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Mu K, Zhang J, Gu Y, Huang G. Development and validation of a nomogram for predicting cardiovascular mortality risk for diffuse large B-cell lymphoma in children, adolescents, and adults. Front Pediatr 2024; 12:1346006. [PMID: 38384660 PMCID: PMC10879433 DOI: 10.3389/fped.2024.1346006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Accepted: 01/22/2024] [Indexed: 02/23/2024] Open
Abstract
Objective This study aimed to construct and validate a nomogram for predicting cardiovascular mortality (CVM) for child, adolescent, and adult patients with diffuse large B-cell lymphoma (DLBCL). Materials and methods Patients with only one primary tumor of DLBCL first diagnosed between 2000 and 2019 in the SEER database were extracted. We used the cumulative incidence function (CIF) to evaluate the cumulative rate of CVM. The outcome of interest was CVM, which was analyzed using a competing risk model, accounting for death due to other causes. The total database was randomly divided into a training cohort and an internal validation cohort at a ratio of 7:3. Adjustments were for demographics, tumor characteristics, and treatment modalities. Nomograms were constructed according to these risk factors to predict CVM risk at 5, 10, and 15 years. Validation included receiver operating characteristic (ROC) curves, time-dependent ROC, C-index, calibration curves, and decision curve analysis. Results One hundred four thousand six hundred six patients following initial diagnosis of DLBCL were included (58.3% male, median age 64 years, range 0-80, White 83.98%). Among them, 5.02% died of CVM, with a median follow-up time of 61 (31-98) months. Nomograms based on the seven risk factors (age at diagnosis, gender, race, tumor grade, Ann Arbor stage, radiation, chemotherapy) with hazard ratios ranging from 0.19-1.17 showed excellent discrimination, and calibration plots demonstrated satisfactory prediction. The 5-, 10-, and 15-year AUC and C-index of CVM in the training set were 0.716 (0.714-0.718), 0.713 (0.711-0.715), 0.706 (0.704-0.708), 0.731, 0.727, and 0.719; the corresponding figures for the validation set were 0.705 (0.688-0.722), 0.704 (0.689-0.718), 0.707 (0.693-0.722), 0.698, 0.698, and 0.699. Decision curve analysis revealed a clinically beneficial net benefit. Conclusions We first built the nomogram model for DLBCL patients with satisfactory prediction and excellent discrimination, which might play an essential role in helping physicians enact better treatment strategies at the time of initial diagnosis.
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Affiliation(s)
- Kai Mu
- Pediatric Heart Center, Children’s Hospital of Fudan University, Shanghai, China
- Department of Pediatric, The First Affiliated Hospital of Shandong First Medical University, Jinan, China
| | - Jing Zhang
- Department of Pediatric, The First Affiliated Hospital of Shandong First Medical University, Jinan, China
| | - Yan Gu
- Department of Pediatric, The First Affiliated Hospital of Shandong First Medical University, Jinan, China
| | - Guoying Huang
- Pediatric Heart Center, Children’s Hospital of Fudan University, Shanghai, China
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Wang R, Zhang J, He M, Xu J. Nomogram for predicting cardiovascular disease mortality in patients with meningioma: a competing risk analysis. Neurosurg Rev 2023; 47:1. [PMID: 38057477 DOI: 10.1007/s10143-023-02235-6] [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: 10/15/2023] [Revised: 11/16/2023] [Accepted: 11/26/2023] [Indexed: 12/08/2023]
Abstract
Cancer patients may have increased risk of cardiovascular mortality than general population. We designed this study to investigate the incidence and risk factors of cardiovascular mortality in meningioma patients. Meningioma patients recorded in Surveillance Epidemiology and End Results (SEER) database between 2004 and 2016 were eligible for this study. The standardized mortality ratio (SMR) was calculated to present the relative risk of cardiovascular mortality (ICD-10 codes I00-I99) in meningioma patients compared with general population. Fine-Gray subdistribution proportional hazards regression was performed to identify risk factors of cardiovascular mortality and construct nomogram for predicting cardiovascular-specific survival in meningioma patients. Among 94,067 meningioma patients included in this study, 6145 (6.5%) and 16549 (17.6%) patients died due to cardiovascular diseases and other causes, respectively. The cardiovascular disease-related SMR of included meningioma patients was 25.31 compared with the general population. Results of multivariate competing risk analysis showed that age, male gender, race, marital status, insurance status, tumor size, tumor location, histologic type, and surgery options were risk factors of cardiovascular mortality. The C-index of our constructed nomogram for predicting cardiovascular specific survival was 0.730 (0.712-0.748) and 0.726 (0.696-0.756) in training cohort and validation cohort, respectively. Incorporating demographic and clinical variables, the nomogram we constructed is effective in predicting cardiovascular mortality in meningioma patients and could guide physicians to reasonably control clinical risk factors of cardiovascular mortality in meningioma patients.
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Affiliation(s)
- Ruoran Wang
- Department of Neurosurgery, West China Hospital, Sichuan University, No. 37, Guo Xue Xiang, Chengdu, 610041, Sichuan Province, China
| | - Jing Zhang
- Department of Neurosurgery, West China Hospital, Sichuan University, No. 37, Guo Xue Xiang, Chengdu, 610041, Sichuan Province, China
| | - Min He
- Department of Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Jianguo Xu
- Department of Neurosurgery, West China Hospital, Sichuan University, No. 37, Guo Xue Xiang, Chengdu, 610041, Sichuan Province, China.
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Johnson PC, Markovitz NH, Yi A, Horick N, Newcomb RA, Cronin K, Schneider D, Nipp RD, El-Jawahri A. Clinical Outcomes and Health Care Utilization in Patients With Burkitt Lymphoma. JCO Oncol Pract 2023; 19:759-766. [PMID: 37499211 DOI: 10.1200/op.23.00146] [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: 03/12/2023] [Revised: 06/21/2023] [Accepted: 07/05/2023] [Indexed: 07/29/2023] Open
Abstract
PURPOSE Burkitt lymphoma is an aggressive B-cell lymphoma requiring intensive therapy, which places patients at risk for severe toxicity. However, few studies have described these patients' clinical outcomes and health care utilization, particularly among older adults. METHODS We conducted a retrospective analysis of adults 40 years and older with Burkitt lymphoma at Massachusetts General Hospital and Dana-Farber Cancer Institute from February 1999 to December 2020 (N = 97). We abstracted patient characteristics, clinical outcomes, and health care utilization (unplanned hospitalizations, intensive care unit [ICU] admissions) during therapy from the electronic health record. Using univariate logistic regression, we examined factors associated with rates of unplanned hospitalization and ICU admission during therapy. RESULTS Among evaluable patients (median age, 69 years; 23.7% female; 19.3% with bone marrow involvement), 45.8% (38 of 83) experienced unplanned hospitalization and 23.2% (19 of 82) experienced ICU admission during therapy. Among those 70 years and older, rates of unplanned hospitalization and ICU admission were 36.8% (14 of 38) and 29.0% (11 of 38), respectively. Bone marrow involvement (odds ratio [OR], 3.00; P = .069) was associated with a nonsignificantly greater likelihood of unplanned hospitalization. Older age (OR, 1.06; P = .039), Charlson comorbidity index >0 (OR, 3.14; P = .038), and hypoalbuminemia (OR, 3.22; P = .035) were associated with greater likelihood of ICU admission. Overall, 8.7% (8 of 92) of patients died during treatment, all of whom were 70 years and older. CONCLUSION Adults with Burkitt lymphoma experience substantial rates of unplanned hospitalizations and ICU admissions, with older adults at especially high risk for ICU admission and death during treatment. Our findings underscore the need to develop supportive care interventions for patients with Burkitt lymphoma to help improve clinical outcomes and health care utilization.
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Affiliation(s)
- P Connor Johnson
- Department of Medicine, Division of Hematology & Oncology, Massachusetts General Hospital, Boston, MA
- Harvard Medical School, Boston, MA
| | - Netana H Markovitz
- Harvard Medical School, Boston, MA
- Department of Medicine, Beth Israel Deaconess Hospital, Boston, MA
| | - Alisha Yi
- Department of Medicine, Division of Hematology & Oncology, Massachusetts General Hospital, Boston, MA
- Harvard Medical School, Boston, MA
| | - Nora Horick
- Harvard Medical School, Boston, MA
- Department of Statistics, Massachusetts General Hospital, Boston, MA
| | - Richard A Newcomb
- Department of Medicine, Division of Hematology & Oncology, Massachusetts General Hospital, Boston, MA
- Harvard Medical School, Boston, MA
| | - Katherine Cronin
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA
| | - David Schneider
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA
| | - Ryan D Nipp
- Department of Medicine, University of Oklahoma Stephenson Cancer Center, Oklahoma City, OK
| | - Areej El-Jawahri
- Department of Medicine, Division of Hematology & Oncology, Massachusetts General Hospital, Boston, MA
- Department of Medicine, Beth Israel Deaconess Hospital, Boston, MA
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Zhang L, Jing H, Tang S, Wang J, Yang P. Benefits of Dynamic Nomogram Models for Elderly Diffuse Large B-Cell Lymphoma Patients' Early Death Prediction and Clinical Application. Mediators Inflamm 2023; 2023:7874239. [PMID: 37096156 PMCID: PMC10122575 DOI: 10.1155/2023/7874239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 12/03/2022] [Accepted: 03/20/2023] [Indexed: 04/26/2023] Open
Abstract
Background Diffuse large B-cell lymphoma (DLBCL) is an aggressive malignancy, and about 60% of the patients are diagnosed in their elderly age (≥65 years old). However, little is known about the early mortality and risk factors related to elderly patients with DLBCL. Methodology. From 2000 to 2019, elderly patients diagnosed with DLBCL in the Surveillance, Epidemiology, and End Result (SEER) database were involved in this research and served as test cohort. Moreover, elderly DLBCL patients from Peking University Third Hospital were used for external validation cohort. Risk factors were identified by univariate and multivariate logistic regression analyses. Nomogram models were constructed based on significance risk factors to predict the overall and cancer-specific early death. Besides that, the predictive value of the models was validated by receiver operating characteristic (ROC) analysis. Calibration plots were used to evaluate the calibrating ability. Clinical benefits of nomogram were evaluated by decision curve analysis (DCA). Results 15242 elderly DLBCL patients obtained from the SEER database and 152 patients from Peking University Third Hospital were enrolled in this research. In the SEER database, 36.6% (5584/15242) of the patients had early death and 30.7% (4680/15242) of them were cancer-specific early death. Marital status, Ann Arbor stage, surgical treatment, radiotherapy, and chemotherapy were significant risk factors for overall and cancer-specific early death of elderly DLBCL patients. Nomograms were constructed according to these risk factors. Then, ROC analysis showed that the AUC of OS was 0.764 (0.756~0.772), and CSS was 0.742 (0.733~0.751). In the validation group, the AUC of OS was 0.767 (0.689~0.846) and CSS was 0.742 (0.743~0.83). Conclusion The calibration plots and DCA analysis revealed that the nomograms were good at early death prediction and clinical application. Predictive dynamic nomogram models for elderly DLBCL patients were established and validated, which might play an essential role in helping physicians enact better treatment strategies.
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Affiliation(s)
- Lingke Zhang
- Department of Hematology, Peking University Third Hospital, Beijing 100191, China
| | - Hongmei Jing
- Department of Hematology, Peking University Third Hospital, Beijing 100191, China
| | - Shuhan Tang
- Department of Hematology, Peking University Third Hospital, Beijing 100191, China
| | - Jing Wang
- Department of Hematology, Peking University Third Hospital, Beijing 100191, China
| | - Ping Yang
- Department of Hematology, Peking University Third Hospital, Beijing 100191, China
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Salz T, Zabor EC, Brown PDN, Dalton SO, Raghunathan NJ, Matasar MJ, Steingart R, Hjalgrim H, Specht L, Vickers AJ, Oeffinger KC, Johansen C. Cardiovascular risk factors, radiation therapy, and myocardial infarction among lymphoma survivors. Acta Oncol 2022; 61:1064-1068. [PMID: 36256902 PMCID: PMC9888465 DOI: 10.1080/0284186x.2022.2107402] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 07/15/2022] [Indexed: 02/02/2023]
Abstract
BACKGROUND Mediastinal radiation is associated with increased risk of myocardial infarction (MI) among non-Hodgkin lymphoma (NHL) survivors. OBJECTIVE To evaluate how preexisting cardiovascular risk factors (CVRFs) modify the association of mediastinal radiation and MI among a national population of NHL survivors with a range of CVRFs. MATERIAL AND METHODS Using Danish registries, we identified adults diagnosed with lymphoma 2000-2010. We assessed MI from one year after diagnosis through 2016. We ascertained CVRFs (hypertension, dyslipidemia, and diabetes), vascular disease, and intrinsic heart disease prevalent at lymphoma diagnosis. We used multivariable Cox regression to test the interaction between preexisting CVRFs and receipt of mediastinal radiation on subsequent MI. RESULTS Among 3151 NHL survivors (median age 63, median follow-up 6.5 years), 96 were diagnosed with MI. Before lymphoma, 32% of survivors had ≥1 CVRF. 8.5% of survivors received mediastinal radiation. In multivariable analysis, we found that mediastinal radiation (HR = 1.96; 95% CI = 1.09-3.52), and presence of ≥1 CVRF (HR = 2.71; 95% CI = 1.77-4.15) were associated with an increased risk of MI. Although there was no interaction on the relative scale (p = 0.14), we saw a clinically relevant absolute increase in risk for patients with CVRF from 10-year of MI of 10.5% without radiation to 29.5% for those undergoing radiation. CONCLUSION Patients with CVRFs have an importantly higher risk of subsequent MI if they have mediastinal radiation. Routine evaluation of CVRFs and optimal treatment of preexisting cardiovascular disease should continue after receiving cancer therapy. In patients with CVRFs, mediastinal radiation should only be given if oncologic benefit clearly outweighs cardiovascular harm.
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Affiliation(s)
- Talya Salz
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Emily C Zabor
- Department of Quantitative Health Sciences & Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | | | - Nirupa J Raghunathan
- Department of General Internal Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Matthew J Matasar
- Lymphoma Survivorship Clinic, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Richard Steingart
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Lena Specht
- Department of Oncology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark
| | - Andrew J Vickers
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Christoffer Johansen
- CASTLE - Cancer Late Effect Research, Oncology Clinic, Center for Surgery and Cancer, Copenhagen, Denmark
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Tang L, Pan Z, Zhang X. The effect of marital status on the survival of patients with multiple myeloma. Hematology 2022; 27:187-197. [PMID: 35068385 DOI: 10.1080/16078454.2022.2026027] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Affiliation(s)
- Lina Tang
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People’s Republic of China
| | - Zhenyu Pan
- Department of Pharmacy, Xi'an Children's Hospital, Xi'an, People’s Republic of China
| | - Xiaoxia Zhang
- Department of Pharmacy, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People’s Republic of China
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Johnson PC, Yi A, Horick N, Amonoo HL, Newcomb RA, Lavoie MW, Rice J, Reynolds MJ, Ritchie CS, Nipp RD, El-Jawahri A. Clinical Outcomes, Treatment Toxicity, and Health Care Utilization in Older Adults with Aggressive Non-Hodgkin Lymphoma. Oncologist 2021; 26:965-973. [PMID: 34327767 DOI: 10.1002/onco.13915] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 07/12/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Although balancing treatment efficacy with risks of complications is critical for older adults with aggressive non-Hodgkin lymphoma (NHL), few studies have described these patients' clinical outcomes, rates of toxicities, and health care utilization. METHODS We conducted a retrospective analysis of adults ≥65 years diagnosed with aggressive NHL and receiving systemic therapy at Massachusetts General Hospital from April 2000 to July 2020. We abstracted patient characteristics, clinical outcomes, treatment toxicity, unplanned hospitalizations, and intensive care unit (ICU) admissions within 6 months of treatment initiation from the medical record. Using multivariable logistic regression, we examined factors associated with rates of grade 3+ nonhematologic toxicity and unplanned hospitalization. RESULTS Among 295 patients (median age, 73 years; 39.0% female), 5-year overall survival (OS) was 74.2%. Five-year OS by age group (65-69, 70-74, 75-79, and 80+ years) was 82.2%, 72.0%, 73.6%, and 66.4%, respectively. Overall, 42.4% experienced grade 3+ toxicity, with 8.1% experiencing grades 4-5. The rates of unplanned hospitalization and ICU admission were 41.0% and 6.1%, respectively. In multivariable analysis, hypoalbuminemia (odds ratio [OR], 4.29; p < .001) and high comorbidity score (OR, 4.22; p < .001) were associated with likelihood of grade 3+ toxicity. Hypoalbuminemia (OR, 2.83; p = .003), high comorbidity score (OR, 3.93; p = .001), and receipt of EPOCH (etoposide, prednisone, vincristine, cyclophosphamide, doxorubicin; OR, 5.45; p = .012) were associated with likelihood of unplanned hospitalization. CONCLUSIONS The majority of older adults receiving upfront therapy for aggressive NHL survive beyond 5 years, yet nearly half experience substantial treatment toxicities and unplanned hospitalizations. Our findings underscore the need for supportive care interventions to enhance the care experience of this population. IMPLICATIONS FOR PRACTICE The results of this study highlight the potential benefits of intensive chemoimmunotherapy for the majority of older adults with aggressive non-Hodgkin lymphoma, even at advanced ages. Nearly half of older adults experienced substantial treatment toxicities and unplanned hospitalizations, emphasizing the unmet need for supportive care interventions in this population. The present study also identified hypoalbuminemia and patient comorbidity score as factors associated with grade 3+ nonhematologic toxicity and unplanned hospitalization. These findings may guide the development and implementation of targeted supportive care interventions in high-risk older adults with aggressive non-Hodgkin lymphoma.
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Affiliation(s)
- P Connor Johnson
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Alisha Yi
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Nora Horick
- Department of Statistics, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Hermioni L Amonoo
- Harvard Medical School, Boston, Massachusetts, USA.,Department of Psychiatry, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Richard A Newcomb
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Mitchell W Lavoie
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Julia Rice
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Matthew J Reynolds
- Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Christine S Ritchie
- The Mongan Institute and the Division of Palliative Care and Geriatric Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Ryan D Nipp
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
| | - Areej El-Jawahri
- Division of Hematology & Oncology, Department of Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA.,Harvard Medical School, Boston, Massachusetts, USA
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