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Feldt-Rasmussen U, Bolanowski M, Zhang SL, Yu Y, Witek P, Kalra P, Kietsiriroje N, Piacentini A, Pedroncelli AM, Samson SL. Predictive factors and the management of hyperglycemia in patients with acromegaly and Cushing's disease receiving pasireotide treatment: post hoc analyses from the SOM230B2219 study. Front Endocrinol (Lausanne) 2024; 15:1250822. [PMID: 38577574 PMCID: PMC10993249 DOI: 10.3389/fendo.2024.1250822] [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] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 02/12/2024] [Indexed: 04/06/2024] Open
Abstract
Introduction Pasireotide, a somatostatin receptor ligand, is approved for treating acromegaly and Cushing's disease (CD). Hyperglycemia during treatment can occur because of the drug's mechanism of action, although treatment discontinuation is rarely required. The prospective, randomized, Phase IV SOM230B2219 (NCT02060383) trial was designed to assess optimal management of pasireotide-associated hyperglycemia. Here, we investigated predictive factors for requiring antihyperglycemic medication during pasireotide treatment. Methods Participants with acromegaly or CD initiated long-acting pasireotide 40 mg/28 days intramuscularly (acromegaly) or pasireotide 600 μg subcutaneously twice daily during pre-randomization (≤16 weeks). Those who did not need antihyperglycemic medication, were managed with metformin, or received insulin from baseline entered an observational arm ending at 16 weeks. Those who required additional/alternative antihyperglycemic medication to metformin were randomized to incretin-based therapy or insulin for an additional 16 weeks. Logistic-regression analyses evaluated quantitative and qualitative factors for requiring antihyperglycemic medication during pre-randomization. Results Of 190 participants with acromegaly and 59 with CD, 88 and 15, respectively, did not need antihyperglycemic medication; most were aged <40 years (acromegaly 62.5%, CD 86.7%), with baseline glycated hemoglobin (HbA1c) <6.5% (<48 mmol/mol; acromegaly 98.9%, CD 100%) and fasting plasma glucose (FPG) <100 mg/dL (<5.6 mmol/L; acromegaly 76.1%, CD 100%). By logistic regression, increasing baseline HbA1c (odds ratio [OR] 3.6; P=0.0162) and FPG (OR 1.0; P=0.0472) and history of diabetes/pre-diabetes (OR 3.0; P=0.0221) predicted receipt of antihyperglycemic medication in acromegaly participants; increasing baseline HbA1c (OR 12.6; P=0.0276) was also predictive in CD participants. Investigator-reported hyperglycemia-related adverse events were recorded in 47.9% and 54.2% of acromegaly and CD participants, respectively, mainly those with diabetes/pre-diabetes. Conclusion Increasing age, HbA1c, and FPG and pre-diabetes/diabetes were associated with increased likelihood of requiring antihyperglycemic medication during pasireotide treatment. These risk factors may be used to identify those who need more vigilant monitoring to optimize outcomes during pasireotide treatment.
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Affiliation(s)
- Ulla Feldt-Rasmussen
- Department of Medical Endocrinology and Metabolism, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark
- Institute of Clinical Medicine, Faculty of Health and Medical Sciences, Copenhagen University, Copenhagen, Denmark
| | - Marek Bolanowski
- Department of Endocrinology, Diabetes and Isotope Therapy, Wroclaw Medical University, Wroclaw, Poland
| | - Shao-Ling Zhang
- Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Yerong Yu
- West China Hospital, Sichuan University, Chengdu, China
| | - Przemysław Witek
- Department of Internal Medicine, Endocrinology and Diabetes, Medical University of Warsaw, Warsaw, Poland
| | - Pramila Kalra
- Department of Endocrinology, MS Ramaiah Medical College and Hospitals, Bengaluru, India
| | - Noppadol Kietsiriroje
- Endocrinology and Metabolism Unit, Internal Medicine Department, Faculty of Medicine, Prince of Songkla University, Songkhla, Thailand
| | | | | | - Susan L. Samson
- Departments of Medicine and Neurologic Surgery, Mayo Clinic, Jacksonville, FL, United States
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Schöne N, Kemper M, Menck K, Evers G, Krekeler C, Schulze AB, Lenz G, Wardelmann E, Binder C, Bleckmann A. PD-L1 on large extracellular vesicles is a predictive biomarker for therapy response in tissue PD-L1-low and -negative patients with non-small cell lung cancer. J Extracell Vesicles 2024; 13:e12418. [PMID: 38453684 PMCID: PMC10920108 DOI: 10.1002/jev2.12418] [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] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 10/24/2023] [Accepted: 02/07/2024] [Indexed: 03/09/2024] Open
Abstract
Immunotherapy has revolutionized the treatment of patients with non-small cell lung cancer (NSCLC). High expression of tissue PD-L1 (tPD-L1) is currently the only approved biomarker for predicting treatment response. However, even tPD-L1 low (1-49%) and absent (<1%) patients might benefit from immunotherapy but, to date, there is no reliable biomarker, that can predict response in this particular patient subgroup. This study aimed to test whether tumour-associated extracellular vesicles (EVs) could fill this gap. Using NSCLC cell lines, we identified a panel of tumour-related antigens that were enriched on large EVs (lEVs) compared to smaller EVs. The levels of lEVs carrying these antigens were significantly elevated in plasma of NSCLC patients (n = 108) and discriminated them from controls (n = 77). Among the tested antigens, we focused on programmed cell death ligand 1 (PD-L1), which is a well-known direct target for immunotherapy. In plasma lEVs, PD-L1 was mainly found on a population of CD45- /CD62P+ lEVs and thus seemed to be associated with platelet-derived vesicles. Patients with high baseline levels of PD-L1+ lEVs in blood showed a significantly better response to immunotherapy and prolonged survival. This was particularly true in the subgroup of NSCLC patients with low or absent tPD-L1 expression, thus identifying PD-L1-positive lEVs in plasma as a novel predictive and prognostic marker for immunotherapy.
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Affiliation(s)
- Nadja Schöne
- University of Münster, Department of Medicine A, Hematology, Oncology, and PneumologyMünsterGermany
- University Hospital Münster, West German Cancer CenterMünsterGermany
| | - Marcel Kemper
- University of Münster, Department of Medicine A, Hematology, Oncology, and PneumologyMünsterGermany
- University Hospital Münster, West German Cancer CenterMünsterGermany
| | - Kerstin Menck
- University of Münster, Department of Medicine A, Hematology, Oncology, and PneumologyMünsterGermany
- University Hospital Münster, West German Cancer CenterMünsterGermany
| | - Georg Evers
- University of Münster, Department of Medicine A, Hematology, Oncology, and PneumologyMünsterGermany
- University Hospital Münster, West German Cancer CenterMünsterGermany
| | - Carolin Krekeler
- University of Münster, Department of Medicine A, Hematology, Oncology, and PneumologyMünsterGermany
- University Hospital Münster, West German Cancer CenterMünsterGermany
| | - Arik Bernard Schulze
- University of Münster, Department of Medicine A, Hematology, Oncology, and PneumologyMünsterGermany
- University Hospital Münster, West German Cancer CenterMünsterGermany
| | - Georg Lenz
- University of Münster, Department of Medicine A, Hematology, Oncology, and PneumologyMünsterGermany
| | - Eva Wardelmann
- University of Münster, Gerhard‐Domagk‐Institute of PathologyMünsterGermany
| | - Claudia Binder
- University Medicine Göttingen, Clinic for Hematology/Medical OncologyGöttingenGermany
| | - Annalen Bleckmann
- University of Münster, Department of Medicine A, Hematology, Oncology, and PneumologyMünsterGermany
- University Hospital Münster, West German Cancer CenterMünsterGermany
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Hamatani Y, Iguchi M, Minami K, Ishigami K, Esato M, Tsuji H, Wada H, Hasegawa K, Ogawa H, Abe M, Lip GY, Akao M. Utility of left ventricular ejection fraction in atrial fibrillation patients without pre-existing heart failure. ESC Heart Fail 2023; 10:3091-3101. [PMID: 37604489 PMCID: PMC10567650 DOI: 10.1002/ehf2.14500] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 06/26/2023] [Accepted: 07/27/2023] [Indexed: 08/23/2023] Open
Abstract
AIMS Atrial fibrillation (AF) increases the risk of heart failure (HF); however, little focus has been placed on the prevention of HF in patients with AF. Left ventricular ejection fraction (LVEF) is an established echocardiographic parameter in HF patients. We sought to investigate the association of LVEF with HF events in AF patients without pre-existing HF. METHODS AND RESULTS The Fushimi AF Registry is a community-based prospective survey of AF patients in Fushimi-ku, Japan. In this analysis, we excluded patients with pre-existing HF (defined as having one of the following: prior HF hospitalization, New York Heart Association class ≥ 2 in association with heart disease, or LVEF < 40%). Among 3233 AF patients without pre-existing HF, we investigated 2459 patients with the data of LVEF at enrolment. We divided the patients into three groups stratified by LVEF [mildly reduced LVEF (40-49%), below normal LVEF (50-59%), and normal LVEF (≥60%)] and compared the backgrounds and incidence of HF hospitalization between the groups. Of 2459 patients [mean age: 72.4 ± 10.5 years, female: 917 (37%), paroxysmal AF: 1405 (57%), and mean CHA2 DS2 -VASc score: 3.0 ± 1.6], the mean LVEF was 66 ± 8% [mildly reduced LVEF: 114 patients (5%), below normal LVEF: 300 patients (12%), and normal LVEF: 2045 patients (83%)]. Patients with lower LVEF demonstrated lower prevalence of female and paroxysmal AF (both P < 0.01), but age and CHA2 DS2 -VASc score were comparable between the three groups (both P > 0.05). During the median follow-up period of 6.0 years, 255 patients (10%) were hospitalized for HF (annual incidence: 1.9% per person-year). Multivariable Cox regression analysis demonstrated that lower LVEF strata were independently associated with the risk of HF [mildly reduced LVEF (40-49%): hazard ratio = 2.98, 95% confidence interval = 1.99-4.45 and below normal LVEF (50-59%): hazard ratio = 2.01, 95% confidence interval = 1.44-2.82, compared with normal LVEF (≥60%)] after adjustment by age, sex, type of AF, and CHA2 DS2 -VASc score. LVEF < 60% was significantly associated with the higher risk of HF hospitalization across all major subgroups without significant interaction (P for interaction; all P > 0.05). LVEF had an independent and incremental prognostic value for HF hospitalization in addition to natriuretic peptide levels in AF patients without pre-existing HF. CONCLUSIONS Lower LVEF was significantly associated with the higher incidence of HF hospitalization in AF patients without pre-existing HF, leading to the future risk stratification for and prevention of incident HF in AF patients.
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Affiliation(s)
- Yasuhiro Hamatani
- Department of CardiologyNational Hospital Organization Kyoto Medical CenterKyotoJapan
| | - Moritake Iguchi
- Department of CardiologyNational Hospital Organization Kyoto Medical CenterKyotoJapan
| | - Kimihito Minami
- Department of CardiologyNational Hospital Organization Kyoto Medical CenterKyotoJapan
| | - Kenjiro Ishigami
- Department of CardiologyNational Hospital Organization Kyoto Medical CenterKyotoJapan
| | - Masahiro Esato
- Department of ArrhythmiaOgaki Tokushukai HospitalGifuJapan
| | | | - Hiromichi Wada
- Division of Translational ResearchNational Hospital Organization Kyoto Medical CenterKyotoJapan
| | - Koji Hasegawa
- Division of Translational ResearchNational Hospital Organization Kyoto Medical CenterKyotoJapan
| | - Hisashi Ogawa
- Department of CardiologyNational Hospital Organization Kyoto Medical CenterKyotoJapan
| | - Mitsuru Abe
- Department of CardiologyNational Hospital Organization Kyoto Medical CenterKyotoJapan
| | - Gregory Y.H. Lip
- Liverpool Center for Cardiovascular ScienceUniversity of Liverpool and Liverpool Heart and Chest HospitalLiverpoolUK
- Department of Clinical MedicineAalborg UniversityAalborgDenmark
| | - Masaharu Akao
- Department of CardiologyNational Hospital Organization Kyoto Medical CenterKyotoJapan
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Obrecht M, Zurbruegg S, Accart N, Lambert C, Doelemeyer A, Ledermann B, Beckmann N. Magnetic resonance imaging and ultrasound elastography in the context of preclinical pharmacological research: significance for the 3R principles. Front Pharmacol 2023; 14:1177421. [PMID: 37448960 PMCID: PMC10337591 DOI: 10.3389/fphar.2023.1177421] [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] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 06/16/2023] [Indexed: 07/18/2023] Open
Abstract
The 3Rs principles-reduction, refinement, replacement-are at the core of preclinical research within drug discovery, which still relies to a great extent on the availability of models of disease in animals. Minimizing their distress, reducing their number as well as searching for means to replace them in experimental studies are constant objectives in this area. Due to its non-invasive character in vivo imaging supports these efforts by enabling repeated longitudinal assessments in each animal which serves as its own control, thereby enabling to reduce considerably the animal utilization in the experiments. The repetitive monitoring of pathology progression and the effects of therapy becomes feasible by assessment of quantitative biomarkers. Moreover, imaging has translational prospects by facilitating the comparison of studies performed in small rodents and humans. Also, learnings from the clinic may be potentially back-translated to preclinical settings and therefore contribute to refining animal investigations. By concentrating on activities around the application of magnetic resonance imaging (MRI) and ultrasound elastography to small rodent models of disease, we aim to illustrate how in vivo imaging contributes primarily to reduction and refinement in the context of pharmacological research.
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Affiliation(s)
- Michael Obrecht
- Diseases of Aging and Regenerative Medicines, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Stefan Zurbruegg
- Neurosciences Department, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Nathalie Accart
- Diseases of Aging and Regenerative Medicines, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Christian Lambert
- Diseases of Aging and Regenerative Medicines, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Arno Doelemeyer
- Diseases of Aging and Regenerative Medicines, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Birgit Ledermann
- 3Rs Leader, Novartis Institutes for BioMedical Research, Basel, Switzerland
| | - Nicolau Beckmann
- Diseases of Aging and Regenerative Medicines, Novartis Institutes for BioMedical Research, Basel, Switzerland
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Peixoto A, Cirnes L, Carvalho AL, Andrade MJ, Brito MJ, Borralho P, Coimbra N, Borralho PM, Carneiro AS, Castro L, Correia L, Dionísio MR, Faria C, Figueiredo P, Gomes A, Paixão J, Pinheiro M, Prazeres H, Ribeiro J, Salgueiro N, Schmitt FC, Silva F, Silvestre AR, Sousa AC, Almeida-Tavares J, Teixeira MR, André S, Machado JC. Evaluation of PIK3CA mutations in advanced ER+/HER2-breast cancer in Portugal - U-PIK Project. Front Mol Biosci 2023; 10:1082915. [PMID: 36825198 PMCID: PMC9941536 DOI: 10.3389/fmolb.2023.1082915] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 01/05/2023] [Indexed: 02/10/2023] Open
Abstract
Background: Around 40% of ER+/HER2-breast carcinomas (BC) present mutations in the PIK3CA gene. Assessment of PIK3CA mutational status is required to identify patients eligible for treatment with PI3Kα inhibitors, with alpelisib currently the only approved tyrosine kinase inhibitor in this setting. U-PIK project aimed to conduct a ring trial to validate and implement the PIK3CA mutation testing in several Portuguese centers, decentralizing it and optimizing its quality at national level. Methods: Eight Tester centers selected two samples of patients with advanced ER+/HER2- BC and generated eight replicates of each (n = 16). PIK3CA mutational status was assessed in two rounds. Six centers used the cobas® PIK3CA mutation test, and two used PCR and Sanger sequencing. In parallel, two reference centers (IPATIMUP and the Portuguese Institute of Oncology [IPO]-Porto) performed PIK3CA mutation testing by NGS in the two rounds. The quality of molecular reports describing the results was also assessed. Testing results and molecular reports were received and analyzed by U-PIK coordinators: IPATIMUP, IPO-Porto, and IPO-Lisboa. Results: Overall, five centers achieved a concordance rate with NGS results (allele frequency [AF] ≥5%) of 100%, one of 94%, one of 93%, and one of 87.5%, considering the overall performance in the two testing rounds. NGS reassessment of discrepancies in the results of the methods used by the Tester centers and the reference centers identified one probable false positive and two mutations with low AF (1-3%, at the analytical sensitivity threshold), interpreted as subclonal variants with heterogeneous representation in the tissue sections processed by the respective centers. The analysis of molecular reports revealed the need to implement the use of appropriate sequence variant nomenclature with the identification of reference sequences (HGVS-nomenclature) and to state the tumor cell content in each sample. Conclusion: The concordance rates between the method used by each tester center and NGS validate the use of the PIK3CA mutational status test performed at these centers in clinical practice in patients with advanced ER+/HER2- BC.
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Affiliation(s)
- Ana Peixoto
- Serviço de Genética Laboratorial, Instituto Português de Oncologia do Porto Francisco Gentil (IPO Porto), Porto, Portugal
| | - Luís Cirnes
- IPATIMUP - Instituto de Patologia e Imunologia da Universidade do Porto, Porto, Portugal
| | - Ana Luísa Carvalho
- Serviço de Anatomia Patológica, Instituto Português de Oncologia de Lisboa Francisco Gentil (IPOLFG), Lisboa, Portugal
| | | | - Maria José Brito
- Unidade de Mama, Centro Clínico Champalimaud, Fundação Champalimaud, Lisboa, Portugal
| | - Paula Borralho
- Serviço de Anatomia Patológica, Hospital CUF Descobertas, Lisboa, Portugal
- Faculdade de Medicina da Universidade de Lisboa, Lisboa, Portugal
| | - Nuno Coimbra
- Serviço de Anatomia Patológica, Instituto Português de Oncologia do Porto Francisco Gentil (IPO Porto), Porto, Portugal
| | - Pedro M. Borralho
- Novartis Farma - Produtos Farmacêuticos, S.A., Porto Salvo, Portugal
| | - Ana Sofia Carneiro
- Serviço de Anatomia Patológica, Hospital de Santa Maria, Centro Hospitalar Universitário Lisboa Norte, Lisboa, Portugal
| | - Lisandra Castro
- Departamento de Genética Molecular, SYNLAB Genética Médica, S.A., Porto, Portugal
| | - Lurdes Correia
- Serviço de Anatomia Patológica, Hospital de Santa Maria, Centro Hospitalar Universitário Lisboa Norte, Lisboa, Portugal
- Instituto de Anatomia Patológica, Lisboa, Portugal
| | | | - Carlos Faria
- Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
| | | | - Ana Gomes
- Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
| | - Joana Paixão
- Serviço de Anatomia Patológica, Hospital de Santa Maria, Centro Hospitalar Universitário Lisboa Norte, Lisboa, Portugal
| | - Manuela Pinheiro
- Serviço de Genética Laboratorial, Instituto Português de Oncologia do Porto Francisco Gentil (IPO Porto), Porto, Portugal
| | - Hugo Prazeres
- Serviço de Anatomia Patológica, IPO Coimbra, Coimbra, Portugal
| | - Joana Ribeiro
- Unidade de Mama, Centro Clínico Champalimaud, Fundação Champalimaud, Lisboa, Portugal
| | - Natália Salgueiro
- Departamento de Genética Molecular, SYNLAB Genética Médica, S.A., Porto, Portugal
| | - Fernando C. Schmitt
- IPATIMUP - Instituto de Patologia e Imunologia da Universidade do Porto, Porto, Portugal
- Faculdade de Medicina da Universidade do Porto, Porto, Portugal
| | - Fátima Silva
- Centro Hospitalar e Universitário de Coimbra, Coimbra, Portugal
- Escola Superior de Tecnologia da Saúde de Coimbra, Coimbra, Portugal
- Associação Portuguesa de Técnicas de Anatomia Patológica, Porto, Portugal
| | - Ana Rita Silvestre
- Serviço de Anatomia Patológica, Hospital CUF Descobertas, Lisboa, Portugal
| | - Ana Carla Sousa
- GenoMed – Diagnósticos de Medicina Molecular, S.A., Lisboa, Portugal
| | - Joana Almeida-Tavares
- Serviço de Anatomia Patológica, Hospital de Santa Maria, Centro Hospitalar Universitário Lisboa Norte, Lisboa, Portugal
| | - Manuel R. Teixeira
- Serviço de Genética Laboratorial, Instituto Português de Oncologia do Porto Francisco Gentil (IPO Porto), Porto, Portugal
- Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal
| | - Saudade André
- Serviço de Anatomia Patológica, Instituto Português de Oncologia de Lisboa Francisco Gentil (IPOLFG), Lisboa, Portugal
| | - José Carlos Machado
- IPATIMUP - Instituto de Patologia e Imunologia da Universidade do Porto, Porto, Portugal
- Faculdade de Medicina da Universidade do Porto, Porto, Portugal
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Venerito V, Lopalco G, Abbruzzese A, Colella S, Morrone M, Tangaro S, Iannone F. A Machine Learning Approach to Predict Remission in Patients With Psoriatic Arthritis on Treatment With Secukinumab. Front Immunol 2022; 13:917939. [PMID: 35833126 PMCID: PMC9271870 DOI: 10.3389/fimmu.2022.917939] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 05/30/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundPsoriatic Arthritis (PsA) is a multifactorial disease, and predicting remission is challenging. Machine learning (ML) is a promising tool for building multi-parametric models to predict clinical outcomes. We aimed at developing a ML algorithm to predict the probability of remission in PsA patients on treatment with Secukinumab (SEC).MethodsPsA patients undergoing SEC treatment between September 2017 and September 2020 were retrospectively analyzed. At baseline and 12-month follow-up, we retrieved demographic and clinical characteristics, including Body Mass Index (BMI), disease phenotypes, Disease Activity in PsA (DAPSA), Leeds Enthesitis Index (LEI) and presence/absence of comorbidities, including fibromyalgia and metabolic syndrome. Two random feature elimination wrappers, based on an eXtreme Gradient Boosting (XGBoost) and Logistic Regression (LR), were trained and validated with 10-fold cross-validation for predicting 12-month DAPSA remission with an attribute core set with the least number of predictors. The performance of each algorithm was assessed in terms of accuracy, precision, recall and area under receiver operating characteristic curve (AUROC).ResultsOne-hundred-nineteen patients were selected. At 12 months, 20 out of 119 patients (25.21%) achieved DAPSA remission. Accuracy and AUROC of XGBoost was of 0.97 ± 0.06 and 0.97 ± 0.07, overtaking LR (accuracy 0.73 ± 0.09, AUROC 0.78 ± 0.14). Baseline DAPSA, fibromyalgia and axial disease were the most important attributes for the algorithm and were negatively associated with 12-month DAPSA remission.ConclusionsA ML approach may identify SEC good responders. Patients with a high disease burden and axial disease with comorbid fibromyalgia seem challenging to treat.
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Affiliation(s)
- Vincenzo Venerito
- Rheumatology Unit, Department of Emergency and Organ Transplantations, University of Bari “Aldo Moro”, Bari, Italy
| | - Giuseppe Lopalco
- Rheumatology Unit, Department of Emergency and Organ Transplantations, University of Bari “Aldo Moro”, Bari, Italy
| | - Anna Abbruzzese
- Rheumatology Unit, Department of Emergency and Organ Transplantations, University of Bari “Aldo Moro”, Bari, Italy
| | - Sergio Colella
- Rheumatology Unit, Department of Emergency and Organ Transplantations, University of Bari “Aldo Moro”, Bari, Italy
| | - Maria Morrone
- Rheumatology Unit, Department of Emergency and Organ Transplantations, University of Bari “Aldo Moro”, Bari, Italy
| | - Sabina Tangaro
- Dipartimento di Scienze del Suolo, della Pianta e degli Alimenti, University of Bari “Aldo Moro”, Bari, Italy
- Istituto Nazionale di Fisica Nucleare - Sezione di Bari, Bari, Italy
| | - Florenzo Iannone
- Rheumatology Unit, Department of Emergency and Organ Transplantations, University of Bari “Aldo Moro”, Bari, Italy
- *Correspondence: Florenzo Iannone,
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Ercoli G, Ramos‐Sevillano E, Pearce E, Ragab S, Goldblatt D, Weckbecker G, Brown JS. Maintained partial protection against Streptococcus pneumoniae despite B-cell depletion in mice vaccinated with a pneumococcal glycoconjugate vaccine. Clin Transl Immunology 2022; 11:e1366. [PMID: 35003749 PMCID: PMC8715227 DOI: 10.1002/cti2.1366] [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] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 11/16/2021] [Accepted: 12/16/2021] [Indexed: 11/17/2022] Open
Abstract
OBJECTIVES Anti-CD20 monoclonal antibody therapy rapidly depletes > 95% of CD20+ B cells from the circulation. B-cell depletion is an effective treatment for autoimmune disease and B-cell malignancies but also increases the risk of respiratory tract infections. This effect on adaptive immunity could be countered by vaccination. We have used mouse models to investigate the effects of B-cell depletion on pneumococcal vaccination, including protection against infection and timing of vaccination in relation to B-cell depletion. METHODS C57BL/6 female mice were B-cell depleted using anti-CD20 antibody and immunized with two doses of Prevnar-13 vaccine either before or after anti-CD20 treatment. B-cell repertoire and Streptococcus pneumoniae-specific IgG levels were measured using whole-cell ELISA and flow cytometry antibody-binding assay. Protection induced by vaccination was assessed by challenging the mice using a S. pneumoniae pneumonia model. RESULTS Antibody responses to S. pneumoniae were largely preserved in mice B-cell depleted after vaccination resulting in full protection against pneumococcal infections. In contrast, mice vaccinated with Prevnar-13 while B cells were depleted (with > 90% reduction in B-cell numbers) had decreased circulating anti-S. pneumoniae IgG and IgM levels (measured using ELISA and flow cytometry antibody binding assays). However, some antibody responses were maintained, and, although vaccine-induced protection against S. pneumoniae infection was impaired, septicaemia was still prevented in 50% of challenged mice. CONCLUSIONS This study showed that although vaccine efficacy during periods of profound B-cell depletion was impaired some protective efficacy was preserved, suggesting that vaccination remains beneficial.
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Affiliation(s)
- Giuseppe Ercoli
- Centre for Inflammation and Tissue RepairUCL RespiratoryDivision of MedicineUniversity College Medical SchoolRayne InstituteLondonUK
| | - Elisa Ramos‐Sevillano
- Centre for Inflammation and Tissue RepairUCL RespiratoryDivision of MedicineUniversity College Medical SchoolRayne InstituteLondonUK
| | - Emma Pearce
- Department of ImmunobiologyUCL Great Ormond Street Institute of Child HealthNIHR Biomedical Research CentreLondonUK
| | - Sara Ragab
- Department of ImmunobiologyUCL Great Ormond Street Institute of Child HealthNIHR Biomedical Research CentreLondonUK
| | - David Goldblatt
- Department of ImmunobiologyUCL Great Ormond Street Institute of Child HealthNIHR Biomedical Research CentreLondonUK
| | | | - Jeremy S Brown
- Centre for Inflammation and Tissue RepairUCL RespiratoryDivision of MedicineUniversity College Medical SchoolRayne InstituteLondonUK
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Pulles AE, van Vulpen LFD, Coeleveld K, Mastbergen SC, Schutgens REG, Lafeber FPJG. On-demand treatment with the iron chelator deferasirox is ineffective in preventing blood-induced joint damage in haemophilic mice. Haemophilia 2021; 27:648-656. [PMID: 34043875 PMCID: PMC8361985 DOI: 10.1111/hae.14328] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2020] [Revised: 04/01/2021] [Accepted: 04/16/2021] [Indexed: 12/15/2022]
Abstract
INTRODUCTION Early intervention in the devastating process of haemophilic arthropathy (HA) is highly desirable, but no disease-modifying therapy is currently available. Considering the pivotal role of iron in the development of HA, iron chelation is considered a promising therapeutic approach. A previous study in haemophilic mice demonstrated that treatment with the iron chelator deferasirox (DFX) 8 weeks before joint bleed induction, attenuated cartilage damage upon blood exposure. However, in haemophilia patients this approach is not opportune given the unpredictable occurrence of hemarthroses. AIM To evaluate the effectiveness of on-demand DFX treatment, initiated immediately after joint bleed induction. METHODS A joint bleed was induced in 66 factor VIII-deficient mice by infra-patellar needle puncture. Mice were randomly assigned to treatment with either placebo (drinking water) or DFX (dissolved in drinking water) throughout the study. Five weeks after joint bleed induction, inflammation and cartilage damage were assessed histologically. Joints of ten bleed naive haemophilic mice served as controls. RESULTS A joint bleed resulted in significant inflammation and cartilage damage in the blood-exposed joint compared with those of control animals, in both the placebo and DFX group (all p = <.05). No differences in tibiofemoral or patellar inflammation (p = .305 and p = .787, respectively) nor cartilage damage (p = .265 and p = .802, respectively) were found between the blood-exposed joints of both treatment groups. CONCLUSION On-demand treatment with DFX does not prevent joint damage following blood exposure in haemophilic mice. DFX seems unable to reach the joint in time to exert its effect before the irreversible harmful process is initiated.
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Affiliation(s)
- Astrid E. Pulles
- Department of Rheumatology & Clinical ImmunologyUniversity Medical Center UtrechtUtrecht UniversityUtrechtThe Netherlands
- Van CreveldkliniekUniversity Medical Center UtrechtUtrecht UniversityUtrechtThe Netherlands
| | - Lize F. D. van Vulpen
- Van CreveldkliniekUniversity Medical Center UtrechtUtrecht UniversityUtrechtThe Netherlands
| | - Katja Coeleveld
- Department of Rheumatology & Clinical ImmunologyUniversity Medical Center UtrechtUtrecht UniversityUtrechtThe Netherlands
| | - Simon C. Mastbergen
- Department of Rheumatology & Clinical ImmunologyUniversity Medical Center UtrechtUtrecht UniversityUtrechtThe Netherlands
| | - Roger E. G. Schutgens
- Van CreveldkliniekUniversity Medical Center UtrechtUtrecht UniversityUtrechtThe Netherlands
| | - Floris P. J. G. Lafeber
- Department of Rheumatology & Clinical ImmunologyUniversity Medical Center UtrechtUtrecht UniversityUtrechtThe Netherlands
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