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Liggieri F, Chiodaroli E, Pellegrini M, Puuvuori E, Sigfridsson J, Velikyan I, Chiumello D, Ball L, Pelosi P, Stramaglia S, Antoni G, Eriksson O, Perchiazzi G. Regional distribution of mechanical strain and macrophage-associated lung inflammation after ventilator-induced lung injury: an experimental study. Intensive Care Med Exp 2024; 12:77. [PMID: 39225817 PMCID: PMC11371987 DOI: 10.1186/s40635-024-00663-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Accepted: 08/23/2024] [Indexed: 09/04/2024] Open
Abstract
BACKGROUND Alveolar macrophages activation to the pro-inflammatory phenotype M1 is pivotal in the pathophysiology of Ventilator-Induced Lung Injury (VILI). Increased lung strain is a known determinant of VILI, but a direct correspondence between regional lung strain and macrophagic activation remains unestablished. [68Ga]Ga-DOTA-TATE is a Positron Emission Tomography (PET) radiopharmaceutical with a high affinity for somatostatin receptor subtype 2 (SSTR2), which is overexpressed by pro-inflammatory-activated macrophages. Aim of the study was to determine, in a porcine model of VILI, whether mechanical strain correlates topographically with distribution of activated macrophages detected by [68Ga]Ga-DOTA-TATE uptake. METHODS Seven anesthetized pigs underwent VILI, while three served as control. Lung CT scans were acquired at incremental tidal volumes, simultaneously recording lung mechanics. [68Ga]Ga-DOTA-TATE was administered, followed by dynamic PET scans. Custom MatLab scripts generated voxel-by-voxel gas volume and strain maps from CT slices at para-diaphragmatic (Para-D) and mid-thoracic (Mid-T) levels. Analysis of regional Voxel-associated Normal Strain (VoStrain) and [68Ga]Ga-DOTA-TATE uptake was performed and a measure of the statistical correlation between these two variables was quantified using the linear mutual information (LMI) method. RESULTS Compared to controls, the VILI group exhibited statistically significant higher VoStrain and Standardized Uptake Value Ratios (SUVR) both at Para-D and Mid-T levels. Both VoStrain and SUVR increased along the gravitational axis with an increment described by statistically different regression lines between VILI and healthy controls and reaching the peak in the dependent regions of the lung (for strain in VILI vs. control was at Para-D: 760 ± 210 vs. 449 ± 106; at Mid-T level 497 ± 373 vs. 193 ± 160; for SUVR, in VILI vs. control was at Para-D: 2.2 ± 1.3 vs. 1.3 ± 0.1; at Mid-T level 1.3 ± 1.0 vs. 0.6 ± 0.03). LMI in both Para-D and Mid-T was statistically significantly higher in VILI than in controls. CONCLUSIONS In this porcine model of VILI, we found a topographical correlation between lung strain and [68Ga]Ga-DOTA-TATE uptake at voxel level, suggesting that mechanical alteration and specific activation of inflammatory cells are strongly linked in VILI. This study represents the first voxel-by-voxel examination of this relationship in a multi-modal imaging analysis.
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Affiliation(s)
- Francesco Liggieri
- The Hedenstierna Laboratory, Department of Surgical Sciences, Uppsala University, Akademiska Sjukhuset-Ing. 40, Tr. 3, 75185, Uppsala, Sweden
- Dipartimento di Scienze Diagnostiche e Chirurgiche Integrate, UniversitĂ di Genova, Genoa, Italy
| | - Elena Chiodaroli
- The Hedenstierna Laboratory, Department of Surgical Sciences, Uppsala University, Akademiska Sjukhuset-Ing. 40, Tr. 3, 75185, Uppsala, Sweden
- Department of Anesthesia and Intensive Care, ASST Santi Paolo e Carlo, San Paolo University Hospital, Milan, Italy
| | - Mariangela Pellegrini
- The Hedenstierna Laboratory, Department of Surgical Sciences, Uppsala University, Akademiska Sjukhuset-Ing. 40, Tr. 3, 75185, Uppsala, Sweden
- Department of Anesthesia and Intensive Care Medicine, Uppsala University Hospital, Uppsala, Sweden
| | - Emmi Puuvuori
- Science for Life Laboratory, Department of Medicinal Chemistry, Uppsala University, Uppsala, Sweden
| | - Jonathan Sigfridsson
- PET Center, Center for Medical Imaging, Uppsala University Hospital, Uppsala, Sweden
| | - Irina Velikyan
- Science for Life Laboratory, Department of Medicinal Chemistry, Uppsala University, Uppsala, Sweden
| | - Davide Chiumello
- Department of Anesthesia and Intensive Care, ASST Santi Paolo e Carlo, San Paolo University Hospital, Milan, Italy
- Department of Health Sciences, University of Milan, Milan, Italy
- Coordinated Research Center on Respiratory Failure, University of Milan, Milan, Italy
| | - Lorenzo Ball
- Dipartimento di Scienze Diagnostiche e Chirurgiche Integrate, UniversitĂ di Genova, Genoa, Italy
| | - Paolo Pelosi
- Dipartimento di Scienze Diagnostiche e Chirurgiche Integrate, UniversitĂ di Genova, Genoa, Italy
| | - Sebastiano Stramaglia
- Department of Physics, National Institute for Nuclear Physics, University of Bari Aldo Moro, Bari, Italy
| | - Gunnar Antoni
- Science for Life Laboratory, Department of Medicinal Chemistry, Uppsala University, Uppsala, Sweden
- PET Center, Center for Medical Imaging, Uppsala University Hospital, Uppsala, Sweden
| | - Olof Eriksson
- Science for Life Laboratory, Department of Medicinal Chemistry, Uppsala University, Uppsala, Sweden
| | - Gaetano Perchiazzi
- The Hedenstierna Laboratory, Department of Surgical Sciences, Uppsala University, Akademiska Sjukhuset-Ing. 40, Tr. 3, 75185, Uppsala, Sweden.
- Department of Anesthesia and Intensive Care Medicine, Uppsala University Hospital, Uppsala, Sweden.
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Hildebrandt MG, Gerke O, Baun C, Falch K, Hansen JA, Farahani ZA, Petersen H, Larsen LB, Duvnjak S, Buskevica I, Bektas S, Søe K, Jylling AMB, Ewertz M, Alavi A, Høilund-Carlsen PF. [18F]Fluorodeoxyglucose (FDG)-Positron Emission Tomography (PET)/Computed Tomography (CT) in Suspected Recurrent Breast Cancer: A Prospective Comparative Study of Dual-Time-Point FDG-PET/CT, Contrast-Enhanced CT, and Bone Scintigraphy. J Clin Oncol 2016; 34:1889-97. [PMID: 27001573 DOI: 10.1200/jco.2015.63.5185] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
PURPOSE To prospectively investigate the diagnostic accuracy of [(18)F]fluorodeoxyglucose (FDG)-positron emission tomography (PET)/computed tomography (CT) with dual-time-point imaging, contrast-enhanced CT (ceCT), and bone scintigraphy (BS) in patients with suspected breast cancer recurrence. PATIENTS AND METHODS One hundred women with suspected recurrence of breast cancer underwent 1-hour and 3-hour FDG-PET/CT, ceCT, and BS within approximately 10 days. The study was powered to estimate the precision of the individual imaging tests. Images were visually interpreted using a four-point assessment scale, and readers were blinded to other test results. The reference standard was biopsy along with treatment decisions and clinical follow-up (median, 17 months). RESULTS FDG-PET/CT resulted in no false negatives and fewer false positives than the other imaging techniques. Accuracy of results were similar for 1-hour and 3-hour FDG-PET/CT. For distant recurrence, the area under the receiver operating curve was 0.99 (95% CI, 0.97 to 1) for FDG-PET/CT, 0.84 (95% CI, 0.73 to 0.94) for ceCT, and 0.86 (95% CI, 0.77 to 0.94) for the combined ceCT+BS. Of 100 patients, 22 (22%) were verified with distant recurrence, and 18 of these had bone involvement. Nineteen patients (19%) had local recurrence only. In exploratory analyses, diagnostic accuracy of FDG-PET/CT was better than ceCT alone or ceCT combined with BS in diagnosing distant, bone, and local recurrence, shown by a greater area under the receiver operating curve and higher sensitivity, specificity, and superior likelihood ratios. CONCLUSION FDG-PET/CT was accurate in diagnosing recurrence in breast cancer patients. It allowed for distant recurrence to be correctly ruled out and resulted in only a small number of false-positive cases. Exploratory findings suggest that FDG-PET/CT has greater accuracy than conventional imaging technologies in this patient group.
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Affiliation(s)
- Malene Grubbe Hildebrandt
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA.
| | - Oke Gerke
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Christina Baun
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Kirsten Falch
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Jeanette Ansholm Hansen
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Ziba Ahangarani Farahani
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Henrik Petersen
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Lisbet Brønsro Larsen
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Sandra Duvnjak
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Inguna Buskevica
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Selma Bektas
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Katrine Søe
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Anne Marie Bak Jylling
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Marianne Ewertz
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Abass Alavi
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
| | - Poul Flemming Høilund-Carlsen
- Malene Grubbe Hildebrandt, Oke Gerke, Christina Baun, Kirsten Falch, Jeanette Ansholm Hansen, Ziba Ahangarani Farahani, Henrik Petersen, Lisbet Brønsro Larsen, Sandra Duvnjak, Inguna Buskevica, Selma Bektas, Katrine Søe, Anne Marie Bak Jylling, Marianne Ewertz, and Poul Flemming Høilund-Carlsen, Odense University Hospital; Oke Gerke and Marianne Ewertz, University of Southern Denmark, Odense, Denmark; and Abass Alavi, University of Pennsylvania, Philadelphia, PA
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