engineering, University of Chinese Academy of Sciences, Beijing, China
| | - Jian Liu
- Department of Radiology, China-Japan Friendship Hospital, Beijing, China
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Guolin Ma
- Department of Radiology, China-Japan Friendship Hospital, Beijing, China
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Hui Xia
- Department of Engineering Electromagnetic Field and Its Application, Institute of Electrical Engineering Chinese Academy of Sciences, Beijing, China
- Department of Electronic and Electrical Engineering, University of Chinese Academy of Sciences, Beijing, China
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Safronetz D, Rosenke K, Meade-White K, Sloan A, Maiga O, Bane S, Martellaro C, Scott DP, Sogoba N, Feldmann H. Temporal analysis of Lassa virus infection and transmission in experimentally infected Mastomys natalensis. PNAS NEXUS 2022; 1:pgac114. [PMID: 35967978 PMCID: PMC9364215 DOI: 10.1093/pnasnexus/pgac114] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 07/06/2022] [Indexed: 02/05/2023]
Abstract
Little is known about the temporal patterns of infection and transmission of Lassa virus (LASV) within its natural reservoir (Mastomys natalensis). Here, we characterize infection dynamics and transmissibility of a LASV isolate (Soromba-R) in adult lab-reared M. natalensis originating from Mali. The lab-reared M. natalenesis proved to be highly susceptible to LASV isolates from geographically distinct regions of West Africa via multiple routes of exposure, with 50% infectious doses of < 1 TCID50. Postinoculation, LASV Soromba-R established a systemic infection with no signs of clinical disease. Viral RNA was detected in all nine tissues examined with peak concentrations detected between days 7 and 14 postinfection within most organs. There was an overall trend toward clearance of virus within 40 days of infection in most organs. The exception is lung specimens, which retained positivity throughout the course of the 85-day study. Direct (contact) and indirect (fomite) transmission experiments demonstrated 40% of experimentally infected M. natalensis were capable of transmitting LASV to naïve animals, with peak transmissibility occurring between 28 and 42 days post-inoculation. No differences in patterns of infection or transmission were noted between male and female experimentally infected rodents. Adult lab-reared M. natalensis are highly susceptible to genetically distinct LASV strains developing a temporary asymptomatic infection associated with virus shedding resulting in contact and fomite transmission within a cohort.
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Affiliation(s)
| | | | - Kimberley Meade-White
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, national Institutes of Health, Rocky Mountain Laboratories, Hamilton, MT, USA
| | - Angela Sloan
- Special Pathogens, National Microbiology Laboratory Branch, Public Health Agency of Canada, Winnipeg, Manitoba, Canada
| | - Ousmane Maiga
- University of Sciences Techniques and Technologies of Bamako, Bamako, Mali
| | - Sidy Bane
- University of Sciences Techniques and Technologies of Bamako, Bamako, Mali
| | - Cynthia Martellaro
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, national Institutes of Health, Rocky Mountain Laboratories, Hamilton, MT, USA
| | - Dana P Scott
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratories, Hamilton, MT, USA
| | - Nafomon Sogoba
- University of Sciences Techniques and Technologies of Bamako, Bamako, Mali
| | - Heinz Feldmann
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, national Institutes of Health, Rocky Mountain Laboratories, Hamilton, MT, USA
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Ilardo M, dos Santos MCF, Grote Beverborg N, Rajan M, Said MA, Verweij N, Van Der Harst P, Van Der Meer P, Leibold EA. An Erythropoietin-Independent Mechanism of Erythrocytic Precursor Proliferation Underlies Hypoxia Tolerance in Sea Nomads. Front Physiol 2022; 12:760851. [PMID: 35177992 PMCID: PMC8846933 DOI: 10.3389/fphys.2021.760851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Accepted: 11/30/2021] [Indexed: 11/13/2022] Open
Abstract
The Bajau Sea Nomads were recently demonstrated to have evolved larger spleens as an adaptation to millennia of a marine foraging lifestyle. The large-spleen phenotype appears to derive from increases in thyroid hormone (TH) production as a result of reduced expression of phosphodiesterase 10A (PDE10A), though the exact mechanism remains unknown. Through pharmacological inhibition of PDE10A using the selective inhibitor MP-10 in mice, we were able to mimic the Bajau adaptation and show that treated mice had significantly larger spleens than control animals. This difference appears connected to an excess of early stage erythrocytes and an apparent increase in red blood cell (RBC) precursor proliferation in response to increased TH. However, we determined that the stimulation of RBC production in the mouse model via TH is Erythropoietin (EPO)-independent, unlike in the altitude (chronic hypoxemia) response. We confirmed this using human GWAS data; although the Bajau PDE10A variants are significantly associated with increased TH levels and RBC count, they are not associated with EPO levels, nor are other strongly thyroid-associated SNPs. We therefore suggest that an EPO-independent mechanism of stimulating RBC precursor proliferation via TH upregulation underlies the increase in spleen size observed in Sea Nomad populations.
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Affiliation(s)
- Melissa Ilardo
- Maze Therapeutics, San Francisco, CA, United States
- Department of Internal Medicine, Division of Hematology and Hematologic Malignancies, The University of Utah, Salt Lake City, UT, United States
- *Correspondence: Melissa Ilardo,
| | - Maria C. Ferreira dos Santos
- Department of Internal Medicine, Division of Hematology and Hematologic Malignancies, The University of Utah, Salt Lake City, UT, United States
| | | | - Malini Rajan
- Department of Internal Medicine, Division of Hematology and Hematologic Malignancies, The University of Utah, Salt Lake City, UT, United States
| | | | - Niek Verweij
- University Medical Center Groningen, Groningen, Netherlands
| | | | | | - Elizabeth A. Leibold
- Department of Internal Medicine, Division of Hematology and Hematologic Malignancies, The University of Utah, Salt Lake City, UT, United States
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Wozniak DM, Riesle-Sbarbaro SA, Kirchoff N, Hansen-Kant K, Wahlbrink A, Stern A, Lander A, Hartmann K, Krasemann S, Kurth A, Prescott J. Inoculation route-dependent Lassa virus dissemination and shedding dynamics in the natural reservoir - Mastomys natalensis. Emerg Microbes Infect 2021; 10:2313-2325. [PMID: 34792436 PMCID: PMC8654411 DOI: 10.1080/22221751.2021.2008773] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Lassa virus (LASV), a Risk Group-4 zoonotic haemorrhagic fever virus, affects sub-Saharan African countries. Lassa fever, caused by LASV, results in thousands of annual deaths. Although decades have elapsed since the identification of the Natal multimammate mouse (Mastomys natalensis) as a natural reservoir of LASV, little effort has been made to characterize LASV infection in its reservoir. The natural route of infection and transmission of LASV within M. natalensis remains unknown, and the clinical impact of LASV in M. natalensis is mostly undescribed. Herein, using an outbred colony of M. natalensis, we investigate the replication and dissemination dynamics of LASV in this reservoir following various inoculation routes. Inoculation with LASV, regardless of route, resulted in a systemic infection and accumulation of abundant LASV-RNA in many tissues. LASV infection in the Natal multimammate mice was subclinical, however, clinical chemistry values were transiently altered and immune infiltrates were observed histologically in lungs, spleens and livers, indicating a minor disease with coordinated immune responses are elicited, controlling infection. Intranasal infection resulted in unique virus tissue dissemination dynamics and heightened LASV shedding, compared to subcutaneous inoculation. Our study provides important insights into LASV infection in its natural reservoir using a contemporary infection system, demonstrating that specific inoculation routes result in disparate dissemination outcomes, suggesting intranasal inoculation is important in the maintenance of LASV in the natural reservoir, and emphasizes that selection of the appropriate inoculation route is necessary to examine aspects of viral replication, transmission and responses to zoonotic viruses in their natural reservoirs.
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Affiliation(s)
- D M Wozniak
- ZBS5-Biosafety Level-4 Laboratory, Robert Koch-Institute, Berlin, Germany
| | | | - N Kirchoff
- ZBS5-Biosafety Level-4 Laboratory, Robert Koch-Institute, Berlin, Germany
| | - K Hansen-Kant
- ZBS5-Biosafety Level-4 Laboratory, Robert Koch-Institute, Berlin, Germany
| | - A Wahlbrink
- ZBS5-Biosafety Level-4 Laboratory, Robert Koch-Institute, Berlin, Germany
| | - A Stern
- ZBS5-Biosafety Level-4 Laboratory, Robert Koch-Institute, Berlin, Germany
| | - A Lander
- ZBS5-Biosafety Level-4 Laboratory, Robert Koch-Institute, Berlin, Germany
| | - K Hartmann
- Institute of Neuropathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - S Krasemann
- Institute of Neuropathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - A Kurth
- ZBS5-Biosafety Level-4 Laboratory, Robert Koch-Institute, Berlin, Germany
| | - J Prescott
- ZBS5-Biosafety Level-4 Laboratory, Robert Koch-Institute, Berlin, Germany
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Smith BJ, Hanley PW, Maiga O, Culbert MN, Woods MJ, Cordova K, Clancy C, Safronetz D, Feldmann H, Rosenke K, Tang-Huau TL. Hematologic and serum biochemistry reference intervals using defined ASCVP methodology for laboratory natal multimammate mice ( Mastomys natalensis). Lab Anim 2021; 55:417-427. [PMID: 34044662 DOI: 10.1177/00236772211018587] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Complete blood count, serum chemistry values, and biological reference intervals were compared between two age groups (34-49 and 84-120 days old) of healthy male and female laboratory raised natal multimammate mice (Mastomys natalensis). Blood was collected via cardiocentesis under isoflurane anesthesia. Data sets of machine automated complete blood counts and clinical chemistries were analyzed. Significant differences between sex and age groups of the data sets were defined. The baseline hematologic and serum biochemistry values described here can improve interpretation of laboratory research using natal multimammate mice.
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Affiliation(s)
- Brian J Smith
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
| | - Patrick W Hanley
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
| | - Ousmane Maiga
- University of Sciences, Techniques and Technologies of Bamako, Mali
| | - Maarit N Culbert
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
| | - Marissa J Woods
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
| | - Kathleen Cordova
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
| | - Chad Clancy
- Rocky Mountain Veterinary Branch, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
| | - David Safronetz
- Special Pathogens Program, Zoonotic Diseases and Special Pathogens, National Microbiology Laboratory, Public Health Agency of Canada, Canada.,Department of Medical Microbiology and Infectious Diseases, University of Manitoba, Canada
| | - Heinrich Feldmann
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
| | - Kyle Rosenke
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
| | - Tsing-Lee Tang-Huau
- Laboratory of Virology, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rocky Mountain Laboratory, USA
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