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Santopolo G, Clemente A, González-Freire M, Russell SM, Vaquer A, Barón E, Aranda M, Socias A, Del Castillo A, Borges M, de la Rica R. Plasma-induced nanoparticle aggregation for stratifying COVID-19 patients according to disease severity. Sens Actuators B Chem 2022; 373:132638. [PMID: 36124254 PMCID: PMC9476366 DOI: 10.1016/j.snb.2022.132638] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 09/06/2022] [Indexed: 06/15/2023]
Abstract
Stratifying patients according to disease severity has been a major hurdle during the COVID-19 pandemic. This usually requires evaluating the levels of several biomarkers, which may be cumbersome when rapid decisions are required. In this manuscript we show that a single nanoparticle aggregation test can be used to distinguish patients that require intensive care from those that have already been discharged from the intensive care unit (ICU). It consists of diluting a platelet-free plasma sample and then adding gold nanoparticles. The nanoparticles aggregate to a larger extent when the samples are obtained from a patient in the ICU. This changes the color of the colloidal suspension, which can be evaluated by measuring the pixel intensity of a photograph. Although the exact factor or combination of factors behind the different aggregation behavior is unknown, control experiments demonstrate that the presence of proteins in the samples is crucial for the test to work. Principal component analysis demonstrates that the test result is highly correlated to biomarkers of prognosis and inflammation that are commonly used to evaluate the severity of COVID-19 patients. The results shown here pave the way to develop nanoparticle aggregation assays that classify COVID-19 patients according to disease severity, which could be useful to de-escalate care safely and make a better use of hospital resources.
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Key Words
- AST, aspartate aminotransferaseALT, alanine aminotransferase
- Alb, albumin
- C1.75, protein concentration 1.75 × 10-4 g·dL-1
- CPImin, protein concentration at PImin
- CRP, C-reactive protein
- Colorimetric
- Creat, creatinine
- D-D, D-dimer
- Ferr, ferritin
- GGT, gamma-glutamyl transferase
- Glu, glucose
- Gold
- Hb, hemoglobin
- ICU, intensive care unit
- INR, international normalized ratio (prothrombin time)
- LDH, lactate dehydrogenase
- LSPR, localized surface plasmon resonance
- MCV, mean corpuscular volume
- MPV, mean platelet volume
- Mono, monocytes
- NIR, near-infrared
- NLR, neutrophil-to-lymphocyte ratio
- NTA, nanoparticle tracking analysis
- PDW, platelet distribution width
- PI, pixel intensity
- PI1.75, pixel intensity at C1.75
- PIdil, pixel intensity at plasma dilution 1:31250
- PImin, minimum value of pixel intensity
- PLR, platelet-to-lymphocyte ratio
- Plasmonic
- RBC, red blood cells
- RDW, red cell distribution width
- SARS-CoV-2
- Sepsis
- TG, triglycerides
- TotProt, total protein concentration
- WBC, white blood cells
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Affiliation(s)
- Giulia Santopolo
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
- University of the Balearic Islands (UIB), Chemistry Department, 07122 Palma, Spain
| | - Antonio Clemente
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
| | - Marta González-Freire
- Translational Research In Aging and Longevity (TRIAL) group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
| | - Steven M Russell
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
| | - Andreu Vaquer
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
- University of the Balearic Islands (UIB), Chemistry Department, 07122 Palma, Spain
| | - Enrique Barón
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
| | - María Aranda
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
- Multidisciplinary Sepsis Unit, ICU, Son Llàtzer University Hospital, 07198 Palma, Spain
| | - Antonia Socias
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
- Multidisciplinary Sepsis Unit, ICU, Son Llàtzer University Hospital, 07198 Palma, Spain
| | - Alberto Del Castillo
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
- Multidisciplinary Sepsis Unit, ICU, Son Llàtzer University Hospital, 07198 Palma, Spain
| | - Marcio Borges
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
- Multidisciplinary Sepsis Unit, ICU, Son Llàtzer University Hospital, 07198 Palma, Spain
| | - Roberto de la Rica
- Multidisciplinary Sepsis Group, Health Research Institute of the Balearic Islands (IdISBa), 07120 Palma, Spain
- CIBER de Enfermedades Infecciosas (CIBERINFEC), 28029 Madrid, Spain
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