1
|
Taguchi A, Kato K, Furusawa A, Hara K, Sone K, Yamada K, Kajiyama H, Shimada M, Okamoto A. Heterogeneous treatment effect of dose-dense paclitaxel plus carboplatin therapy for advanced ovarian cancer. Int J Cancer 2024; 155:1068-1077. [PMID: 38712630 DOI: 10.1002/ijc.34996] [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: 11/18/2023] [Revised: 03/22/2024] [Accepted: 04/09/2024] [Indexed: 05/08/2024]
Abstract
A Japanese clinical trial (JGOG3016) showed that dose-dense weekly paclitaxel in combination with carboplatin extensively prolonged overall survival (OS) in patients with advanced ovarian cancer. However, in other clinical trials, dose-dense paclitaxel regimens were not superior to triweekly paclitaxel regimens. In this study, causal tree analysis was applied to explore subpopulations with different treatment effects of dose-dense paclitaxel in a data-driven approach. The 587 participants with stage II-IV ovarian cancer in the JGOG3016 trial were used for model development. The primary endpoint was treatment effect in terms of 3-year OS in patients receiving dose-dense vs. conventional paclitaxel therapies. In patients <50 years, the 3-year OS was similar in both groups; however, it was higher in the dose-dense group in patients ≥50 years. Dose-dense paclitaxel showed strong positive treatment effects in patients ≥50 years with stage II/III disease, BMI <23 kg/m2, non-CC/MC, and residual tumor ≥1 cm. In contrast, although there was no significant difference in OS; the 3-year OS rate was 23% lower in dose-dense paclitaxel than conventional paclitaxel in patients ≥60 years with stage IV cancer. Patients in this group had a particularly lower performance status than other groups. Our causal tree analysis suggested that poor prognosis groups represented by residual tumor tissue ≥1 cm benefit from dose-dense paclitaxel, whereas elderly patients with advanced disease and low-performance status are negatively impacted by dose-dense paclitaxel. These subpopulations will be of interest to future validation studies. Personalized treatments based on clinical features are expected to improve advanced ovarian cancer prognosis.
Collapse
Affiliation(s)
- Ayumi Taguchi
- Gynecology, Tokyo Metropolitan Cancer and Infectious Diseases Center, Komagome Hospital, Bunkyo-ku, Tokyo, Japan
- Department of Obstetrics and Gynecology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
- Laboratory of Human Single Cell Immunology, WPI Immunology Frontier Research Center Osaka University, Suita-shi, Osaka, Japan
| | - Kosuke Kato
- Department of Obstetrics and Gynecology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Akiko Furusawa
- Gynecology, Tokyo Metropolitan Cancer and Infectious Diseases Center, Komagome Hospital, Bunkyo-ku, Tokyo, Japan
- Department of Gynecology, Shizuoka Cancer Center Hospital, Sunto-gun, Shizuoka, Japan
| | - Konan Hara
- Department of Economics, University of Arizona, Tucson, Arizona, USA
| | - Kenbun Sone
- Department of Obstetrics and Gynecology, Graduate School of Medicine, The University of Tokyo, Bunkyo-ku, Tokyo, Japan
| | - Kyosuke Yamada
- Department of Obstetrics and Gynecology, Daisan Hospital, The Jikei University School of Medicine, Komae, Tokyo, Japan
| | - Hiroaki Kajiyama
- Department of Obstetrics and Gynecology, Nagoya University Graduate School of Medicine, Nagoya, Aichi, Japan
| | - Muneaki Shimada
- Advanced Research Center for Innovations in Next-Generation Medicine, Tohoku University, Sendai, Miyagi, Japan
- Department of Obstetrics and Gynecology, Tohoku University Graduate School of Medicine, Sendai, Miyagi, Japan
| | - Aikou Okamoto
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Tokyo, Japan
| |
Collapse
|
2
|
Natalicchio A, Marrano N, Montagnani M, Gallo M, Faggiano A, Zatelli MC, Argentiero A, Del Re M, D'Oronzo S, Fogli S, Franchina T, Giuffrida D, Gori S, Ragni A, Marino G, Mazzilli R, Monami M, Morviducci L, Renzelli V, Russo A, Sciacca L, Tuveri E, Cortellini A, Di Maio M, Candido R, Perrone F, Aimaretti G, Avogaro A, Silvestris N, Giorgino F. Glycemic control and cancer outcomes in oncologic patients with diabetes: an Italian Association of Medical Oncology (AIOM), Italian Association of Medical Diabetologists (AMD), Italian Society of Diabetology (SID), Italian Society of Endocrinology (SIE), Italian Society of Pharmacology (SIF) multidisciplinary critical view. J Endocrinol Invest 2024:10.1007/s40618-024-02417-z. [PMID: 38935200 DOI: 10.1007/s40618-024-02417-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Accepted: 06/16/2024] [Indexed: 06/28/2024]
Abstract
BACKGROUND Increasing evidence suggests that diabetes increases the risk of developing different types of cancer. Hyperinsulinemia, hyperglycemia and chronic inflammation, characteristic of diabetes, could represent possible mechanisms involved in cancer development in diabetic patients. At the same time, cancer increases the risk of developing new-onset diabetes, mainly caused by the use of specific anticancer therapies. Of note, diabetes has been associated with a ∼10% increase in mortality for all cancers in comparison with subjects who did not have diabetes. Diabetes is associated with a worse prognosis in patients with cancer, and more recent findings suggest a key role for poor glycemic control in this regard. Nevertheless, the association between glycemic control and cancer outcomes in oncologic patients with diabetes remains unsettled and poorly debated. PURPOSE The current review seeks to summarize the available evidence on the effect of glycemic control on cancer outcomes, as well as on the possibility that timely treatment of hyperglycemia and improved glycemic control in patients with cancer and diabetes may favorably affect cancer outcomes.
Collapse
Affiliation(s)
- A Natalicchio
- Department of Precision and Regenerative Medicine and Ionian Area, Section of Internal Medicine, Endocrinology, Andrology and Metabolic Diseases, University of Bari Aldo Moro, Piazza Giulio Cesare, 11, I-70124, Bari, Italy
| | - N Marrano
- Department of Precision and Regenerative Medicine and Ionian Area, Section of Internal Medicine, Endocrinology, Andrology and Metabolic Diseases, University of Bari Aldo Moro, Piazza Giulio Cesare, 11, I-70124, Bari, Italy
| | - M Montagnani
- Department of Precision and Regenerative Medicine and Ionian Area, Section of Pharmacology, University of Bari Aldo Moro, Bari, Italy
| | - M Gallo
- Endocrinology and Metabolic Diseases Unit, Azienda Ospedaliero-Universitaria SS Antonio e Biagio e Cesare Arrigo of Alessandria, Alessandria, Italy
| | - A Faggiano
- Endocrinology Unit, Department of Clinical & Molecular Medicine, Sant'Andrea Hospital, Sapienza University of Rome, Rome, Italy
| | - M C Zatelli
- Section of Endocrinology, Geriatrics and Internal Medicine, Department of Medical Sciences, University of Ferrara, Ferrara, Italy
| | - A Argentiero
- Medical Oncology Unit, IRCCS Istituto Tumori "Giovanni Paolo II", Bari, Italy
| | - M Del Re
- Department of Clinical and Experimental Medicine, University of Pisa, 55, Via Roma, 56126, Pisa, Italy
| | - S D'Oronzo
- Interdisciplinary Department of Medicine, University of Bari Aldo Moro, Bari, Italy
| | - S Fogli
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - T Franchina
- Medical Oncology Unit, Department of Human Pathology "G. Barresi", University of Messina, Messina, Italy
| | - D Giuffrida
- Department of Oncology, Istituto Oncologico del Mediterraneo, Viagrande, Catania, Italy
| | - S Gori
- Oncologia Medica, IRCCS Don Calabria-Sacro Cuore Hospital, Negrar, Verona, Italy
| | - A Ragni
- Endocrinology and Metabolic Diseases Unit, Azienda Ospedaliero-Universitaria SS Antonio e Biagio e Cesare Arrigo of Alessandria, Alessandria, Italy
| | - G Marino
- Internal Medicine Department, Ospedale dei Castelli, Asl Roma 6, Ariccia, Rome, Italy
| | - R Mazzilli
- Endocrinology Unit, Department of Clinical & Molecular Medicine, Sant'Andrea Hospital, Sapienza University of Rome, Rome, Italy
| | - M Monami
- Diabetology, Careggi Hospital and University of Florence, Florence, Italy
| | - L Morviducci
- Diabetology and Nutrition Unit, Department of Medical Specialties, ASL Roma 1 - S. Spirito Hospital, Rome, Italy
| | - V Renzelli
- Diabetologist and Endocrinologist, Italian Association of Clinical Diabetologists, Rome, Italy
| | - A Russo
- Department of Surgical, Oncological and Oral Sciences, Section of Medical Oncology, University of Palermo, Palermo, Italy
| | - L Sciacca
- Department of Clinical and Experimental Medicine, Endocrinology Section, University of Catania, Catania, Italy
| | - E Tuveri
- Diabetology, Endocrinology and Metabolic Diseases Service, ASL-Sulcis, Carbonia, Italy
| | - A Cortellini
- Operative Research Unit of Medical Oncology, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 200, 00128, Rome, Italy
- Department of Medicine and Surgery, Universitá Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, 00128, Rome, Italy
- Department of Surgery and Cancer, Hammersmith Hospital Campus, Imperial College London, London, UK
| | - M Di Maio
- Department of Oncology, University of Turin, AOU Città Della Salute e della Scienza di Torino, Turin, Italy
| | - R Candido
- Department of Medical Surgical and Health Sciences, University of Trieste, 34149, Trieste, Italy
| | - F Perrone
- Clinical Trials Unit, National Cancer Institute, Naples, Italy
| | - G Aimaretti
- Endocrinology, Department of Translational Medicine, Università del Piemonte Orientale, Novara, Italy
| | - A Avogaro
- Department of Medicine, Section of Diabetes and Metabolic Diseases, University of Padova, Padua, Italy
| | - N Silvestris
- Medical Oncology Unit, Department of Human Pathology "G. Barresi", University of Messina, Messina, Italy
| | - F Giorgino
- Department of Precision and Regenerative Medicine and Ionian Area, Section of Internal Medicine, Endocrinology, Andrology and Metabolic Diseases, University of Bari Aldo Moro, Piazza Giulio Cesare, 11, I-70124, Bari, Italy.
| |
Collapse
|
3
|
Van Cauwenberge J, Van Baelen K, Maetens M, Geukens T, Nguyen HL, Nevelsteen I, Smeets A, Deblander A, Neven P, Koolen S, Wildiers H, Punie K, Desmedt C. Reporting on patient's body mass index (BMI) in recent clinical trials for patients with breast cancer: a systematic review. Breast Cancer Res 2024; 26:81. [PMID: 38778365 PMCID: PMC11112918 DOI: 10.1186/s13058-024-01832-7] [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: 11/27/2023] [Accepted: 04/30/2024] [Indexed: 05/25/2024] Open
Abstract
BACKGROUND The proportion of patients with breast cancer and obesity is increasing. While the therapeutic landscape of breast cancer has been expanding, we lack knowledge about the potential differential efficacy of most drugs according to the body mass index (BMI). Here, we conducted a systematic review on recent clinical drug trials to document the dosing regimen of recent drugs, the reporting of BMI and the possible exclusion of patients according to BMI, other adiposity measurements and/or diabetes (leading comorbidity of obesity). We further explored whether treatment efficacy was evaluated according to BMI. METHODS A search of Pubmed and ClinicalTrials.gov was performed to identify phase I-IV trials investigating novel systemic breast cancer treatments. Dosing regimens and exclusion based on BMI, adiposity measurements or diabetes, documentation of BMI and subgroup analyses according to BMI were assessed. RESULTS 495 trials evaluating 26 different drugs were included. Most of the drugs (21/26, 81%) were given in a fixed dose independent of patient weight. BMI was an exclusion criterion in 3 out of 495 trials. Patients with diabetes, the leading comorbidity of obesity, were excluded in 67/495 trials (13.5%). Distribution of patients according to BMI was mentioned in 8% of the manuscripts, subgroup analysis was performed in 2 trials. No other measures of adiposity/body composition were mentioned in any of the trials. Retrospective analyses on the impact of BMI were performed in 6 trials. CONCLUSIONS Patient adiposity is hardly considered as most novel drug treatments are given in a fixed dose. BMI is generally not reported in recent trials and few secondary analyses are performed. Given the prevalence of patients with obesity and the impact obesity can have on pharmacokinetics and cancer biology, more attention should be given by investigators and study sponsors to reporting patient's BMI and evaluating its impact on treatment efficacy and toxicity.
Collapse
Affiliation(s)
- Josephine Van Cauwenberge
- Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Herestraat 49, Box 808, 3000, Louvain, Belgium
- Department of Gynecological Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Karen Van Baelen
- Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Herestraat 49, Box 808, 3000, Louvain, Belgium
- Department of Gynecological Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Marion Maetens
- Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Herestraat 49, Box 808, 3000, Louvain, Belgium
| | - Tatjana Geukens
- Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Herestraat 49, Box 808, 3000, Louvain, Belgium
- Department of General Medical Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Ha Linh Nguyen
- Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Herestraat 49, Box 808, 3000, Louvain, Belgium
| | - Ines Nevelsteen
- Department of Surgical Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Ann Smeets
- Department of Surgical Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Anne Deblander
- Department of Gynecological Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Patrick Neven
- Department of Gynecological Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Stijn Koolen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Hospital Pharmacy, Erasmus MC, Rotterdam, The Netherlands
| | - Hans Wildiers
- Department of General Medical Oncology, University Hospitals Leuven, Leuven, Belgium
| | - Kevin Punie
- Department of Medical Oncology, GZA Hospitals Sint-Augustinus, Wilrijk, Belgium
| | - Christine Desmedt
- Laboratory for Translational Breast Cancer Research, Department of Oncology, KU Leuven, Herestraat 49, Box 808, 3000, Louvain, Belgium.
| |
Collapse
|
4
|
Setakornnukul J, Petsuksiri J, Chaysiri P, Danchaivijitr P, Ngamphaiboon N, Thephamongkhol K. Development and Internal Validation of a Prediction Model for Nasopharyngeal Carcinoma: Using BMI and Inflammatory Response for Deciding Sequence of Chemotherapy. JCO Glob Oncol 2024; 10:e2300119. [PMID: 38359375 PMCID: PMC10881098 DOI: 10.1200/go.23.00119] [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: 04/15/2023] [Revised: 10/24/2023] [Accepted: 11/30/2023] [Indexed: 02/17/2024] Open
Abstract
PURPOSE Concurrent chemoradiotherapy followed by adjuvant chemotherapy (CRT-AC) and induction chemotherapy followed by concurrent chemoradiotherapy (IC-CRT) are among the best treatments in nasopharyngeal carcinoma (NPC). This study aimed to develop a model for deciding the sequence of chemotherapy in NPC. METHODS Data were separated into two cohorts. The CRT-AC cohort had 295 patients, while the IC-CRT cohort had 112. The predictors were standard factors with BMI and neutrophil-lymphocyte ratio (NLR) to predict overall survival (OS). A flexible parametric survival model was used. RESULTS A total of 132 (44.7%) and 72 patients (64.3%) died in the CRT-AC and IC-CRT cohorts, respectively. The predictors in the final models were age, sex, T, N, NLR, and BMI. The models of OS for CRT-AC and IC-CRT had concordance indices of 0.689 and 0.712, respectively, with good calibration curves. When changing the burden of disease along with NLR and BMI, we found that CRT-AC was not significantly different OS from IC-CRT when low NLR (<3) and high burden of disease (T3N3). By contrast, CRT-AC was remarkably more effective when there were high levels of NLR (≥3) and BMI (≥25) with any burden of disease (anyT anyN). CONCLUSION With additional BMI and NLR in model, it could be easier to decide between CRT-AC and IC-CRT in countries with limited health care resources.
Collapse
Affiliation(s)
- Jiraporn Setakornnukul
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Janjira Petsuksiri
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Panid Chaysiri
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Pongwut Danchaivijitr
- Division of Medical Oncology, Department of Medicine, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| | - Nuttapong Ngamphaiboon
- Division of Medical Oncology, Department of Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Kullathorn Thephamongkhol
- Division of Radiation Oncology, Department of Radiology, Faculty of Medicine, Siriraj Hospital, Mahidol University, Bangkok, Thailand
| |
Collapse
|
5
|
Erstad BL, Davis LE. Fixed Versus Body-Sized-Based Dosing of Monoclonal Antibodies. Ann Pharmacother 2024; 58:91-95. [PMID: 37129243 DOI: 10.1177/10600280231170650] [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] [Indexed: 05/03/2023] Open
Abstract
Monoclonal antibody products are an increasing portion of novel drug approvals. The labeling of initial drug approvals frequently involves body-size-based rather than fixed-dose administration regimens for adults without clear rationale for doing so. This presents challenges when prescribing these products for patients with extremes of body habitus who constitute a small portion of enrollment in pre-approval investigations. Fixed-dose regimens allow for standardized preparation with the potential to reduce the risk of calculation errors, drug waste, and make home administration more practical. Fixed-dose rather than body-size-based monoclonal antibody regimens should serve as the initial approach in early phase 1 clinical trials.
Collapse
Affiliation(s)
- Brian L Erstad
- Department of Pharmacy Practice & Science, The University of Arizona College of Pharmacy, Tucson, AZ, USA
| | - Lisa E Davis
- Department of Pharmacy Practice & Science, The University of Arizona College of Pharmacy, Tucson, AZ, USA
| |
Collapse
|
6
|
Zamboni WC, Charlab R, Burckart GJ, Stewart CF. Effect of Obesity on the Pharmacokinetics and Pharmacodynamics of Anticancer Agents. J Clin Pharmacol 2023; 63 Suppl 2:S85-S102. [PMID: 37942904 DOI: 10.1002/jcph.2326] [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: 05/01/2023] [Accepted: 07/12/2023] [Indexed: 11/10/2023]
Abstract
An objective of the Precision Medicine Initiative, launched in 2015 by the US Food and Drug Administration and National Institutes of Health, is to optimize and individualize dosing of drugs, especially anticancer agents, with high pharmacokinetic and pharmacodynamic variability. The American Society of Clinical Oncology recently reported that 40% of obese patients receive insufficient chemotherapy doses and exposures, which may lead to reduced efficacy, and recommended pharmacokinetic studies to guide appropriate dosing in these patients. These issues will only increase in importance as the incidence of obesity in the population increases. This publication reviews the effects of obesity on (1) tumor biology, development of cancer, and antitumor response; (2) pharmacokinetics and pharmacodynamics of small-molecule anticancer drugs; and (3) pharmacokinetics and pharmacodynamics of complex anticancer drugs, such as carrier-mediated agents and biologics. These topics are not only important from a scientific research perspective but also from a drug development and regulator perspective. Thus, it is important to evaluate the effects of obesity on the pharmacokinetics and pharmacodynamics of anticancer agents in all categories of body habitus and especially in patients who are obese and morbidly obese. As the effects of obesity on the pharmacokinetics and pharmacodynamics of anticancer agents may be highly variable across drug types, the optimal dosing metric and algorithm for difference classes of drugs may be widely different. Thus, studies are needed to evaluate current and novel metrics and methods for measuring body habitus as related to optimizing the dose and reducing pharmacokinetic and pharmacodynamic variability of anticancer agents in patients who are obese and morbidly obese.
Collapse
Affiliation(s)
- William C Zamboni
- UNC Eshelman School of Pharmacy, UNC Lineberger Comprehensive Cancer Center, Caroline Institute of Nanomedicine, University of North Carolina, Chapel Hill, NC, USA
| | - Rosane Charlab
- Office of Clinical Pharmacology, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD, USA
| | - Gilbert J Burckart
- Office of Clinical Pharmacology, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, MD, USA
| | | |
Collapse
|
7
|
Langevin B, Gobburu JVS, Gopalakrishnan M. Is There a Need for a Dedicated Pharmacokinetic Trial for a Drug in Obese Populations? A Drug Prioritization Decision Tree Framework. J Clin Pharmacol 2023; 63 Suppl 2:S48-S64. [PMID: 37942905 DOI: 10.1002/jcph.2304] [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: 03/17/2023] [Accepted: 06/22/2023] [Indexed: 11/10/2023]
Abstract
Obesity is a growing global health concern associated with high comorbidity rates, leading to an increasing number of patients who are obese requiring medication. However, clinical trials often exclude or under-represent individuals who are obese, creating the need for a methodology to adjust labeling to ensure safe and effective dosing for all patients. To address this, we developed a 2-part decision tree framework to prioritize drugs for dedicated pharmacokinetic studies in obese subjects. Leveraging current drug knowledge and modeling techniques, the decision tree system predicts expected exposure changes and recommends labeling strategies, allowing stakeholders to prioritize resources toward the drugs most in need. In a case study evaluating 30 drugs from literature across different therapeutic areas, our first decision tree predicted the expected direction of exposure change accurately in 73% of cases. We conclude that this decision tree system offers a valuable tool to advance research in obesity pharmacology and personalize drug development for patients who are obese, ensuring safe and effective medication.
Collapse
Affiliation(s)
- Brooke Langevin
- Center for Translational Medicine, University of Maryland School of Pharmacy, Baltimore, MD, USA
| | - Jogarao V S Gobburu
- Center for Translational Medicine, University of Maryland School of Pharmacy, Baltimore, MD, USA
| | - Mathangi Gopalakrishnan
- Center for Translational Medicine, University of Maryland School of Pharmacy, Baltimore, MD, USA
| |
Collapse
|
8
|
Cheng E, Caan BJ, Cawthon PM, Evans WJ, Hellerstein MK, Shankaran M, Nyangau E, Campbell KL, Lee C, Binder AM, Meyerhardt JA, Schmitz KH, Cespedes Feliciano EM. Body Composition, Relative Dose Intensity, and Adverse Events among Patients with Colon Cancer. Cancer Epidemiol Biomarkers Prev 2023; 32:1373-1381. [PMID: 37450841 PMCID: PMC10592319 DOI: 10.1158/1055-9965.epi-23-0227] [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: 03/10/2023] [Revised: 05/10/2023] [Accepted: 07/13/2023] [Indexed: 07/18/2023] Open
Abstract
BACKGROUND Despite evidence that low muscle increases the risk of chemotoxicity, most chemotherapies are dosed on body surface area without considering body composition. Among 178 patients with colon cancer, we assessed muscle and adipose tissue with multiple techniques and examined their associations with relative dose intensity (RDI) and adverse events. METHODS We estimated (i) cross-sectional skeletal muscle area (SMA) and total adipose tissue (TAT) area at L3 from computed tomography (CT); (ii) appendicular lean mass (ALM) and total body fat (TBF) mass from dual-energy X-ray absorptiometry (DXA); and (iii) total body skeletal muscle mass using D3-creatine (D3Cr) dilution. We standardized each measurement by its sex-specific standard deviation (SD). The primary outcome was reduced RDI (RDI <85%). The secondary outcome was the number of moderate and severe adverse events during each cycle of chemotherapy. We estimated the associations of muscle and adipose tissue measurements (per SD increase) with reduced RDI using logistic regression and adverse events using generalized estimating equations for repeated measures. RESULTS Higher CT SMA and DXA ALM were significantly associated with a lower risk of reduced RDI [odds ratios: 0.56 (0.38-0.81) for CT SMA; 0.56 (0.37-0.84) for DXA ALM]. No measurements of muscle or adipose tissue were associated with adverse events. CONCLUSIONS More muscle was associated with improved chemotherapy completion among patients with colon cancer, whereas muscle and adipose tissue were not associated with adverse events. IMPACT Considering body composition may help personalize dosing for colon cancer chemotherapy by identifying patients at risk for poor chemotherapy outcomes.
Collapse
Affiliation(s)
- En Cheng
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Bette J. Caan
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Peggy M. Cawthon
- San Francisco Coordinating Center, California Pacific Medical Center Research Institute, San Francisco, CA, USA
- Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA
| | - William J. Evans
- Department of Nutritional Sciences and Toxicology, University of California, Berkeley, CA, USA
- Division of Geriatrics, Duke University Medical Center, Durham, NC, USA
| | - Marc K. Hellerstein
- Department of Nutritional Sciences and Toxicology, University of California, Berkeley, CA, USA
| | - Mahalakshmi Shankaran
- Department of Nutritional Sciences and Toxicology, University of California, Berkeley, CA, USA
| | - Edna Nyangau
- Department of Nutritional Sciences and Toxicology, University of California, Berkeley, CA, USA
| | - Kristin L. Campbell
- Department of Physical Therapy, Faculty of Medicine, University of British Columbia, Vancouver, Canada
| | - Catherine Lee
- Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Alexandra M. Binder
- Population Sciences in the Pacific Program, University of Hawaii Cancer Center, Honolulu, HI, USA
- Department of Epidemiology, University of California, Los Angeles, CA, USA
| | | | - Kathryn H. Schmitz
- Division of Hematology and Oncology, University of Pittsburgh, Pittsburgh, PA, USA
| | | |
Collapse
|
9
|
Morelli C, Formica V, Bossi P, Rofei M, Guerriero S, Riondino S, Argirò R, Pucci N, Cenci T, Savino L, Rinaldi CG, Garaci F, Orlandi A, D’Angelillo RM, Arkenau HT, Roselli M. Untailored vs. Gender- and Body-Mass-Index-Tailored Skeletal Muscle Mass Index (SMI) to Assess Sarcopenia in Advanced Head and Neck Squamous Cell Carcinoma (HNSCC). Cancers (Basel) 2023; 15:4716. [PMID: 37835410 PMCID: PMC10571960 DOI: 10.3390/cancers15194716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 09/13/2023] [Accepted: 09/19/2023] [Indexed: 10/15/2023] Open
Abstract
(1) Background: Sarcopenia lasting >1 year might be considered a chronic condition in many HNSCC patients. CT-scan-derived Skeletal Muscle Mass Index (SMI) is an established surrogate of sarcopenia; yet, the cut-off reported in the literature (literature-based, lb-SMI < 43.2) is mainly based on the risk of chemoradiotherapy-induced toxicity, and the optimal value to discriminate OS is under-investigated. (2) Methods: The effect on OS of the lb-SMI cutoff was compared with an untailored OS-oriented SMI cutoff obtained in a cohort of consecutive advanced HNSCC patients treated with primary chemoradiotherapy, bio-chemotherapy or chemo-immunotherapy (cohort-specific, cs-SMI cutoff). Gender- and BMI-tailored (gt-SMI and bt-SMI) cut-offs were also evaluated. Cutoff values were identified by using the maximally selected rank statistics for OS. (3) Results: In 115 HNSCC patients, the cs-SMI cutoff was 31.50, which was lower compared to the lb-SMI reported cut-off. The optimal cut-off separately determined in females, males, overweight and non-overweight patients were 46.02, 34.37, 27.32 and 34.73, respectively. gt-SMI categorization had the highest effect on survival (p < 0.0001); its prognostic value was independent of the treatment setting or the primary location and was retained in a multivariate cox-regression analysis for OS including other HNSCC-specific prognostic factors (p = 0.0004). (4) Conclusions: A tailored SMI assessment would improve clinical management of sarcopenia in chemoradiotherapy-, bio-chemotherapy- or chemo-immunotherapy-treated HNSCC patients. Gender-based SMI could be used for prognostication in HNSCC patients.
Collapse
Affiliation(s)
- Cristina Morelli
- Medical Oncology Unit, Department of Systems Medicine, Tor Vergata University Hospital, 00133 Rome, Italy; (C.M.); (M.R.); (S.G.); (S.R.); (M.R.)
| | - Vincenzo Formica
- Medical Oncology Unit, Department of Systems Medicine, Tor Vergata University Hospital, 00133 Rome, Italy; (C.M.); (M.R.); (S.G.); (S.R.); (M.R.)
| | - Paolo Bossi
- Medical Oncology, Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, “ASST Spedali Civili di Brescia”, University of Brescia, 25123 Brescia, Italy;
| | - Michela Rofei
- Medical Oncology Unit, Department of Systems Medicine, Tor Vergata University Hospital, 00133 Rome, Italy; (C.M.); (M.R.); (S.G.); (S.R.); (M.R.)
| | - Simona Guerriero
- Medical Oncology Unit, Department of Systems Medicine, Tor Vergata University Hospital, 00133 Rome, Italy; (C.M.); (M.R.); (S.G.); (S.R.); (M.R.)
| | - Silvia Riondino
- Medical Oncology Unit, Department of Systems Medicine, Tor Vergata University Hospital, 00133 Rome, Italy; (C.M.); (M.R.); (S.G.); (S.R.); (M.R.)
| | - Renato Argirò
- Interventional Radiology Unit, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, 00133 Rome, Italy;
| | - Noemi Pucci
- Neuroradiology Unit, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, 00133 Rome, Italy; (N.P.); (F.G.)
| | - Tonia Cenci
- Anatomic Pathology, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, 00133 Rome, Italy; (T.C.); (L.S.); (A.O.)
| | - Luca Savino
- Anatomic Pathology, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, 00133 Rome, Italy; (T.C.); (L.S.); (A.O.)
| | - Carla G. Rinaldi
- Radiation Oncology, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, 00152 Rome, Italy; (C.G.R.); (R.M.D.)
| | - Francesco Garaci
- Neuroradiology Unit, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, 00133 Rome, Italy; (N.P.); (F.G.)
| | - Augusto Orlandi
- Anatomic Pathology, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, 00133 Rome, Italy; (T.C.); (L.S.); (A.O.)
| | - Rolando M. D’Angelillo
- Radiation Oncology, Department of Biomedicine and Prevention, University of Rome “Tor Vergata”, 00152 Rome, Italy; (C.G.R.); (R.M.D.)
| | | | - Mario Roselli
- Medical Oncology Unit, Department of Systems Medicine, Tor Vergata University Hospital, 00133 Rome, Italy; (C.M.); (M.R.); (S.G.); (S.R.); (M.R.)
| |
Collapse
|
10
|
Harborg S, Feldt M, Cronin-Fenton D, Klintman M, Dalton SO, Rosendahl AH, Borgquist S. Obesity and breast cancer prognosis: pre-diagnostic anthropometric measures in relation to patient, tumor, and treatment characteristics. Cancer Metab 2023; 11:8. [PMID: 37370158 DOI: 10.1186/s40170-023-00308-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 06/12/2023] [Indexed: 06/29/2023] Open
Abstract
PURPOSE Examine the association between obesity and clinical outcomes in early breast cancer and assess if patient, tumor, and treatment characteristics modify such associations in Malmö Diet and Cancer Study patients (MDCS). METHODS The MDCS enrolled 17,035 Swedish women from 1991 to 1996. At enrollment, participants' body mass index (BMI), waist circumference and body fat percentage measures were collected. We identified all female MDCS participants with invasive breast cancer from 1991 to 2014. Follow-up began at breast cancer diagnosis and ended at breast cancer recurrence (BCR), death, emigration, or June 8, 2020. The World Health Organization guidelines were used to classify BMI, waist circumference, and body fat percentage into three categories of healthy weight, overweight, and obesity. We fit Cox regression models to compute adjusted hazard ratios (HRs) with 95% confidence intervals (CI) of BCR according to body composition. To evaluate effect measure modification, we stratified Cox models by patient, tumor, and treatment characteristics. RESULTS In total, 263 BCRs were diagnosed over 12,816 person-years among 1099 breast cancer patients with a median follow-up of 11.1 years. Obesity according to BMI (HR = 1.44 [95%CI 1.00-2.07]), waist circumference (HR = 1.31 [95%CI 0.98-1.77]), and body fat percentage (HR = 1.41 [95%CI 1.02-1.98]) was associated with increased risk of BCR compared with healthy weight. Obesity was stronger associated with BCR in patients with low socioeconomic position (HR = 2.55 [95%CI 1.08-6.02]), larger tumors > 20 mm (HR = 2.68 [95%CI 1.42-5.06]), estrogen-receptor-negative breast cancer (HR = 3.13 [95%CI 1.09-8.97]), and with adjuvant chemotherapy treatment (HR = 2.06 [95%CI 1.08-4.31]). CONCLUSION Higher pre-diagnostic BMI, waist circumference, and body fat percentage was associated with increased risk of BCR. The association between obesity and BCR appears dependent on patient, tumor, and treatment characteristics.
Collapse
Affiliation(s)
- Sixten Harborg
- Department of Oncology, Aarhus University/Aarhus University Hospital, Entrance C, Level 1, C106, Palle Juul-Jensens Boulevard 99, 8200, Aarhus N, Denmark.
- Department of Clinical Epidemiology, Aarhus University, Aarhus, Denmark.
| | - Maria Feldt
- Department of Clinical Sciences Lund, Oncology, Lund University, Skåne University Hospital, Lund, Sweden
| | | | - Marie Klintman
- Department of Clinical Sciences Lund, Oncology, Lund University, Skåne University Hospital, Lund, Sweden
| | - Susanne O Dalton
- Survivorship and Inequality in Cancer, Danish Cancer Society Research Center, Copenhagen, Denmark
- Department of Clinical Oncology & Palliative Services, Zealand University Hospital, Næstved, Denmark
| | - Ann H Rosendahl
- Department of Clinical Sciences Lund, Oncology, Lund University, Skåne University Hospital, Lund, Sweden
| | - Signe Borgquist
- Department of Oncology, Aarhus University/Aarhus University Hospital, Entrance C, Level 1, C106, Palle Juul-Jensens Boulevard 99, 8200, Aarhus N, Denmark
- Department of Clinical Sciences Lund, Oncology, Lund University, Skåne University Hospital, Lund, Sweden
| |
Collapse
|
11
|
Afolabi BL, Mazhindu T, Zedias C, Borok M, Ndlovu N, Masimirembwa C. Pharmacogenetics and Adverse Events in the Use of Fluoropyrimidine in a Cohort of Cancer Patients on Standard of Care Treatment in Zimbabwe. J Pers Med 2023; 13:jpm13040588. [PMID: 37108974 PMCID: PMC10141018 DOI: 10.3390/jpm13040588] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 03/20/2023] [Accepted: 03/21/2023] [Indexed: 03/30/2023] Open
Abstract
Fluoropyrimidines are commonly used in the treatment of colorectal cancer. They are, however, associated with adverse events (AEs), of which gastrointestinal, myelosuppression and palmar-plantar erythrodysesthesia are the most common. Clinical guidelines are used for fluoropyrimidine dosing based on dihydropyrimidine dehydrogenase (DPYD) genetic polymorphism and have been shown to reduce these AEs in patients of European ancestry. This study aimed to evaluate, for the first time, the clinical applicability of these guidelines in a cohort of cancer patients on fluoropyrimidine standard of care treatment in Zimbabwe. DNA was extracted from whole blood and used for DPYD genotyping. Adverse events were monitored for six months using the Common Terminology Criteria for AEs (CTCAE) v.5.0. None of the 150 genotyped patients was a carrier of any of the pathogenic variants (DPYD*2A, DPYD*13, rs67376798, or rs75017182). However, severe AEs were high (36%) compared to those reported in the literature from other populations. There was a statistically significant association between BSA (p = 0.0074) and BMI (p = 0.0001) with severe global AEs. This study has shown the absence of the currently known actionable DPYD variants in the Zimbabwean cancer patient cohort. Therefore, the current pathogenic variants in the guidelines might not be feasible for all populations hence the call for modification of the current DPYD guidelines to include minority populations for the benefit of all diverse patients.
Collapse
|
12
|
Karalexi MA, Markozannes G, Tagkas CF, Katsimpris A, Tseretopoulou X, Tsilidis KK, Spector LG, Schüz J, Siahanidou T, Petridou ET, Ntzani EE. Nutritional Status at Diagnosis as Predictor of Survival from Childhood Cancer: A Review of the Literature. Diagnostics (Basel) 2022; 12:2357. [PMID: 36292046 PMCID: PMC9600212 DOI: 10.3390/diagnostics12102357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 09/22/2022] [Accepted: 09/27/2022] [Indexed: 11/16/2022] Open
Abstract
Few studies so far have examined the impact of nutritional status on the survival of children with cancer, with the majority of them focusing on hematological malignancies. We summarized published evidence reporting the association of nutritional status at diagnosis with overall survival (OS), event-free survival (EFS), relapse, and treatment-related toxicity (TRT) in children with cancer. Published studies on children with leukemia, lymphoma, and other solid tumors have shown that both under-nourished and over-nourished children at cancer diagnosis had worse OS and EFS. Particularly, the risk of death and relapse increased by 30-50% among children with leukemia with increased body mass index at diagnosis. Likewise, the risk of TRT was higher among malnourished children with osteosarcoma and Ewing sarcoma. Nutritional status seems to play a crucial role in clinical outcomes of children with cancer, thus providing a significant modifiable prognostic tool in childhood cancer management. Future studies with adequate power and longitudinal design are needed to further evaluate the association of nutritional status with childhood cancer outcomes using a more standardized definition to measure nutritional status in this population. The use of new technologies is expected to shed further light on this understudied area and give room to person-targeted intervention strategies.
Collapse
Affiliation(s)
- Maria A. Karalexi
- Department of Hygiene and Epidemiology, School of Medicine, University of Ioannina, 45110 Ioannina, Greece
- Hellenic Society for Social Pediatrics and Health Promotion, 11527 Athens, Greece
| | - Georgios Markozannes
- Department of Hygiene and Epidemiology, School of Medicine, University of Ioannina, 45110 Ioannina, Greece
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London SW7 2BX, UK
| | - Christos F. Tagkas
- Department of Hygiene and Epidemiology, School of Medicine, University of Ioannina, 45110 Ioannina, Greece
| | - Andreas Katsimpris
- Hellenic Society for Social Pediatrics and Health Promotion, 11527 Athens, Greece
| | - Xanthippi Tseretopoulou
- Department of Hygiene and Epidemiology, School of Medicine, University of Ioannina, 45110 Ioannina, Greece
- Department of Pediatric Endocrinology, Addenbrooke’s Hospital, Cambridge CB2 0QQ, UK
| | - Konstantinos K. Tsilidis
- Department of Hygiene and Epidemiology, School of Medicine, University of Ioannina, 45110 Ioannina, Greece
- Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London SW7 2BX, UK
| | - Logan G. Spector
- Department of Pediatrics, Division of Epidemiology & Clinical Research, University of Minnesota, Minneapolis, MN 55455, USA
| | - Joachim Schüz
- Section of Environment and Radiation, International Agency for Research on Cancer (IARC), 69372 Lyon, France
| | - Tania Siahanidou
- First Department of Pediatrics, National and Kapodistrian University of Athens, 11527 Athens, Greece
| | - Eleni Th. Petridou
- Hellenic Society for Social Pediatrics and Health Promotion, 11527 Athens, Greece
- Department of Hygiene, Epidemiology, and Medical Statistics, School of Medicine, National and Kapodistrian University of Athens, 11527 Athens, Greece
| | - Evangelia E. Ntzani
- Department of Hygiene and Epidemiology, School of Medicine, University of Ioannina, 45110 Ioannina, Greece
- Center for Evidence Synthesis in Health, Brown University School of Public Health, Providence, RI 02903, USA
| |
Collapse
|
13
|
Özdemir BC, Gerard CL, Espinosa da Silva C. Sex and Gender Differences in Anticancer Treatment Toxicity: A Call for Revisiting Drug Dosing in Oncology. Endocrinology 2022; 163:bqac058. [PMID: 35560216 PMCID: PMC9113364 DOI: 10.1210/endocr/bqac058] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Indexed: 11/27/2022]
Abstract
The practice of oncology has dramatically changed in the last decade with the introduction of molecular tumor profiling into routine tumor diagnostics and the extraordinary progress in immunotherapies. However, there remains an unmet need to explore personalized dosing strategies that take into account the patient's sex and gender to optimize the balance between efficacy and toxicity for each individual patient. In this mini-review, we summarize the evidence on sex and gender differences in toxicity of anticancer therapies and present data on dose reduction and dose discontinuation rates for selected chemotherapies and targeted therapies. Finally, we propose the investigation of body composition (specifically fat-free muscle mass) as a viable approach for personalized treatment dosage.
Collapse
Affiliation(s)
- Berna C Özdemir
- Department of Medical Oncology, Bern University Hospital and University of Bern, Bern 3011, Switzerland
- International Cancer Prevention Institute, Epalinges 1066, Switzerland
| | - Camille L Gerard
- Department of Oncology, Centre Hospitalier Universitaire Vaudois, Lausanne 1011, Switzerland
- The Francis Crick Institute, London, United Kingdom
| | - Cristina Espinosa da Silva
- Herbert Wertheim School of Public Health & Human Longevity Science, University of California San Diego, San Diego 92093, USA
- Division of Epidemiology and Biostatistics, School of Public Health, San Diego State University, San Diego, USA
| |
Collapse
|
14
|
Chu X, Xue P, Zhu S. Management of chemotherapy dose intensity for metastatic colorectal cancer (Review). Oncol Lett 2022; 23:141. [PMID: 35340557 PMCID: PMC8931773 DOI: 10.3892/ol.2022.13261] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 02/14/2022] [Indexed: 12/24/2022] Open
Abstract
Chemotherapy dose intensity is a momentous parameter of antitumor clinical medication. In certain clinical trials, the actual application dose of the chemotherapeutic drugs is frequently different from the prescribed dose. The chemotherapy dose intensity completed in different trials is also variable, which has an impact on the treatment efficacy, disease prognosis and patient safety. When these agents are tested in the population, chemotherapy reduction and delay or failure to complete the planned cycle constantly occur due to age, performance status, adverse reactions and other reasons, resulting in the modification of the chemotherapy dose intensity. The present review analyzed the correlation between the chemotherapy dose intensity and the incidence of adverse reactions, the treatment efficacy and disease prognosis in clinical trials of metastatic colorectal cancer. Moreover, the clinical applications of chemotherapy dose intensity were discussed. Based on individual differences, the present review analyzed the clinical trials that examined the efficacy of the chemotherapy dose intensity in different patient populations. The conclusions suggested that different populations require a specific dose intensity to reduce treatment toxicity without affecting the curative effect.
Collapse
Affiliation(s)
- Xuelei Chu
- Department of Oncology, Wangjing Hospital Affiliated to China Academy of Chinese Medical Sciences, Beijing 100102, P.R. China
| | - Peng Xue
- Department of Oncology, Wangjing Hospital Affiliated to China Academy of Chinese Medical Sciences, Beijing 100102, P.R. China
| | - Shijie Zhu
- Department of Oncology, Wangjing Hospital Affiliated to China Academy of Chinese Medical Sciences, Beijing 100102, P.R. China
| |
Collapse
|
15
|
Tran NH. Shifting Epidemiology of Hepatocellular Carcinoma in Far Eastern and Southeast Asian Patients: Explanations and Implications. Curr Oncol Rep 2022; 24:187-193. [DOI: 10.1007/s11912-021-01160-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/07/2021] [Indexed: 01/02/2023]
|