1
|
Yadav S, Bhardwaj R, Mishra P, Singh JP. A magnetic field augmented ultra-thin layer chromatography coupled surface enhanced Raman spectroscopy separation of hemozoin from bacterial mixture. J Chromatogr A 2023; 1708:464318. [PMID: 37660559 DOI: 10.1016/j.chroma.2023.464318] [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: 07/07/2023] [Revised: 08/17/2023] [Accepted: 08/17/2023] [Indexed: 09/05/2023]
Abstract
Malaria is considered as one the most widespread disease with highest possibility of co-infection at all levels of the disease prognosis. Rapid detection and discrimination of malaria from other co-infections remains a challenge. Hemozoin is a metabolic biproduct of malaraia possessing paramagnetic property due to presence of iron at its centre. Here, we report a label free, rapid and highly sensitive magnetic field based ultra-thin layer chromatography (UTLC) coupled with surface enhanced Raman spectroscopy (SERS) technique for detection and separation of hemozoin from a bacterial mixture. Highly optimized silver nanorods chip fabricated using glancing angle deposition (GLAD) is explored for the UTLC-SERS separation. These chips possessing channel like characteristic and high surface to the volume ratio serve as excellent UTLC plates. The magnetic nature of hemozoin has been exploited for its separation from the mixture of P. aeruginosa (Gram-negative) and S. aureus (Gram-positive) by allocating a 0.6 T magnet over the UTLC flow setup. The solvent front migrated approximately to a distance of 13 mm from the sample point due to the magnetic environment. Spatially resolved SERS data was collected along the mobile phase and separation of mixture was confirmed. Further, staining of hemozoin, P. aeruginosa and S. aureus was done using methylene blue, acridine orange and rhodamine 6 G respectively. The separation was confirmed for the stained analytes. The present developed method provides plate height as low as 18 µm and hemozoin detection limit as <10 parasites/mL. Therefore, we establish a highly specific and sensitive technique capable of separating small amounts of bioanalytes, aiding in the removal of co-infections from the disease at a very early stage of infection.
Collapse
Affiliation(s)
- Sarjana Yadav
- Department of Physics, Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110016, India
| | - Ritu Bhardwaj
- Department of Biochemical Engineering and Biotechnology, Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110016, India
| | - Prashant Mishra
- Department of Biochemical Engineering and Biotechnology, Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110016, India
| | - J P Singh
- Department of Physics, Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110016, India.
| |
Collapse
|
2
|
Coronado LM, Stoute JA, Nadovich CT, Cheng J, Correa R, Chaw K, González G, Zambrano M, Gittens RA, Agrawal DK, Jemison WD, Donado Morcillo CA, Spadafora C. Microwaves can kill malaria parasites non-thermally. Front Cell Infect Microbiol 2023; 13:955134. [PMID: 36816585 PMCID: PMC9932958 DOI: 10.3389/fcimb.2023.955134] [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: 05/28/2022] [Accepted: 01/17/2023] [Indexed: 02/05/2023] Open
Abstract
Malaria, which infected more than 240 million people and killed around six hundred thousand only in 2021, has reclaimed territory after the SARS-CoV-2 pandemic. Together with parasite resistance and a not-yet-optimal vaccine, the need for new approaches has become critical. While earlier, limited, studies have suggested that malaria parasites are affected by electromagnetic energy, the outcomes of this affectation vary and there has not been a study that looks into the mechanism of action behind these responses. In this study, through development and implementation of custom applicators for in vitro experimentation, conditions were generated in which microwave energy (MW) killed more than 90% of the parasites, not by a thermal effect but via a MW energy-induced programmed cell death that does not seem to affect mammalian cell lines. Transmission electron microscopy points to the involvement of the haemozoin-containing food vacuole, which becomes destroyed; while several other experimental approaches demonstrate the involvement of calcium signaling pathways in the resulting effects of exposure to MW. Furthermore, parasites were protected from the effects of MW by calcium channel blockers calmodulin and phosphoinositol. The findings presented here offer a molecular insight into the elusive interactions of oscillating electromagnetic fields with P. falciparum, prove that they are not related to temperature, and present an alternative technology to combat this devastating disease.
Collapse
Affiliation(s)
- Lorena M. Coronado
- Biomedical Physics and Engineering Unit, Center of Cellular and Molecular Biology of Diseases (CBCMe), Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), Panama City, Panama,Department of Biotechnology, Acharya Nagarjuna University, Guntur, India,Biomedical Physics and Engineering (BiomedφEngine) Group, Panama City, Panama
| | - José A. Stoute
- Department of Medicine, Division of Infectious Diseases and Epidemiology, Pennsylvania State University College of Medicine, Hershey, PA, United States
| | - Christopher T. Nadovich
- Electrical and Computer Engineering, Lafayette College, Easton, PA, United States,Wallace H. Coulter School of Engineering, Clarkson University, Potsdam, NY, United States
| | - Jiping Cheng
- Department of Material Science and Engineering, Pennsylvania State University, University Park, PA, United States
| | - Ricardo Correa
- Biomedical Physics and Engineering Unit, Center of Cellular and Molecular Biology of Diseases (CBCMe), Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), Panama City, Panama,Department of Biotechnology, Acharya Nagarjuna University, Guntur, India,Biomedical Physics and Engineering (BiomedφEngine) Group, Panama City, Panama
| | - Kevin Chaw
- Biomedical Physics and Engineering Unit, Center of Cellular and Molecular Biology of Diseases (CBCMe), Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), Panama City, Panama,Biomedical Physics and Engineering (BiomedφEngine) Group, Panama City, Panama,School of Technology and Engineering, Universidad Católica Santa María La Antigua, Panama City, Panama
| | - Guadalupe González
- Biomedical Physics and Engineering (BiomedφEngine) Group, Panama City, Panama,School of Electrical Engineering, Universidad Tecnológica de Panamá, Panama City, Panama
| | - Maytee Zambrano
- Biomedical Physics and Engineering (BiomedφEngine) Group, Panama City, Panama,School of Electrical Engineering, Universidad Tecnológica de Panamá, Panama City, Panama
| | - Rolando A. Gittens
- Biomedical Physics and Engineering Unit, Center of Cellular and Molecular Biology of Diseases (CBCMe), Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), Panama City, Panama,Biomedical Physics and Engineering (BiomedφEngine) Group, Panama City, Panama
| | - Dinesh K. Agrawal
- Department of Material Science and Engineering, Pennsylvania State University, University Park, PA, United States
| | - William D. Jemison
- Wallace H. Coulter School of Engineering, Clarkson University, Potsdam, NY, United States
| | - Carlos A. Donado Morcillo
- Biomedical Physics and Engineering Unit, Center of Cellular and Molecular Biology of Diseases (CBCMe), Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), Panama City, Panama,Biomedical Physics and Engineering (BiomedφEngine) Group, Panama City, Panama,School of Technology and Engineering, Universidad Católica Santa María La Antigua, Panama City, Panama
| | - Carmenza Spadafora
- Biomedical Physics and Engineering Unit, Center of Cellular and Molecular Biology of Diseases (CBCMe), Instituto de Investigaciones Científicas y Servicios de Alta Tecnología (INDICASAT AIP), Panama City, Panama,Biomedical Physics and Engineering (BiomedφEngine) Group, Panama City, Panama,*Correspondence: Carmenza Spadafora,
| |
Collapse
|
3
|
Field Evaluation of a Hemozoin-Based Malaria Diagnostic Device in Puerto Lempira, Honduras. Diagnostics (Basel) 2022; 12:diagnostics12051206. [PMID: 35626361 PMCID: PMC9140950 DOI: 10.3390/diagnostics12051206] [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: 04/08/2022] [Revised: 05/05/2022] [Accepted: 05/09/2022] [Indexed: 02/01/2023] Open
Abstract
The diagnosis of malaria in Honduras is based mainly on microscopic observation of the parasite in thick smears or the detection of parasite antigens through rapid diagnostic tests when microscopy is not available. The specific treatment of the disease depends exclusively on the positive result of one of these tests. Given the low sensitivity of conventional methods, new diagnostic approaches are needed. This study evaluates the in-field performance of a device (Gazelle™) based on the detection of hemozoin. This was a double-blind study evaluating symptomatic individuals with suspected malaria in the department of Gracias a Dios, Honduras, using blood samples collected from 2021 to 2022. The diagnostic performance of Gazelle™ was compared with microscopy and nested 18ssr PCR as references. The sensitivity and specificity of Gazelle™ were 59.7% and 98.6%, respectively, while microscopy had a sensitivity of 64.9% and a specificity of 100%. The kappa index between microscopy and Gazelle™ was 0.9216 using microscopy as a reference. Both methods show similar effectiveness and predictive values. No statistical differences were observed between the results of the Gazelle™ compared to light microscopy (p = 0.6831). The turnaround time was shorter for Gazelle™ than for microscopy, but the cost per sample was slightly higher for Gazelle™. Gazelle™ showed more false-negative cases when infections were caused by Plasmodium falciparum compared to P. vivax. Conclusions: The sensitivity and specificity of Gazelle™ are comparable to microscopy. The simplicity and ease of use of the Gazelle™, the ability to run on batteries, and the immediacy of its results make it a valuable tool for malaria detection in the field. However, further development is required to differentiate Plasmodium species, especially in those regions requiring differentiated treatment.
Collapse
|
4
|
Baptista V, Peng WK, Minas G, Veiga MI, Catarino SO. Review of Microdevices for Hemozoin-Based Malaria Detection. BIOSENSORS 2022; 12:bios12020110. [PMID: 35200370 PMCID: PMC8870200 DOI: 10.3390/bios12020110] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 02/04/2022] [Accepted: 02/06/2022] [Indexed: 05/21/2023]
Abstract
Despite being preventable and treatable, malaria still puts almost half of the world's population at risk. Thus, prompt, accurate and sensitive malaria diagnosis is crucial for disease control and elimination. Optical microscopy and immuno-rapid tests are the standard malaria diagnostic methods in the field. However, these are time-consuming and fail to detect low-level parasitemia. Biosensors and lab-on-a-chip devices, as reported to different applications, usually offer high sensitivity, specificity, and ease of use at the point of care. Thus, these can be explored as an alternative for malaria diagnosis. Alongside malaria infection inside the human red blood cells, parasites consume host hemoglobin generating the hemozoin crystal as a by-product. Hemozoin is produced in all parasite species either in symptomatic and asymptomatic individuals. Furthermore, hemozoin crystals are produced as the parasites invade the red blood cells and their content relates to disease progression. Hemozoin is, therefore, a unique indicator of infection, being used as a malaria biomarker. Herein, the so-far developed biosensors and lab-on-a-chip devices aiming for malaria detection by targeting hemozoin as a biomarker are reviewed and discussed to fulfil all the medical demands for malaria management towards elimination.
Collapse
Affiliation(s)
- Vitória Baptista
- Microelectromechanical Systems Research Unit (CMEMS-UMinho), School of Engineering, Campus de Azurém, University of Minho, 4800-058 Guimarães, Portugal; (G.M.); (S.O.C.)
- LABBELS-Associate Laboratory, Braga/Guimarães, 4806-909 Guimarães, Portugal
- Life and Health Sciences Research Institute (ICVS), School of Medicine, Campus de Gualtar, University of Minho, 4710-057 Braga, Portugal;
- ICVS/3B’s-PT Government Associate Laboratory, Braga/Guimarães, 4806-909 Guimarães, Portugal
- Correspondence:
| | - Weng Kung Peng
- Songshan Lake Materials Laboratory, Building A1, University Innovation Park, Dongguan 523808, China;
| | - Graça Minas
- Microelectromechanical Systems Research Unit (CMEMS-UMinho), School of Engineering, Campus de Azurém, University of Minho, 4800-058 Guimarães, Portugal; (G.M.); (S.O.C.)
- LABBELS-Associate Laboratory, Braga/Guimarães, 4806-909 Guimarães, Portugal
| | - Maria Isabel Veiga
- Life and Health Sciences Research Institute (ICVS), School of Medicine, Campus de Gualtar, University of Minho, 4710-057 Braga, Portugal;
- ICVS/3B’s-PT Government Associate Laboratory, Braga/Guimarães, 4806-909 Guimarães, Portugal
| | - Susana O. Catarino
- Microelectromechanical Systems Research Unit (CMEMS-UMinho), School of Engineering, Campus de Azurém, University of Minho, 4800-058 Guimarães, Portugal; (G.M.); (S.O.C.)
- LABBELS-Associate Laboratory, Braga/Guimarães, 4806-909 Guimarães, Portugal
| |
Collapse
|
5
|
Adderley J, O'Donoghue F, Doerig C, Davis S. MAPPINGS, a tool for network analysis of large phospho-signalling datasets: application to host erythrocyte response to Plasmodium infection. CURRENT RESEARCH IN MICROBIAL SCIENCES 2022; 3:100149. [PMID: 35909628 PMCID: PMC9325900 DOI: 10.1016/j.crmicr.2022.100149] [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: 10/27/2021] [Revised: 05/12/2022] [Accepted: 06/20/2022] [Indexed: 11/17/2022] Open
Abstract
The complexity of signal transduction networks in eukaryotic cells, superimposed to very large datasets generated by “omics” approaches (notably phosphor-proteomics), calls for tools to identify pathways that are mobilised under specific conditions, including infection by intracellular pathogens. This has become a bottleneck in various biology fields, from cancer through developmental biology to infectious diseases. We developed MAPPINGS, a computational tool to extract meaning from large phosphosignalling datasets, and used it to analyse host erythrocyte response to infection with malaria parasites, leading to the identification of host cell pathways that are activated by Plasmodium. MAPPINGS uses random walks to identify chains of phosphorylation events occurring much more or much less frequently than expected, and highlights pathways of phosphorylation that work synergistically, providing a rapid interpretation of the most critical pathways in any phosphosiganlling dataset.
Large datasets of phosphorylation interactions are constantly being generated, but deciphering the complex network structure hidden in these datasets remains challenging. Many phosphorylation interactions occurring in human cells have been identified and constitute the basis for the known phosphorylation interaction network. We overlayed onto this network phosphorylation datasets obtained from an antibody microarray approach aimed at determining changes in phospho-signalling of host erythrocytes, during infection with the malaria parasite Plasmodium falciparum. We designed a pathway analysis tool denoted MAPPINGS that uses random walks to identify chains of phosphorylation events occurring much more or much less frequently than expected. MAPPINGS highlights pathways of phosphorylation that work synergistically, providing a rapid interpretation of the most critical pathways in each dataset. MAPPINGS confirmed several signalling interactions previously shown to be modulated by infection, and revealed additional interactions which could form the basis of numerous future studies. The MAPPINGS analysis strategy described here is widely applicable to comparative phosphorylation datasets in any context, such as response of cells to infection, treatment, or comparison between differentiation stages of any cellular population.
Collapse
Affiliation(s)
- Jack Adderley
- School of Health and Biomedical Sciences, RMIT University, Bundoora VIC 3083, Australia
- Corresponding authors.
| | - Finn O'Donoghue
- School of Science, RMIT University, Melbourne, VIC 3053, Australia
| | - Christian Doerig
- School of Health and Biomedical Sciences, RMIT University, Bundoora VIC 3083, Australia
- Corresponding authors.
| | - Stephen Davis
- School of Science, RMIT University, Melbourne, VIC 3053, Australia
| |
Collapse
|
6
|
Kara D, Deissler RJ, Al Helo R, Blasinsky K, Grimberg BT, Brown R. An ON-OFF Magneto-Optical Probe of Anisotropic Biofluid Crystals: A β-Hematin Case Study. IEEE TRANSACTIONS ON MAGNETICS 2021; 57:5200211. [PMID: 35813117 PMCID: PMC9268508 DOI: 10.1109/tmag.2021.3096046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
We have designed, developed and evaluated an innovative portable magneto-optical detector (MOD) in which a light beam with variable polarization passes through a fluid sample immersed in a variable magnetic field. The light intensity is measured downstream along the forward scattering direction. The field is turned on and off through the in-and-out motion of nearby permanent magnets. As a result, for sufficiently magnetically and optically anisotropic samples, the optical absorption is sensitive to changes in the light polarization. Both detection and characterization applications are therefore available. For instance, both the degree of malaria infection can be measured and hemozoin crystalline properties can be studied. We present experimental results for synthetic hemozoin, and describe them in terms of the basic physics and chemistry underlying the correlations of the directions of the external magnetic field and the light beam polarization. We connect this work to a commercialized product for malaria detection and compare it to other magneto-optical instruments and methods. We conduct tests of absorption parameters, the electric polarizability tensor, and we discuss the connection to magnetic and electric dipole moments.
Collapse
Affiliation(s)
- Danielle Kara
- Department of Physics, John Carroll University, University Heights, OH, 44118, USA
| | - Robert J. Deissler
- Department of Physics, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Rose Al Helo
- Department of Physics, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Kyle Blasinsky
- Department of Physics, John Carroll University, University Heights, OH, 44118, USA
| | - Brian T. Grimberg
- Center for Global Health & Diseases, Department of Pathology, Case, Western Reserve University, Cleveland, OH 44106, USA
| | - Robert Brown
- Department of Physics, Case Western Reserve University, Cleveland, OH, 44106, USA
| |
Collapse
|
7
|
Birczyńska-Zych M, Czepiel J, Łabanowska M, Kurdziel M, Biesiada G, Kozicki M, Garlicki A, Wesełucha-Birczyńska A. The aging of P. falciparum infected RBCs by 2D-correlation Raman and EPR spectroscopy. J Mol Struct 2021. [DOI: 10.1016/j.molstruc.2020.129036] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
|
8
|
On-Chip Selective Capture and Detection of Magnetic Fingerprints of Malaria. SENSORS 2020; 20:s20174972. [PMID: 32887406 PMCID: PMC7506695 DOI: 10.3390/s20174972] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 08/07/2020] [Accepted: 08/10/2020] [Indexed: 12/03/2022]
Abstract
The development of innovative diagnostic tests is fundamental in the route towards malaria eradication. Here, we discuss the sorting capabilities of an innovative test for malaria which allows the quantitative and rapid detection of all malaria species. The physical concept of the test exploits the paramagnetic property of infected erythrocytes and hemozoin crystals, the magnetic fingerprints of malaria common to all species, which allows them to undergo a selective magnetophoretic separation driven by a magnetic field gradient in competition with gravity. Upon separation, corpuscles concentrate at the surface of a silicon microchip where interdigitated electrodes are placed in close proximity to magnetic concentrators. The impedance variation proportional to the amount of attracted particles is then measured. The capability of our test to perform the selective detection of infected erythrocytes and hemozoin crystals has been tested by means of capture experiments on treated bovine red blood cells, mimicking the behavior of malaria-infected ones, and suspensions of synthetic hemozoin crystals. Different configuration angles of the chip with respect to gravity force and different thicknesses of the microfluidic chamber containing the blood sample have been investigated experimentally and by multiphysics simulations. In the paper, we describe the optimum conditions leading to maximum sensitivity and specificity of the test.
Collapse
|
9
|
Traore O, Compaore M, Okusa P, Hubinon F, Duez P, Blankert B, Kindrebeogo M. Development and validation of an original magneto-chromatography device for the whole blood determination of hemozoin, the paramagnetic malaria pigment. Microchem J 2020. [DOI: 10.1016/j.microc.2020.105043] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
|
10
|
Dziekan JM, Wirjanata G, Dai L, Go KD, Yu H, Lim YT, Chen L, Wang LC, Puspita B, Prabhu N, Sobota RM, Nordlund P, Bozdech Z. Cellular thermal shift assay for the identification of drug-target interactions in the Plasmodium falciparum proteome. Nat Protoc 2020; 15:1881-1921. [PMID: 32341577 DOI: 10.1038/s41596-020-0310-z] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Accepted: 01/13/2020] [Indexed: 02/06/2023]
Abstract
Despite decades of research, little is known about the cellular targets and the mode of action of the vast majority of antimalarial drugs. We recently demonstrated that the cellular thermal shift assay (CETSA) protocol in its two variants: the melt curve and the isothermal dose-response, represents a comprehensive strategy for the identification of antimalarial drug targets. CETSA enables proteome-wide target screening for unmodified antimalarial compounds with undetermined mechanisms of action, providing quantitative evidence about direct drug-protein interactions. The experimental workflow involves treatment of P. falciparum-infected erythrocytes with a compound of interest, heat exposure to denature proteins, soluble protein isolation, enzymatic digestion, peptide labeling with tandem mass tags, offline fractionation, and liquid chromatography-tandem mass spectrometry analysis. Methodological optimizations necessary for the analysis of this intracellular parasite are discussed, including enrichment of parasitized cells and hemoglobin depletion strategies to overcome high hemoglobin abundance in the host red blood cells. We outline an effective data processing workflow using the mineCETSA R package, which enables prioritization of drug-target candidates for follow-up studies. The entire protocol can be completed within 2 weeks.
Collapse
Affiliation(s)
- Jerzy Michal Dziekan
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Grennady Wirjanata
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Lingyun Dai
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore.,The Second Clinical Medical College of Jinan University, First Affiliated Hospital of Southern University of Science and Technology, Shenzhen People's Hospital, Shenzhen, China
| | - Ka Diam Go
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Han Yu
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Yan Ting Lim
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,Functional Proteomics Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Liyan Chen
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,Functional Proteomics Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Loo Chien Wang
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,Functional Proteomics Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Brenda Puspita
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Nayana Prabhu
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Radoslaw M Sobota
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. .,Functional Proteomics Laboratory, Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
| | - Pär Nordlund
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore. .,Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. .,Department of Oncology and Pathology, Karolinska Institutet, Stockholm, Sweden.
| | - Zbynek Bozdech
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore.
| |
Collapse
|
11
|
Voronin DV, Kozlova AA, Verkhovskii RA, Ermakov AV, Makarkin MA, Inozemtseva OA, Bratashov DN. Detection of Rare Objects by Flow Cytometry: Imaging, Cell Sorting, and Deep Learning Approaches. Int J Mol Sci 2020; 21:E2323. [PMID: 32230871 PMCID: PMC7177904 DOI: 10.3390/ijms21072323] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 02/25/2020] [Accepted: 03/25/2020] [Indexed: 12/14/2022] Open
Abstract
Flow cytometry nowadays is among the main working instruments in modern biology paving the way for clinics to provide early, quick, and reliable diagnostics of many blood-related diseases. The major problem for clinical applications is the detection of rare pathogenic objects in patient blood. These objects can be circulating tumor cells, very rare during the early stages of cancer development, various microorganisms and parasites in the blood during acute blood infections. All of these rare diagnostic objects can be detected and identified very rapidly to save a patient's life. This review outlines the main techniques of visualization of rare objects in the blood flow, methods for extraction of such objects from the blood flow for further investigations and new approaches to identify the objects automatically with the modern deep learning methods.
Collapse
Affiliation(s)
- Denis V. Voronin
- Laboratory of Biomedical Photoacoustics, Saratov State University, 410012 Saratov, Russia
- Department of Physical and Colloid Chemistry, National University of Oil and Gas (Gubkin University), 119991 Moscow, Russia
| | - Anastasiia A. Kozlova
- Laboratory of Biomedical Photoacoustics, Saratov State University, 410012 Saratov, Russia
| | - Roman A. Verkhovskii
- Laboratory of Biomedical Photoacoustics, Saratov State University, 410012 Saratov, Russia
- School of Urbanistics, Civil Engineering and Architecture, Yuri Gagarin State Technical University of Saratov, 410054 Saratov, Russia
| | - Alexey V. Ermakov
- Laboratory of Biomedical Photoacoustics, Saratov State University, 410012 Saratov, Russia
- Department of Biomedical Engineering, I. M. Sechenov First Moscow State Medical University, 119991 Moscow, Russia
| | - Mikhail A. Makarkin
- Laboratory of Biomedical Photoacoustics, Saratov State University, 410012 Saratov, Russia
| | - Olga A. Inozemtseva
- Laboratory of Biomedical Photoacoustics, Saratov State University, 410012 Saratov, Russia
| | - Daniil N. Bratashov
- Laboratory of Biomedical Photoacoustics, Saratov State University, 410012 Saratov, Russia
| |
Collapse
|
12
|
Fescenko I, Laraoui A, Smits J, Mosavian N, Kehayias P, Seto J, Bougas L, Jarmola A, Acosta VM. Diamond Magnetic Microscopy of Malarial Hemozoin Nanocrystals. PHYSICAL REVIEW APPLIED 2019; 11:034029. [PMID: 31245433 PMCID: PMC6594715 DOI: 10.1103/physrevapplied.11.034029] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
Magnetic microscopy of malarial hemozoin nanocrystals is performed by optically detected magnetic resonance imaging of near-surface diamond nitrogen-vacancy centers. Hemozoin crystals are extracted from Plasmodium falciparum-infected human blood cells and studied alongside synthetic hemozoin crystals. The stray magnetic fields produced by individual crystals are imaged at room temperature as a function of the applied field up to 350 mT. More than 100 nanocrystals are analyzed, revealing the distribution of their magnetic properties. Most crystals (96%) exhibit a linear dependence of the stray-field magnitude on the applied field, confirming hemozoin's paramagnetic nature. A volume magnetic susceptibility of 3.4 × 10-4 is inferred with use of a magnetostatic model informed by correlated scanning-electron-microscopy measurements of crystal dimensions. A small fraction of nanoparticles (4/82 for Plasmodium falciparum-produced nanoparticles and 1/41 for synthetic nanoparticles) exhibit a saturation behavior consistent with superparamagnetism. Translation of this platform to the study of living Plasmodium-infected cells may shed new light on hemozoin formation dynamics and their interaction with antimalarial drugs.
Collapse
Affiliation(s)
- Ilja Fescenko
- Center for High Technology Materials and Department of
Physics and Astronomy,University of New Mexico, 1313 Goddard St SE, Albuquerque,
87106 New Mexico, USA
| | - Abdelghani Laraoui
- Center for High Technology Materials and Department of
Physics and Astronomy,University of New Mexico, 1313 Goddard St SE, Albuquerque,
87106 New Mexico, USA
| | - Janis Smits
- Center for High Technology Materials and Department of
Physics and Astronomy,University of New Mexico, 1313 Goddard St SE, Albuquerque,
87106 New Mexico, USA
- Laser Centre of the University of Latvia, Jelgavas street
3, Riga, LV-1004, Latvia
| | - Nazanin Mosavian
- Center for High Technology Materials and Department of
Physics and Astronomy,University of New Mexico, 1313 Goddard St SE, Albuquerque,
87106 New Mexico, USA
| | - Pauli Kehayias
- Center for High Technology Materials and Department of
Physics and Astronomy,University of New Mexico, 1313 Goddard St SE, Albuquerque,
87106 New Mexico, USA
- Department of Physics, Harvard University, 17 Oxford St,
Cambridge, 02138 Massachusetts, USA
| | - Jong Seto
- Department of Bioengineering and Therapeutic Sciences,
School of Medicine, University of California-San Francisco, 1700 4th St, San
Francisco, 94158 California, USA
| | - Lykourgos Bougas
- Johannes Guttenberg University, Saarstraße 21, 55128
Mainz, Germany
| | - Andrey Jarmola
- Department of Physics, University of California, Berkeley,
366 LeConte Hall, Berkeley, 94720 California, USA
- ODMR Technologies Inc., 2041 Tapscott Ave, El Cerrito,
94530 California, USA
| | - Victor M. Acosta
- Center for High Technology Materials and Department of
Physics and Astronomy,University of New Mexico, 1313 Goddard St SE, Albuquerque,
87106 New Mexico, USA
| |
Collapse
|
13
|
Markwalter C, Kantor AG, Moore CP, Richardson KA, Wright DW. Inorganic Complexes and Metal-Based Nanomaterials for Infectious Disease Diagnostics. Chem Rev 2019; 119:1456-1518. [PMID: 30511833 PMCID: PMC6348445 DOI: 10.1021/acs.chemrev.8b00136] [Citation(s) in RCA: 59] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2018] [Indexed: 12/12/2022]
Abstract
Infectious diseases claim millions of lives each year. Robust and accurate diagnostics are essential tools for identifying those who are at risk and in need of treatment in low-resource settings. Inorganic complexes and metal-based nanomaterials continue to drive the development of diagnostic platforms and strategies that enable infectious disease detection in low-resource settings. In this review, we highlight works from the past 20 years in which inorganic chemistry and nanotechnology were implemented in each of the core components that make up a diagnostic test. First, we present how inorganic biomarkers and their properties are leveraged for infectious disease detection. In the following section, we detail metal-based technologies that have been employed for sample preparation and biomarker isolation from sample matrices. We then describe how inorganic- and nanomaterial-based probes have been utilized in point-of-care diagnostics for signal generation. The following section discusses instrumentation for signal readout in resource-limited settings. Next, we highlight the detection of nucleic acids at the point of care as an emerging application of inorganic chemistry. Lastly, we consider the challenges that remain for translation of the aforementioned diagnostic platforms to low-resource settings.
Collapse
Affiliation(s)
| | | | | | | | - David W. Wright
- Department of Chemistry, Vanderbilt
University, Nashville, Tennessee 37235, United States
| |
Collapse
|
14
|
Khmelinskii I, Makarov VI. EPR hyperthermia of S. cerevisiae using superparamagnetic Fe 3O 4 nanoparticles. J Therm Biol 2018; 77:55-61. [PMID: 30196899 DOI: 10.1016/j.jtherbio.2018.08.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2018] [Revised: 07/22/2018] [Accepted: 08/06/2018] [Indexed: 11/24/2022]
Abstract
Presently we communicate a newly developed method of resonant radiofrequency heating, applicable in hyperthermal therapy. This method uses electron paramagnetic resonance (EPR) to transform the electromagnetic field energy into heat. We report the growth dynamics of the S. cerevisiae yeast cells exposed to EPR heating with superparamagnetic magnetite (Fe3O4) nanoparticles, with only 4% of yeast cells surviving hyperthermia. Given that EPR functions independently of type of the biologic species exposed, and produces spatially localized heating in conjunction with MRI hardware, it may be used in hyperthermal therapy of cancer and other diseases.
Collapse
Affiliation(s)
- I Khmelinskii
- Universidade do Algarve, FCT, DQF and CEOT, 8005-139 Faro, Portugal
| | - V I Makarov
- Department of Physics, University of Puerto Rico, Rio Piedras, PO Box 23343, San Juan, PR 00931-3343, USA.
| |
Collapse
|
15
|
Biomimetic magnetoelectric nanocrystals synthesized by polymerization of heme as advanced nanomaterials for biosensing application. Biosens Bioelectron 2018; 114:1-9. [DOI: 10.1016/j.bios.2018.05.007] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Revised: 04/19/2018] [Accepted: 05/06/2018] [Indexed: 12/26/2022]
|
16
|
McBirney SE, Chen D, Scholtz A, Ameri H, Armani AM. Rapid Diagnostic for Point-of-Care Malaria Screening. ACS Sens 2018; 3:1264-1270. [PMID: 29781606 DOI: 10.1021/acssensors.8b00269] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Despite significant success in therapeutic development, malaria remains a widespread and deadly infectious disease in the developing world. Given the nearly 100% efficacy of current malaria therapeutics, the primary barrier to eradication is lack of early diagnosis of the infected population. However, there are multiple strains of malaria. Although significant efforts and resources have been invested in developing antibody-based diagnostic methods for Plasmodium falciparum, a rapid and easy to use screening method capable of detecting all malaria strains has not been realized. Yet, until the entire malaria-infected population receives treatment, the disease will continue to impact society. Here, we report the development of a portable, magneto-optic technology for early stage malaria diagnosis based on the detection of the malaria pigment, hemozoin. Using β-hematin, a hemozoin mimic, we demonstrate detection limits of <0.0081 μg/mL in 500 μL of whole rabbit blood with no additional reagents required. This level corresponds to <26 parasites/μL, a full order of magnitude below clinical relevance and comparable to or less than existing technologies.
Collapse
Affiliation(s)
| | | | - Alexis Scholtz
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, Maryland 21218, United States
| | - Hossein Ameri
- USC Roski Eye Institute, Department of Ophthalmology, Keck School of Medicine of the University of Southern California, Los Angeles, California 90033, United States
| | | |
Collapse
|
17
|
Gossuin Y, Okusa Ndjolo P, Vuong QL, Duez P. NMR relaxation properties of the synthetic malaria pigment β-hematin. Sci Rep 2017; 7:14557. [PMID: 29109553 PMCID: PMC5674059 DOI: 10.1038/s41598-017-15238-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2017] [Accepted: 10/24/2017] [Indexed: 11/23/2022] Open
Abstract
200 million patients suffer from malaria, a parasitic disease caused by protozoans of the genus Plasmodium. Reliable diagnosis is crucial since it allows the early detection of the disease. The development of rapid, sensitive and low-cost diagnosis tools is an important research area. Different studies focused on the detection of hemozoin, a major by-product of hemoglobin detoxification by the parasite. Hemozoin and its synthetic analog, β-hematin, form paramagnetic crystals. A new detection method of malaria takes advantage of the paramagnetism of hemozoin through the effect that such magnetic crystals have on Nuclear Magnetic Resonance (NMR) relaxation of water protons. Indeed, magnetic microparticles cause a shortening of the relaxation times. In this work, the magnetic properties of two types of β-hematin are assessed at different temperatures and magnetic fields. The pure paramagnetism of β-hematin is confirmed. The NMR relaxation of β–hematin suspensions is also studied at different magnetic fields and for different echo-times. Our results help to identify the best conditions for β–hematin detection by NMR: T2 must be selected, at large magnetic fields and for long echo-times. However, the effect of β-hematin on relaxation does not seem large enough to achieve accurate detection of malaria without any preliminary sample preparation, as microcentrifugation.
Collapse
Affiliation(s)
- Yves Gossuin
- Biomedical Physics Unit UMONS, 25 avenue Maistriau, Mons, 7000, Belgium.
| | - Philippe Okusa Ndjolo
- Therapeutic Chemistry and Pharmacognosy UMONS, 25 avenue Maistriau, Mons, 7000, Belgium
| | - Quoc Lam Vuong
- Biomedical Physics Unit UMONS, 25 avenue Maistriau, Mons, 7000, Belgium
| | - Pierre Duez
- Therapeutic Chemistry and Pharmacognosy UMONS, 25 avenue Maistriau, Mons, 7000, Belgium
| |
Collapse
|