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Orava H, Paakkari P, Jäntti J, Honkanen MKM, Honkanen JTJ, Virén T, Joenathan A, Tanska P, Korhonen RK, Grinstaff MW, Töyräs J, Mäkelä JTA. Triple contrast computed tomography reveals site-specific biomechanical differences in the human knee joint-A proof of concept study. J Orthop Res 2024; 42:415-424. [PMID: 37593815 DOI: 10.1002/jor.25683] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Revised: 07/05/2023] [Accepted: 08/14/2023] [Indexed: 08/19/2023]
Abstract
Cartilage and synovial fluid are challenging to observe separately in native computed tomography (CT). We report the use of triple contrast agent (bismuth nanoparticles [BiNPs], CA4+, and gadoteridol) to image and segment cartilage in cadaveric knee joints with a clinical CT scanner. We hypothesize that BiNPs will remain in synovial fluid while the CA4+ and gadoteridol will diffuse into cartilage, allowing (1) segmentation of cartilage, and (2) evaluation of cartilage biomechanical properties based on contrast agent concentrations. To investigate these hypotheses, triple contrast agent was injected into both knee joints of a cadaver (N = 1), imaged with a clinical CT at multiple timepoints during the contrast agent diffusion. Knee joints were extracted, imaged with micro-CT (µCT), and biomechanical properties of the cartilage surface were determined by stress-relaxation mapping. Cartilage was segmented and contrast agent concentrations (CA4+ and gadoteridol) were compared with the biomechanical properties at multiple locations (n = 185). Spearman's correlation between cartilage thickness from clinical CT and reference µCT images verifies successful and reliable segmentation. CA4+ concentration is significantly higher in femoral than in tibial cartilage at 60 min and further timepoints, which corresponds to the higher Young's modulus observed in femoral cartilage. In this pilot study, we show that (1) large BiNPs do not diffuse into cartilage, facilitating straightforward segmentation of human knee joint cartilage in a clinical setting, and (2) CA4+ concentration in cartilage reflects the biomechanical differences between femoral and tibial cartilage. Thus, the triple contrast agent CT shows potential in cartilage morphology and condition estimation in clinical CT.
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Affiliation(s)
- Heta Orava
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
- Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland
| | - Petri Paakkari
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
- Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland
| | - Jiri Jäntti
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
- Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland
| | - Miitu K M Honkanen
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
- Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland
| | | | - Tuomas Virén
- Center of Oncology, Kuopio University Hospital, Kuopio, Finland
| | - Anisha Joenathan
- Departments of Biomedical Engineering, Chemistry, and Medicine, Boston University, Boston, Massachusetts, USA
| | - Petri Tanska
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
| | - Rami K Korhonen
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
| | - Mark W Grinstaff
- Departments of Biomedical Engineering, Chemistry, and Medicine, Boston University, Boston, Massachusetts, USA
| | - Juha Töyräs
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
- Science Service Center, Kuopio University Hospital, Kuopio, Finland
- School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia
| | - Janne T A Mäkelä
- Department of Technical Physics, University of Eastern Finland, Kuopio, Finland
- Diagnostic Imaging Center, Kuopio University Hospital, Kuopio, Finland
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Scoyni F, Giudice L, Väänänen M, Downes N, Korhonen P, Choo XY, Välimäki N, Mäkinen P, Korvenlaita N, Rozemuller AJ, de Vries HE, Polo J, Turunen TA, Ylä‐Herttuala S, Hansen TB, Grubman A, Kaikkonen MU, Malm T. Alzheimer's disease-induced phagocytic microglia express a specific profile of coding and non-coding RNAs. Alzheimers Dement 2024; 20:954-974. [PMID: 37828821 PMCID: PMC10916983 DOI: 10.1002/alz.13502] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 08/10/2023] [Accepted: 09/19/2023] [Indexed: 10/14/2023]
Abstract
INTRODUCTION Alzheimer's disease (AD) is a neurodegenerative disease and the main cause of dementia in the elderly. AD pathology is characterized by accumulation of microglia around the beta-amyloid (Aβ) plaques which assumes disease-specific transcriptional signatures, as for the disease-associated microglia (DAM). However, the regulators of microglial phagocytosis are still unknown. METHODS We isolated Aβ-laden microglia from the brain of 5xFAD mice for RNA sequencing to characterize the transcriptional signature in phagocytic microglia and to identify the key non-coding RNAs capable of regulating microglial phagocytosis. Through spatial sequencing, we show the transcriptional changes of microglia in the AD mouse brain in relation to Aβ proximity. RESULTS Finally, we show that phagocytic messenger RNAs are regulated by miR-7a-5p, miR-29a-3p and miR-146a-5p microRNAs and segregate the DAM population into phagocytic and non-phagocytic states. DISCUSSION Our study pinpoints key regulators of microglial Aβ clearing capacity suggesting new targets for future therapeutic approaches.
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Affiliation(s)
- Flavia Scoyni
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Luca Giudice
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Mari‐Anna Väänänen
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Nicholas Downes
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Paula Korhonen
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Xin Yi Choo
- Department of Anatomy and Developmental BiologyMonash UniversityClaytonAustralia
- Development and Stem Cells ProgramMonash Biomedicine Discovery InstituteClaytonVictoriaAustralia
- Australian Regenerative Medicine InstituteMonash UniversityClaytonVictoriaAustralia
| | - Nelli‐Noora Välimäki
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Petri Mäkinen
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Nea Korvenlaita
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Annemieke J Rozemuller
- Department of Pathology, Amsterdam UMC, Vrije Universiteit AmsterdamVU University Medical CenterAmsterdamMBthe Netherlands
| | - Helga E de Vries
- Department of Molecular Cell Biology and Immunology, Amsterdam UMC, Vrije Universiteit AmsterdamVU University Medical CenterAmsterdamMBthe Netherlands
| | - Jose Polo
- Department of Anatomy and Developmental BiologyMonash UniversityClaytonAustralia
- Development and Stem Cells ProgramMonash Biomedicine Discovery InstituteClaytonVictoriaAustralia
- Australian Regenerative Medicine InstituteMonash UniversityClaytonVictoriaAustralia
| | - Tiia A Turunen
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Seppo Ylä‐Herttuala
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Thomas B Hansen
- Interdisciplinary Nanoscience CenterDepartment of Molecular Biology and GeneticsAarhus UniversityAarhusDenmark
- Present address:
Targovax ASALysaker1366Norway
| | - Alexandra Grubman
- Department of Anatomy and Developmental BiologyMonash UniversityClaytonAustralia
- Development and Stem Cells ProgramMonash Biomedicine Discovery InstituteClaytonVictoriaAustralia
- Australian Regenerative Medicine InstituteMonash UniversityClaytonVictoriaAustralia
| | - Minna U Kaikkonen
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
| | - Tarja Malm
- A.I.Virtanen Institute for Molecular SciencesUniversity of Eastern FinlandKuopioFinland
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