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Rady Raz N, Anoushirvani AA, Rahimian N, Ghoerishi M, Alibeik N, Sajadi Rad M. Nano fuzzy alarming system for blood transfusion requirement detection in cancer using deep learning. Sci Rep 2024; 14:15958. [PMID: 38987580 PMCID: PMC11237028 DOI: 10.1038/s41598-024-66607-8] [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: 02/29/2024] [Accepted: 07/02/2024] [Indexed: 07/12/2024] Open
Abstract
Periodic blood transfusion is a need in cancer patients in which the disease process as well as the chemotherapy can disrupt the natural production of blood cells. However, there are concerns about blood transfusion side effects, the cost, and the availability of donated blood. Therefore, predicting the timely requirement for blood transfusion considering patient variability is a need, and here for the first-time deal with this issue in blood cancer using in vivo data. First, a data set of 98 samples of blood cancer patients including 61 features of demographic, clinical, and laboratory data are collected. After performing multivariate analysis and the approval of an expert, effective parameters are derived. Then using a deep recurrent neural network, a system is presented to predict a need for packed red blood cell transfusion. Here, we use a Long Short-Term Memory (LSTM) neural network for modeling and the cross-validation technique with 5 layers for validation of the model along with comparing the result with networking and non-networking machine learning algorithms including bidirectional LSTM, AdaBoost, bagging decision tree based, bagging KNeighbors, and Multi-Layer Perceptron (MLP). Results show the LSTM outperforms the other methods. Then, using the swarm of fuzzy bioinspired nanomachines and the most effective parameters of Hgb, PaO2, and pH, we propose a feasibility study on nano fuzzy alarming system (NFABT) for blood transfusion requirements. Alarming decisions using the Internet of Things (IoT) gateway are delivered to the physician for performing medical actions. Also, NFABT is considered a real-time non-invasive AI-based hemoglobin monitoring and alarming method. Results show the merits of the proposed method.
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Affiliation(s)
- Nasibeh Rady Raz
- Department of Artificial Intelligence in Medical Sciences, Faculty of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Ali Arash Anoushirvani
- Department of Artificial Intelligence in Medical Sciences, Faculty of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran, Iran.
- Department of Internal Medicine, Firoozgar General Hospital, School of Medicine, Iran University of Medical Sciences, Tehran, Iran.
| | - Neda Rahimian
- Department of Internal Medicine, Firoozgar General Hospital, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Maryam Ghoerishi
- Department of Internal Medicine, Firoozgar General Hospital, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Nazanin Alibeik
- Department of Internal Medicine, Firoozgar General Hospital, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Masoumeh Sajadi Rad
- Department of Radiation Oncology, Firoozgar General Hospital, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
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Meyers M, Salmon M, Libert I, Klášterský J. A meta-analysis on the risk of infection associated with intravenous iron therapy in cancer-associated anaemia: a double-edged sword? Curr Opin Oncol 2024; 36:223-232. [PMID: 38842015 DOI: 10.1097/cco.0000000000001024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/07/2024]
Abstract
PURPOSE OF REVIEW The increased use of i.v. iron in the treatment of cancer-associated anemia raises concerns about its risk of infectious complications. High levels of circulating iron could increase the risk of infection by compromising natural defence mechanisms and promoting pathogen growth. Since the risk of infection is particularly high in the oncological population, we have examined whether the use of i.v. iron increases the risk of infectious complications among cancer patients. FINDINGS Among 18 randomized trials in our systematic review, only 8 reported infectious complications, with no significant difference linked to the type of i.v. iron preparation. Two trials showed a statistically significant increase in infectious complications, one trial found a lower risk, while the remaining 5 reported no significant difference. Our meta-analysis revealed a numerical increase in infectious complications in the i.v. iron group, but the lack of statistical significance and significant heterogeneity among the trials limit definitive conclusions on the actual infection risk. SUMMARY Our findings suggest some increased risk in infectious complications after the administration of i.v. iron for cancer associated anaemia. However, i.v. iron therapy appears generally safe and effective in cancer-associated anaemia.
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Affiliation(s)
| | - Maurine Salmon
- Data Centre, Institut Jules Bordet and Université Libre de Bruxelles (ULB)
| | - Isabelle Libert
- Medical Oncology, Supportive Care Unit, Institut Jules Bordet, Brussels, Belgium
| | - Jean Klášterský
- Medical Oncology, Supportive Care Unit, Institut Jules Bordet, Brussels, Belgium
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Vic S, Thibert JB, Bachy E, Cartron G, Gastinne T, Morschhauser F, Le Bras F, Bouabdallah K, Despas F, Bay JO, Rubio MT, Mohty M, Casasnovas O, Choquet S, Castilla-Llorente C, Guidez S, Loschi M, Guffroy B, Carras S, Drieu La Rochelle L, Guillet M, Houot R. Transfusion needs after CAR T-cell therapy for large B-cell lymphoma: predictive factors and outcome (a DESCAR-T study). Blood Adv 2024; 8:1573-1585. [PMID: 38181767 PMCID: PMC10982963 DOI: 10.1182/bloodadvances.2023011727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 12/19/2023] [Accepted: 12/20/2023] [Indexed: 01/07/2024] Open
Abstract
ABSTRACT Chimeric antigen receptor (CAR) T-cells targeting CD19 have been approved for the treatment of relapse/refractory large B-cell lymphoma. Hematotoxicity is the most frequent CAR T-cell-related adverse event. Transfusion support is a surrogate marker of severe cytopenias. Transfusion affects patients' quality of life, presents specific toxicities, and is known to affect immunity through the so-called transfusion-related immunomodulation that may affect CAR T-cell efficacy. We analyzed data from 671 patients from the French DESCAR-T registry for whom exhaustive transfusion data were available. Overall, 401 (59.8%) and 378 (56.3%) patients received transfusion in the 6-month period before and after CAR T-cell infusion, respectively. The number of patients receiving transfusion and the mean number of transfused products increased during the 6-month period before CAR T-cell infusion, peaked during the first month after infusion (early phase), and decreased over time. Predictive factors for transfusion at the early phase were age >60 years, ECOG PS ≥2, treatment with axicabtagene ciloleucel, pre-CAR T-cell transfusions, and CAR-HEMATOTOX score ≥2. Predictive factors for late transfusion (between 1 and 6 months after infusion) were pre-CAR T-cell transfusions, CAR-HEMATOTOX score ≥2, ICANS ≥3 (for red blood cells [RBC] transfusion), and tocilizumab use (for platelets transfusion). Early transfusions and late platelets (but not RBC) transfusions were associated with a shorter progression-free survival and overall survival. Lymphoma-related mortality and nonrelapse mortality were both increased in the transfused population. Our data shed light on the mechanisms of early and late cytopenia and on the potential impact of transfusions on CAR T-cell efficacy and toxicity.
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Affiliation(s)
- Samuel Vic
- Department of Hematology, CHU de Rennes, Rennes, France
| | | | - Emmanuel Bachy
- Hematology Department, CHU Lyon Sud, Pierre Bénite, Lyon, France
| | | | | | | | - Fabien Le Bras
- Department of Hematology, Lymphoid Malignancies Unit, CHU Henri Mondor, Créteil, France
| | - Kamal Bouabdallah
- Hematology and Cellular Therapy Department, CHU Bordeaux, Bordeaux, France
| | - Fabien Despas
- Hematology and Internal Medicine Department, Institut Universitaire du Cancer-Oncopole, CHU de Toulouse, Toulouse, France
| | - Jacques-Olivier Bay
- Hematology and Cellular Therapy Department, CHU de Clermont-Ferrand, Clermont-Ferrand, France
| | - Marie-Thérèse Rubio
- Department of Hematology CHRU Nancy, biopole de l'Université de Lorraine, Nancy, France
| | - Mohamad Mohty
- Hematology Department Saint-Antoine Hospital, Sorbonne University, Paris, France
| | - Olivier Casasnovas
- Department of Hematology and INSERM 1231, CHU Dijon Bourgogne, Dijon, France
| | - Sylvain Choquet
- Hematology Department, hôpital de la Pitié-Salpêtrière, Sorbonne Université, Paris, France
| | | | - Stéphanie Guidez
- Hematology and Cellular Therapy Department, CHU de Poitiers, Poitiers, France
| | - Michaël Loschi
- Hematology Department CHU de Nice, Université Cote d’Azur, Nice, France
| | - Blandine Guffroy
- Department of Hematology, Institut de Cancérologie Strasbourg Europe, Strasbourg, France
| | - Sylvain Carras
- Institute for Advanced Biosciences, Hematology Department CHU Grenoble-Alpes, University Grenoble-Alpes, Grenoble, France
| | | | - Mathilde Guillet
- The Lymphoma Academic Research Organization, Statistics, Pierre-Bénite, France
| | - Roch Houot
- Department of Hematology, University Hospital of Rennes, UMR U1236 INSERM, University of Rennes, French Blood Establishment, Rennes, France
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Link H, Kerkmann M, Holtmann L, Detzner M. Anemia diagnosis and therapy in malignant diseases: implementation of guidelines-a representative study. Support Care Cancer 2024; 32:113. [PMID: 38240843 PMCID: PMC10799088 DOI: 10.1007/s00520-023-08267-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 12/18/2023] [Indexed: 01/22/2024]
Abstract
PURPOSE Anemia in cancer should be diagnosed and treated according to guideline recommendations. The implementation of ESMO and German guidelines and their effect on anemia correction was analyzed. METHODS This retrospective epidemiological study, representative for Germany, analyzed data on anemia management of cancer patients with anemia ≥ grade 2. The Guideline Adherence Score (GLAD) for diagnosis (GLAD-D) and therapy (GLAD-T) was defined as follows: 2 points for complete, 1 point for partial, 0 point for no adherence. RESULTS Data were analyzed for 1046 patients. Hb levels at diagnosis of anemia were 8-10 g/dL in 899 (85.9%) patients, 7-8 g/dL in 92 (8.7%), and < 7 g/dL (5.0%) in 52. Transferrin saturation was determined in 19% of patients. Four hundred fifty-six patients received RBC (43.6%), 198 (18.9%) iron replacement, 106 (10.1%) ESA, and 60 (5.7%) vitamin B12 replacement. 60.6% of patients receiving iron replacement were treated intravenously and 39.4% were treated orally. Two hundred eighty-eight (36.6%) of 785 patients receiving transfusions had no guideline-directed indication. GLAD-D was 2 in 310 patients (29.6%), 1 in 168 (16.1%), and 0 in 568 (54.3%). GLAD-T was 2 in 270 patients (25.8%), 1 in 320 patients (30.6%), and 0 in 456 patients (43.6%). Higher GLAD-D significantly correlated with higher GLAD-T (τB = 0.176, p < 0.001). GLAD-T 2 was significantly associated with greater Hb increase than GLAD-T 0/1 (p < 0.001) at 28 days (10.2 vs. 9.7 g/dL) and at 2 months (10.4 vs. 9.9 g/dL). CONCLUSIONS Anemia assessment is inadequate, transfusion rates too high, and iron and ESA therapy too infrequent. TRIAL REGISTRATION ClinicalTrials.gov, NCT05190263, date: 2022-01-13.
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Affiliation(s)
- Hartmut Link
- Internal Medicine, Hematology and Medical Oncology, D-67661, Kaiserslautern, Germany.
- Working Groups Supportive Care (AGSMO), Medical Oncology (AIO) of the German Cancer Society, Berlin, Germany.
| | - Markus Kerkmann
- MMF GmbH, Lindberghweg 132, D-48155, Münster, Germany
- Working Groups Supportive Care (AGSMO), Medical Oncology (AIO) of the German Cancer Society, Berlin, Germany
| | - Laura Holtmann
- MMF GmbH, Lindberghweg 132, D-48155, Münster, Germany
- Working Groups Supportive Care (AGSMO), Medical Oncology (AIO) of the German Cancer Society, Berlin, Germany
| | - Markus Detzner
- AIO-Studien-gGmbH, Kuno-Fischer-Straße 8, D-14057, Berlin, Germany
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Kawakami LE, Bonomi PB, Pereira MA, Carvalho FO, Ribeiro Jr U, Zilberstein B, Sampaio LR, Carneiro-D'Albuquerque LA, Ramos MFKP. Risk factors for blood transfusion and its prognostic implications in curative gastrectomy for gastric cancer. World J Gastrointest Surg 2023; 15:643-654. [PMID: 37206080 PMCID: PMC10190727 DOI: 10.4240/wjgs.v15.i4.643] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 02/12/2023] [Accepted: 03/30/2023] [Indexed: 04/22/2023] Open
Abstract
BACKGROUND Gastric cancer (GC) is still a prevalent neoplasm around the world and its main treatment modality is surgical resection. The need for perioperative blood transfusions is frequent, and there is a long-lasting debate regarding its impact on survival.
AIM To evaluate the factors related to the risk of receiving red blood cell (RBC) transfusion and its influence on surgical and survival outcomes of patients with GC.
METHODS Patients who underwent curative resection for primary gastric adenocarcinoma at our Institute between 2009 and 2021 were retrospectively evaluated. Clinicopathological and surgical characteristics data were collected. The patients were divided into transfusion and non-transfusion groups for analysis.
RESULTS A total of 718 patients were included, and 189 (26.3%) patients received perioperative RBC transfusion (23 intraoperatively, 133 postoperatively, and 33 in both periods). Patients in the RBC transfusions group were older (P < 0.001), and had more comorbidities (P = 0.014), American Society of Anesthesiologists classification III/IV (P < 0.001), and lower preoperative hemoglobin (P < 0.001) and albumin levels (P < 0.001). Larger tumors (P < 0.001) and advanced tumor node metastasis stage (P < 0.001) were also associated with the RBC transfusion group. The rates of postoperative complications (POC) and 30-d and 90-d mortality were significantly higher in the RBC transfusion group than in the non-transfusion group. Lower hemoglobin and albumin levels, total gastrectomy, open surgery, and the occurrence of POC were factors associated with the RBC transfusion. Survival analysis demonstrated that the RBC transfusions group had worse disease-free survival (DFS) and overall survival (OS) compared with patients who did not receive transfusion (P < 0.001 for both). In multivariate analysis, RBC transfusion, major POC, pT3/T4 category, pN+, D1 lymphadenectomy, and total gastrectomy were independent risk factors related to worse DFS and OS.
CONCLUSION Perioperative RBC transfusion is associated with worse clinical conditions and more advanced tumors. Further, it is an independent factor related to worse survival in the curative intent gastrectomy setting.
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Affiliation(s)
- Lucas Eiki Kawakami
- Department of Gastroenterology, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
| | - Pedro Barzan Bonomi
- Department of Gastroenterology, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
| | - Marina Alessandra Pereira
- Department of Gastroenterology, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
| | - Fabrício Oliveira Carvalho
- Blood Transfusion Unit, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
| | - Ulysses Ribeiro Jr
- Department of Gastroenterology, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
| | - Bruno Zilberstein
- Department of Gastroenterology, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
| | - Luciana Ribeiro Sampaio
- Blood Transfusion Unit, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
| | - Luiz Augusto Carneiro-D'Albuquerque
- Department of Gastroenterology, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
| | - Marcus Fernando Kodama Pertille Ramos
- Department of Gastroenterology, Instituto do Cancer, Hospital das Clinicas HCFMUSP, Faculdade de Medicina, Universidade de Sao Paulo, Sao Paulo 01249000, Brazil
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Shouman M, Goubran H, Seghatchian J, Burnouf T. Hematological toxicities of immune checkpoint inhibitors and the impact of blood transfusion and its microbiome on therapeutic efficacy and recipient's safety and survival outcome:A systematic narrative appraisal of where we are now! Transfus Apher Sci 2023; 62:103685. [PMID: 36870904 DOI: 10.1016/j.transci.2023.103685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
Abstract
Classically, patients with solid and hematologic malignancies have been treated with a combination of chemotherapy with or without a holistic targeted strategy using approved conventional therapy. While the evidence-based use of Immunomodulatory drugs and Immune checkpoint inhibitors (ICIs), including those targeting the PD-1, PD-L1 and CTLA-4, have reshaped the treatment paradigm for many malignant tumors and significantly stretched the life expectancy of patients, as for any interventional therapy, the rise in ICI applications, was associated with the observation of more immune-related hematological adverse events. Many of these patients require transfusion support during their treatment in line with precision transfusion. It has been presumed that transfusion-related immunomodulation (TRIM) and the microbiome can pose immunosuppressive effects on the recipients. Looking to the past and beyond and translating available data into practice in the evolving role of pharmaceutical therapy to ICI-receiving patients, we performed a narrative review of the literature on the immune-related hematological adverse events of ICIs, immunosuppressive mechanisms linked to blood product transfusions, as well as the detrimental impact of transfusions and its related microbiome on the sustained efficacy of ICIs and the patients' survival outcomes. Recent reports are pointing to the negative impact of transfusion on ICI response. Studies have concluded that packed RBC [PRBC] transfusions lead to an inferior progression-free and overall survival in patients with advanced cancer receiving ICIs, even after adjustments for other prognostic variables. The attenuation of the effectiveness of immunotherapy likely results from the immunosuppressive effects of PRBC transfusions. It is, therefore, wise to look retrospectively and prospectively at the impact of transfusion on ICI effects and adopt, in the interim, a restrictive transfusion strategy, if applicable, for those patients.
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Affiliation(s)
- Mohamed Shouman
- Department of Medical Oncology, National Cancer Institute, Cairo, Egypt; Saskatoon Cancer Centre, Saskatchewan, Canada
| | - Hadi Goubran
- Saskatoon Cancer Centre and College of Medicine, University of Saskatchewan, Saskatoon, Canada
| | - Jerard Seghatchian
- International Consultancy in Blood Components Manufacturing/Quality/Safety, Apheresis Technologies, Quality Audit/Inspection and Innovative DDR Strategy, London, England, UK
| | - Thierry Burnouf
- Graduate Institute of Biomedical Materials and Tissue Engineering, College of Biomedical Engineering, Taipei Medical University, Taipei, Taiwan; International Ph.D. Program in Biomedical Engineering, College of Biomedical Engineering, Taipei Medical University, Taipei, Taiwan.
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