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Hong SG, Park SM, Kwon S, Sakthivel H, Nagappa SP, Leem JW, Steinhubl SR, Ngiruwonsanga P, Mangara JLN, Twizere C, Kim YL. Smartphone conjunctiva photography for malaria risk stratification in asymptomatic school age children. NPJ Digit Med 2025; 8:151. [PMID: 40065117 PMCID: PMC11893748 DOI: 10.1038/s41746-025-01548-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2024] [Accepted: 03/02/2025] [Indexed: 03/14/2025] Open
Abstract
Malaria remains a major global health challenge. Although effective control relies on testing all suspected cases, asymptomatic infections in school-age children are frequently overlooked. Advances in retinal imaging and computer vision have enhanced malaria detection. However, noninvasive, point-of-care malaria detection remains unrealized, partly because of the need for specialized equipment. Here we report radiomic analyses of 4302 photographs of the palpebral conjunctiva captured using unmodified smartphone cameras from asymptomatic 405 participants aged 5 to 15 years to predict malaria risk. Our neural network classification model of radiomic features achieves an area under the receiver operating characteristic curve of 0.76 with 95% confidence intervals from 0.68 to 0.84 in distinguishing between malaria-infected and non-infected cases in endemic regions. Photographing the inner eyelid provides the advantages of easy accessibility and direct exposure to the microvasculature. This mobile health approach has the potential for malaria prescreening and managing febrile illness in resource-limited settings.
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Affiliation(s)
- Shaun G Hong
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA
| | - Sang Mok Park
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA
| | - Semin Kwon
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA
| | - Haripriya Sakthivel
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA
| | - Sreeram P Nagappa
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA
| | - Jung Woo Leem
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA
| | - Steven R Steinhubl
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA
- Regenstrief Center for Healthcare Engineering, Purdue University, West Lafayette, IN, USA
| | | | - Jean-Louis N Mangara
- Malaria, Neglected Tropical Diseases and Other Parasitic Diseases Division, Rwanda Biomedical Center, Kigali, Rwanda
| | - Célestin Twizere
- Center of Excellence in Biomedical Engineering and eHealth, University of Rwanda, Kigali, Rwanda
| | - Young L Kim
- Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA.
- Regenstrief Center for Healthcare Engineering, Purdue University, West Lafayette, IN, USA.
- Purdue Institute for Cancer Research, Purdue University, West Lafayette, IN, USA.
- Purdue Quantum Science and Engineering Institute, Purdue University, West Lafayette, IN, USA.
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Gong P, Chen F, Gui Y, Chai Y, Jiang Y. Inflammation-related iron metabolism disorders and anemia in patients with anti-glomerular basement membrane disease without overt bleeding: a case report. World J Emerg Med 2024; 15:505-507. [PMID: 39600810 PMCID: PMC11586152 DOI: 10.5847/wjem.j.1920-8642.2024.086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Accepted: 07/08/2024] [Indexed: 11/29/2024] Open
Affiliation(s)
- Ping Gong
- Department of Emergency, Shenzhen People’s Hospital (Second Clinical Medical College, Jinan University; First Affiliated Hospital, Southern University of Science and Technology), Shenzhen 518020, China
| | - Fang Chen
- Department of Emergency, General Hospital of Tianjin Medical University, Tianjin 300052, China
| | - Yonggang Gui
- Department of Emergency, General Hospital of Tianjin Medical University, Tianjin 300052, China
| | - Yanfen Chai
- Department of Emergency, General Hospital of Tianjin Medical University, Tianjin 300052, China
| | - Yi Jiang
- Department of Emergency, General Hospital of Tianjin Medical University, Tianjin 300052, China
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Schwarz C, Göring J, Grüttner C, Hilger I. Intravenous Injection of PEI-Decorated Iron Oxide Nanoparticles Impacts NF-kappaB Protein Expression in Immunologically Stressed Mice. NANOMATERIALS (BASEL, SWITZERLAND) 2023; 13:3166. [PMID: 38133063 PMCID: PMC10745731 DOI: 10.3390/nano13243166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Revised: 12/01/2023] [Accepted: 12/11/2023] [Indexed: 12/23/2023]
Abstract
Nanoparticle-based formulations are considered valuable tools for diagnostic and treatment purposes. The surface decoration of nanoparticles with polyethyleneimine (PEI) is often used to enhance their targeting and functional properties. Here, we aimed at addressing the long-term fate in vivo and the potential "off-target" effects of PEI decorated iron oxide nanoparticles (PEI-MNPs) in individuals with low-grade and persistent systemic inflammation. For this purpose, we synthesized PEI-MNPs (core-shell method, PEI coating under high pressure homogenization). Further on, we induced a low-grade and persistent inflammation in mice through regular subcutaneous injection of pathogen-associated molecular patterns (PAMPs, from zymosan). PEI-MNPs were injected intravenously. Up to 7 weeks thereafter, the blood parameters were determined via automated fluorescence flow cytometry, animals were euthanized, and the organs analyzed for iron contents (atomic absorption spectrometry) and for expression of NF-κB associated proteins (p65, IκBα, p105/50, p100/52, COX-2, Bcl-2, SDS-PAGE and Western blotting). We observed that the PEI-MNPs had a diameter of 136 nm and a zeta-potential 56.9 mV. After injection in mice, the blood parameters were modified and the iron levels were increased in different organs. Moreover, the liver of animals showed an increased protein expression of canonical NF-κB signaling pathway members early after PEI-MNP application, whereas at the later post-observation time, members of the non-canonical signaling pathway were prominent. We conclude that the synergistic effect between PEI-MNPs and the low-grade and persistent inflammatory state is mainly due to the hepatocytes sensing infection (PAMPs), to immune responses resulting from the intracellular metabolism of the uptaken PEI-MNPs, or to hepatocyte and immune cell communications. Therefore, we suggest a careful assessment of the safety and toxicity of PEI-MNP-based carriers for gene therapy, chemotherapy, and other medical applications not only in healthy individuals but also in those suffering from chronic inflammation.
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Affiliation(s)
- Claudia Schwarz
- Experimental Radiology, Institute of Diagnostic and Interventional Radiology, Jena University Hospital, Friedrich Schiller University Jena, Am Klinikum 1, D-07740 Jena, Germany; (C.S.); (J.G.)
| | - Julia Göring
- Experimental Radiology, Institute of Diagnostic and Interventional Radiology, Jena University Hospital, Friedrich Schiller University Jena, Am Klinikum 1, D-07740 Jena, Germany; (C.S.); (J.G.)
| | - Cordula Grüttner
- Micromod Partikeltechnologie GmbH, Schillingallee 68, D-18057 Rostock, Germany;
| | - Ingrid Hilger
- Micromod Partikeltechnologie GmbH, Schillingallee 68, D-18057 Rostock, Germany;
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Gumanova NG, Gorshkov AU, Bogdanova NL, Korolev AI. Effects of COVID-19 Infection in Healthy Subjects on Cardiac Function and Biomarkers of Oxygen Transport, Blood Coagulation and Inflammation. Viruses 2023; 15:1623. [PMID: 37631966 PMCID: PMC10459398 DOI: 10.3390/v15081623] [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: 06/05/2023] [Revised: 07/19/2023] [Accepted: 07/24/2023] [Indexed: 08/27/2023] Open
Abstract
BACKGROUND The manifestations, severity, and mortality of COVID-19 are considered to be associated with the changes in various hematological parameters and in immunity. Associations of immunoglobulin G antibodies against severe acute respiratory syndrome-linked coronavirus (IgG-SARS)-positive status with cardiac function and hematological and biochemical parameters in apparently health subjects are poorly understood. METHODS The present cross-sectional study included 307 healthy volunteers (24-69 years of age; 44.8 ± 8.6 years; 80.4% men) and was initiated in 2019 before the COVID-19 pandemic. COVID-19 episodes were confirmed by detection of IgG-SARS against SARS-CoV-2 S1 RBD to reveal 70 IgG-SARS-positive and 237 negative participants. Numerous ultrasound characteristics were assessed by echocardiography, and 15 hematological and biochemical parameters were assayed in the blood. Descriptive and comparative analysis was based on the IgG-SARS status of the participants. RESULTS The left ventricular mass index, mitral ratio of peak early to late diastolic filling velocity or flow velocity across the mitral valve, and deceleration time of early mitral inflow were decreased (p < 0.05) in IgG-SARS-positive participants versus those in IgG-SARS-negative participants according to multivariate logistic regression analysis. Erythrocyte sedimentation rate and platelet count were slightly increased, and blood hemoglobin was decreased in IgG-SARS-positive participants compared with those in IgG-SARS-negative participants. CONCLUSIONS LV filling, inflammation, blood coagulation, and hemoglobin appear to be influenced by COVID-19 infection in healthy participants. Our observations contribute to the definition of vulnerabilities in the apparently healthy subjects with long COVID-19. These vulnerabilities may be more severe in patients with certain chronic diseases.
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Affiliation(s)
| | | | - Natalya L. Bogdanova
- National Research Center for Preventive Medicine (NRCPM), Petroverigsky, 10, Building 3, 101990 Moscow, Russia; (N.G.G.); (A.U.G.); (A.I.K.)
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Emmanuel A. Listening to the patient, listening to the data. Clin Med (Lond) 2023; 23:192. [PMID: 37236800 PMCID: PMC11046516 DOI: 10.7861/clinmed.ed.23.3.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
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