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Mikulski D, Nowicki M, Dróżdż I, Perdas E, Strzałka P, Kościelny K, Misiewicz M, Stawiski K, Wierzbowska A, Fendler W. MicroRNAs predict early complications of autologous hematopoietic stem cell transplantation. Biomark Res 2024; 12:42. [PMID: 38650024 PMCID: PMC11036737 DOI: 10.1186/s40364-024-00585-x] [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: 10/13/2023] [Accepted: 03/28/2024] [Indexed: 04/25/2024] Open
Abstract
Autologous hematopoietic stem cell transplantation (AHSCT) remains the most prevalent type of stem cell transplantation. In our study, we investigated the changes in circulating miRNAs in AHSCT recipients and their potential to predict early procedure-related complications. We collected serum samples from 77 patients, including 54 with multiple myeloma, at four key time points: before AHSCT, on the day of transplantation (day 0), and at days + 7 and + 14 post-transplantation. Through serum miRNA-seq analysis, we identified altered expression patterns and miRNAs associated with the AHSCT procedure. Validation using qPCR confirmed deviations in the levels of miRNAs at the beginning of the procedure in patients who subsequently developed bacteremia: hsa-miR-223-3p and hsa-miR-15b-5p exhibited decreased expression, while hsa-miR-126-5p had increased level. Then, a neural network model was constructed to use miRNA levels for the prediction of bacteremia. The model achieved an accuracy of 93.33% (95%CI: 68.05-99.83%), with a sensitivity of 100% (95%CI: 67.81-100.00%) and specificity of 90.91% (95%CI: 58.72-99.77%) in predicting bacteremia with mean of 6.5 ± 3.2 days before occurrence. In addition, we showed unique patterns of miRNA expression in patients experiencing platelet engraftment delay which involved the downregulation of hsa-let-7f-5p and upregulation of hsa-miR-96-5p; and neutrophil engraftment delay which was associated with decreased levels of hsa-miR-125a-5p and hsa-miR-15b-5p. Our findings highlight the significant alterations in serum miRNA levels during AHSCT and suggest the clinical utility of miRNA expression patterns as potential biomarkers that could be harnessed to improve patient outcomes, particularly by predicting the risk of bacteremia during AHSCT.
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Affiliation(s)
- Damian Mikulski
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, Lodz, Poland
| | - Mateusz Nowicki
- Department of Hematology, Medical University of Lodz, Lodz, Poland
- Department of Hematology and Transplantology, Provincial Multi-Specialized Oncology and Trauma Center, Lodz, Poland
| | - Izabela Dróżdż
- Department of Clinical Genetics, Medical University of Lodz, Lodz, Poland
| | - Ewelina Perdas
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, Lodz, Poland
| | - Piotr Strzałka
- Department of Hematology, Medical University of Lodz, Lodz, Poland
- Department of Hematology and Transplantology, Provincial Multi-Specialized Oncology and Trauma Center, Lodz, Poland
| | - Kacper Kościelny
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, Lodz, Poland
| | | | - Konrad Stawiski
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, Lodz, Poland
| | - Agnieszka Wierzbowska
- Department of Hematology, Medical University of Lodz, Lodz, Poland
- Department of Hematology and Transplantology, Provincial Multi-Specialized Oncology and Trauma Center, Lodz, Poland
| | - Wojciech Fendler
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, Lodz, Poland.
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
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Mikulski D, Kościelny K, Dróżdż I, Mirocha G, Nowicki M, Misiewicz M, Perdas E, Strzałka P, Wierzbowska A, Fendler W. Serum Levels of miR-122-5p and miR-125a-5p Predict Hepatotoxicity Occurrence in Patients Undergoing Autologous Hematopoietic Stem Cell Transplantation. Int J Mol Sci 2024; 25:4355. [PMID: 38673940 PMCID: PMC11050045 DOI: 10.3390/ijms25084355] [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: 03/11/2024] [Revised: 04/08/2024] [Accepted: 04/12/2024] [Indexed: 04/28/2024] Open
Abstract
Hepatic complications are an acknowledged cause of mortality and morbidity among patients undergoing hematopoietic stem cell transplantation. In this study, we aimed to evaluate the potential role in the prediction of liver injury of five selected microRNAs (miRNAs)-miR-122-5p, miR-122-3p, miR-15b-5p, miR-99b-5p, and miR-125a-5p-in the setting of autologous hematopoietic stem cell transplantation (ASCT). A total of 66 patients were included in the study: 50 patients (75.8%) with multiple myeloma (MM) and 16 (24.2%) with lymphoma. Blood samples were collected after the administration of the conditioning regimen, on the day of transplant (day 0). The expression levels of selected miRNAs were quantified by reverse transcription-quantitative polymerase chain reaction (RT-qPCR) using the miRCURY LNA miRNA Custom PCR Panels (QIAGEN). In a multivariate logistic regression analysis adjusted for age, sex, and the administered conditioning regimen, two miRNAs, hsa-miR-122-5p (odds ratio, OR 2.10, 95% confidence interval, CI: 1.29-3.42, p = 0.0029) and hsa-miR-125a-5p (OR 0.27, 95% CI: 0.11-0.71, p = 0.0079), were independent for hepatic toxicity occurrence during the 14 days after transplant. Our model in 10-fold cross-validation preserved its diagnostic potential with a receiver operating characteristics area under the curve (ROC AUC) of 0.75, 95% CI: 0.63-0.88 and at optimal cut-off reached 72.0% sensitivity and 74.4% specificity. An elevated serum level of miR-122-5p and decreased level of miR-125a-5p on day 0 are independent risk factors for hepatotoxicity in ASCT recipients, showing promise in accurately predicting post-ASCT complications. Identifying patients susceptible to complications has the potential to reduce procedure costs and optimize the selection of inpatient or outpatient procedures.
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Affiliation(s)
- Damian Mikulski
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, 92-215 Lodz, Poland; (D.M.); (K.K.); (G.M.); (E.P.)
- Department of Hematooncology, Copernicus Memorial Hospital in Lodz, 93-513 Lodz, Poland
| | - Kacper Kościelny
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, 92-215 Lodz, Poland; (D.M.); (K.K.); (G.M.); (E.P.)
| | - Izabela Dróżdż
- Department of Clinical Genetics, Medical University of Lodz, 92-215 Lodz, Poland;
| | - Grzegorz Mirocha
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, 92-215 Lodz, Poland; (D.M.); (K.K.); (G.M.); (E.P.)
| | - Mateusz Nowicki
- Department of Hematology, Medical University of Lodz, 92-215 Lodz, Poland; (M.N.); (M.M.); (P.S.); (A.W.)
- Department of Hematology and Transplantology, Copernicus Memorial Hospital in Lodz, 93-513 Lodz, Poland
| | - Małgorzata Misiewicz
- Department of Hematology, Medical University of Lodz, 92-215 Lodz, Poland; (M.N.); (M.M.); (P.S.); (A.W.)
| | - Ewelina Perdas
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, 92-215 Lodz, Poland; (D.M.); (K.K.); (G.M.); (E.P.)
| | - Piotr Strzałka
- Department of Hematology, Medical University of Lodz, 92-215 Lodz, Poland; (M.N.); (M.M.); (P.S.); (A.W.)
- Department of Hematology and Transplantology, Copernicus Memorial Hospital in Lodz, 93-513 Lodz, Poland
| | - Agnieszka Wierzbowska
- Department of Hematology, Medical University of Lodz, 92-215 Lodz, Poland; (M.N.); (M.M.); (P.S.); (A.W.)
- Department of Hematology and Transplantology, Copernicus Memorial Hospital in Lodz, 93-513 Lodz, Poland
| | - Wojciech Fendler
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, 92-215 Lodz, Poland; (D.M.); (K.K.); (G.M.); (E.P.)
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Krawiec K, Strzałka P, Czemerska M, Wiśnik A, Zawlik I, Wierzbowska A, Pluta A. Targeting Apoptosis in AML: Where Do We Stand? Cancers (Basel) 2022; 14:cancers14204995. [PMID: 36291779 PMCID: PMC9600036 DOI: 10.3390/cancers14204995] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 10/01/2022] [Accepted: 10/08/2022] [Indexed: 12/03/2022] Open
Abstract
Simple Summary In patients with acute myeloid leukemia (AML), genetic mutations can cause cells to evade regulated cell death (RCD), resulting in excessive cell proliferation. The best-known form of RCD is apoptosis, which prevents the emergence of cancer cells; disturbances in this process are an important factor in the development and progression of AML. Clearly, it is essential to understand the mechanisms of apoptosis to establish a personalized, patient-specific approach in AML therapy. Therefore, this paper comprehensively reviews the current range of AML treatment approaches related to apoptosis and highlights other promising concepts such as neddylation. Abstract More than 97% of patients with acute myeloid leukemia (AML) demonstrate genetic mutations leading to excessive proliferation combined with the evasion of regulated cell death (RCD). The most prominent and well-defined form of RCD is apoptosis, which serves as a defense mechanism against the emergence of cancer cells. Apoptosis is regulated in part by the BCL-2 family of pro- and anti-apoptotic proteins, whose balance can significantly determine cell survival. Apoptosis evasion plays a key role in tumorigenesis and drug resistance, and thus in the development and progression of AML. Research on the structural and biochemical aspects of apoptosis proteins and their regulators offers promise for new classes of targeted therapies and strategies for therapeutic intervention. This review provides a comprehensive overview of current AML treatment options related to the mechanism of apoptosis, particularly its mitochondrial pathway, and other promising concepts such as neddylation. It pays particular attention to clinically-relevant aspects of current and future AML treatment approaches, highlighting the molecular basis of individual therapies.
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Affiliation(s)
- Kinga Krawiec
- Department of Hematology, Medical University of Lodz, 93-513 Lodz, Poland
- Copernicus Multi-Specialist Oncology and Traumatology Center, 93-513 Lodz, Poland
| | - Piotr Strzałka
- Department of Hematology, Medical University of Lodz, 93-513 Lodz, Poland
- Copernicus Multi-Specialist Oncology and Traumatology Center, 93-513 Lodz, Poland
| | - Magdalena Czemerska
- Department of Hematology, Medical University of Lodz, 93-513 Lodz, Poland
- Copernicus Multi-Specialist Oncology and Traumatology Center, 93-513 Lodz, Poland
| | - Aneta Wiśnik
- Copernicus Multi-Specialist Oncology and Traumatology Center, 93-513 Lodz, Poland
| | - Izabela Zawlik
- Institute of Medical Sciences, College of Medical Sciences, University of Rzeszow, 35-310 Rzeszow, Poland
- Laboratory of Molecular Biology, Centre for Innovative Research in Medical and Natural Sciences, College of Medical Sciences, University of Rzeszow, 35-310 Rzeszow, Poland
| | - Agnieszka Wierzbowska
- Department of Hematology, Medical University of Lodz, 93-513 Lodz, Poland
- Copernicus Multi-Specialist Oncology and Traumatology Center, 93-513 Lodz, Poland
| | - Agnieszka Pluta
- Department of Hematology, Medical University of Lodz, 93-513 Lodz, Poland
- Copernicus Multi-Specialist Oncology and Traumatology Center, 93-513 Lodz, Poland
- Correspondence:
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