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Lévi-Strauss T, Tortorici B, Lopez O, Viau P, Ouizeman DJ, Schall B, Adhoute X, Humbert O, Chevallier P, Gual P, Fillatre L, Anty R. Radiomics, a Promising New Discipline: Example of Hepatocellular Carcinoma. Diagnostics (Basel) 2023; 13:diagnostics13071303. [PMID: 37046521 PMCID: PMC10093101 DOI: 10.3390/diagnostics13071303] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 03/23/2023] [Accepted: 03/27/2023] [Indexed: 04/03/2023] Open
Abstract
Radiomics is a discipline that involves studying medical images through their digital data. Using “artificial intelligence” algorithms, radiomics utilizes quantitative and high-throughput analysis of an image’s textural richness to obtain relevant information for clinicians, from diagnosis assistance to therapeutic guidance. Exploitation of these data could allow for a more detailed characterization of each phenotype, for each patient, making radiomics a new biomarker of interest, highly promising in the era of precision medicine. Moreover, radiomics is non-invasive, cost-effective, and easily reproducible in time. In the field of oncology, it performs an analysis of the entire tumor, which is impossible with a single biopsy but is essential for understanding the tumor’s heterogeneity and is known to be closely related to prognosis. However, current results are sometimes less accurate than expected and often require the addition of non-radiomics data to create a performing model. To highlight the strengths and weaknesses of this new technology, we take the example of hepatocellular carcinoma and show how radiomics could facilitate its diagnosis in difficult cases, predict certain histological features, and estimate treatment response, whether medical or surgical.
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Affiliation(s)
- Thomas Lévi-Strauss
- Hepatology Unit, University Hospital of Nice, 151 Route de Saint Antoine de Ginestière, 06200 Nice, France; (T.L.-S.)
| | - Bettina Tortorici
- Department of Diagnosis and Interventional Imaging, University Hospital of Nice, 151 Route de Saint Antoine de Ginestière, 06200 Nice, France
| | - Olivier Lopez
- Department of Diagnosis and Interventional Imaging, University Hospital of Nice, 151 Route de Saint Antoine de Ginestière, 06200 Nice, France
| | - Philippe Viau
- Department of Nuclear Medicine, University Hospital of Nice, 151 Route de Saint Antoine de Ginestière, 06200 Nice, France
| | - Dann J. Ouizeman
- Hepatology Unit, University Hospital of Nice, 151 Route de Saint Antoine de Ginestière, 06200 Nice, France; (T.L.-S.)
| | | | - Xavier Adhoute
- Saint Joseph Hospital, 26 Bd de Louvain, 13008 Marseille, France
| | - Olivier Humbert
- Centre Antoine-Lacassagne, Department of Nuclear Medicine, 33 Av. de Valombrose, 06100 Nice, France
- TIRO-UMR E 4320, Université Côte d’Azur, 06000 Nice, France
| | - Patrick Chevallier
- Department of Diagnosis and Interventional Imaging, University Hospital of Nice, 151 Route de Saint Antoine de Ginestière, 06200 Nice, France
| | - Philippe Gual
- INSERM, U1065, C3M, Université Côte d’Azur, 06000 Nice, France
- Correspondence: (P.G.); (R.A.)
| | | | - Rodolphe Anty
- Hepatology Unit, University Hospital of Nice, 151 Route de Saint Antoine de Ginestière, 06200 Nice, France; (T.L.-S.)
- INSERM, U1065, C3M, Université Côte d’Azur, 06000 Nice, France
- Correspondence: (P.G.); (R.A.)
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Jackle P, Nittenwilm U, Steffens G, Wagner S, Schall B, Masoud N. [Alfred Gysi--a pioneer in dentistry and dental technology]. Dent Labor (Munch) 1982; 30:1153-61. [PMID: 6761170] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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Abstract
Two patients with clinically mild congenital myopathies presented with chronic respiratory failure. Muscle weakness alone could not account for the respiratory insufficiency since static respiratory pressures were not markedly impaired, ventilation during exercise was normal, and daytime ventilation was normal if ventilatory assistance was provided at night. The ventilatory responses to inhaled carbon dioxide were very low, suggesting that impairment of the central nervous respiratory chemoreceptor contributed to hypoventilation. These patients and others described in the literature suggest that central depression of ventilation may occur more frequently than previously recognized in patients with muscular disorders. Patients with chronic respiratory failure due to central depression of respiratory drive can be effectively managed by assisted ventilation at night.
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