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Derks SHAE, van der Meer EL, Joosse A, de Jonge MJA, Slagter C, Schouten JW, Hoop EOD, Smits M, van den Bent MJ, Jongen JLM, van der Veldt AAM. The development of brain metastases in patients with different therapeutic strategies for metastatic renal cell cancer. Int J Cancer 2024; 155:1045-1052. [PMID: 38703351 DOI: 10.1002/ijc.34984] [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: 01/09/2024] [Revised: 02/27/2024] [Accepted: 04/09/2024] [Indexed: 05/06/2024]
Abstract
A diagnosis of brain metastasis (BM) significantly affects quality of life in patients with metastatic renal cell cancer (mRCC). Although systemic treatments have shown efficacy in mRCC, active surveillance (AS) is still commonly used in clinical practice. In this single-center cohort study, we assessed the impact of different initial treatment strategies for metastatic RCC (mRCC) on the development of BM. All consecutive patients diagnosed with mRCC between 2011 and 2022 were included at the Erasmus MC Cancer Institute, the Netherlands, and a subgroup of patients with BM was selected. In total, 381 patients with mRCC (ECM, BM, or both) were identified. Forty-six patients had BM of whom 39 had metachronous BM (diagnosed ≥1 month after ECM). Twenty-five (64.1%) of these 39 patients with metachronous BM had received prior systemic treatment for ECM and 14 (35.9%) patients were treatment naive at BM diagnosis. The median BM-free survival since ECM diagnosis was significantly longer (p = .02) in previously treated patients (29.0 [IQR 12.6-57.0] months) compared to treatment naive patients (6.8 [IQR 1.0-7.0] months). In conclusion, patients with mRCC who received systemic treatment for ECM prior to BM diagnosis had a longer BM-free survival as compared to treatment naïve patients. These results emphasize the need for careful evaluation of treatment strategies, and especially AS, for patients with mRCC.
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Affiliation(s)
- Sophie H A E Derks
- Department of Neuro-Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Edgar L van der Meer
- Department of Neuro-Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Arjen Joosse
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Maja J A de Jonge
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Cleo Slagter
- Department of Radiotherapy, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Joost W Schouten
- Department of Neurosurgery, Erasmus MC, Rotterdam, The Netherlands
| | - Esther Oomen-de Hoop
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Marion Smits
- Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
| | - Martin J van den Bent
- Department of Neuro-Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Joost L M Jongen
- Department of Neuro-Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Astrid A M van der Veldt
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands
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Habibi MA, Rashidi F, Habibzadeh A, Mehrtabar E, Arshadi MR, Mirjani MS. Prediction of the treatment response and local failure of patients with brain metastasis treated with stereotactic radiosurgery using machine learning: A systematic review and meta-analysis. Neurosurg Rev 2024; 47:199. [PMID: 38684566 DOI: 10.1007/s10143-024-02391-3] [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: 01/20/2024] [Revised: 04/01/2024] [Accepted: 04/07/2024] [Indexed: 05/02/2024]
Abstract
BACKGROUND Stereotactic radiosurgery (SRS) effectively treats brain metastases. It can provide local control, symptom relief, and improved survival rates, but it poses challenges in selecting optimal candidates, determining dose and fractionation, monitoring for toxicity, and integrating with other modalities. Practical tools to predict patient outcomes are also needed. Machine learning (ML) is currently used to predict treatment outcomes. We aim to investigate the accuracy of ML in predicting treatment response and local failure of brain metastasis treated with SRS. METHODS PubMed, Scopus, Web of Science (WoS), and Embase were searched until April 16th, which was repeated on October 17th, 2023 to find possible relevant papers. The study preparation adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guideline. The statistical analysis was performed by the MIDAS package of STATA v.17. RESULTS A total of 17 articles were reviewed, of which seven and eleven were related to the clinical use of ML in predicting local failure and treatment response. The ML algorithms showed sensitivity and specificity of 0.89 (95% CI: 0.84-0.93) and 0.87 (95% CI: 0.81-0.92) for predicting treatment response. The positive likelihood ratio was 7.1 (95% CI: 4.5-11.1), the negative likelihood ratio was 0.13 (95% CI: 0.08-0.19), and the diagnostic odds ratio was 56 (95% CI: 25-125). Moreover, the pooled estimates for sensitivity and specificity of ML algorithms for predicting local failure were 0.93 (95% CI: 0.76-0.98) and 0.80 (95% CI: 0.53-0.94). The positive likelihood ratio was 4.7 (95% CI: 1.6-14.0), the negative likelihood ratio was 0.09 (95% CI: 0.02-0.39), and the diagnostic odds ratio was 53 (95% CI: 5-606). CONCLUSION ML holds promise in predicting treatment response and local failure in brain metastasis patients receiving SRS. However, further studies and improvements in the treatment process can refine the models and effectively integrate them into clinical practice.
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Affiliation(s)
- Mohammad Amin Habibi
- Department of Neurosurgery, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran.
| | - Farhang Rashidi
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Adriana Habibzadeh
- Student Research Committee, Fasa University of Medical Sciences, Fasa, Iran
| | - Ehsan Mehrtabar
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Reza Arshadi
- Advanced Diagnostic and Interventional Radiology Research Center (ADIR), Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Sina Mirjani
- Student Research Committee, Faculty of Medicine, Qom University of Medical Science, Qom, Iran
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Abedpoor N, Taghian F, Jalali Dehkordi K, Safavi K. Sparassis latifolia and exercise training as complementary medicine mitigated the 5-fluorouracil potent side effects in mice with colorectal cancer: bioinformatics approaches, novel monitoring pathological metrics, screening signatures, and innovative management tactic. Cancer Cell Int 2024; 24:141. [PMID: 38637796 PMCID: PMC11027426 DOI: 10.1186/s12935-024-03328-y] [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: 12/23/2023] [Accepted: 04/12/2024] [Indexed: 04/20/2024] Open
Abstract
BACKGROUND Prompt identification and assessment of the disease are essential for reducing the death rate associated with colorectal cancer (COL). Identifying specific causal or sensitive components, such as coding RNA (cRNA) and non-coding RNAs (ncRNAs), may greatly aid in the early detection of colorectal cancer. METHODS For this purpose, we gave natural chemicals obtained from Sparassis latifolia (SLPs) either alone or in conjunction with chemotherapy (5-Fluorouracil to a mouse colorectal tumor model induced by AOM-DSS. The transcription profile of non-coding RNAs (ncRNAs) and their target hub genes was evaluated using qPCR Real-Time, and ELISA techniques. RESULTS MSX2, MMP7, ITIH4, and COL1A2 were identified as factors in inflammation and oxidative stress, leading to the development of COL. The hub genes listed, upstream regulatory factors such as lncRNA PVT1, NEAT1, KCNQ1OT1, SNHG16, and miR-132-3p have been discovered as biomarkers for prognosis and diagnosis of COL. The SLPs and exercise, effectively decreased the size and quantity of tumors. CONCLUSIONS This effect may be attributed to the modulation of gene expression levels, including MSX2, MMP7, ITIH4, COL1A2, PVT1, NEAT1, KCNQ1OT1, SNHG16, and miR-132-3p. Ultimately, SLPs and exercise have the capacity to be regarded as complementing and enhancing chemotherapy treatments, owing to their efficacious components.
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Affiliation(s)
- Navid Abedpoor
- Department of Sports Physiology, Faculty of Sports Sciences, School of Sports Sciences, Isfahan (Khorasgan) Branch, Islamic Azad University, Isfahan, Iran
| | - Farzaneh Taghian
- Department of Sports Physiology, Faculty of Sports Sciences, School of Sports Sciences, Isfahan (Khorasgan) Branch, Islamic Azad University, Isfahan, Iran.
| | - Khosro Jalali Dehkordi
- Department of Sports Physiology, Faculty of Sports Sciences, School of Sports Sciences, Isfahan (Khorasgan) Branch, Islamic Azad University, Isfahan, Iran
| | - Kamran Safavi
- Department of Plant Biotechnology, Medicinal Plants Research Centre, Isfahan (Khorasgan) Branch, Islamic Azad University, Isfahan, Iran
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Reilly JM, Ruppert LM. Post-acute Care Needs and Benefits of Inpatient Rehabilitation Care for the Oncology Patient. Curr Oncol Rep 2023; 25:155-162. [PMID: 36729252 PMCID: PMC10423402 DOI: 10.1007/s11912-023-01366-9] [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] [Accepted: 11/07/2022] [Indexed: 02/03/2023]
Abstract
PURPOSE OF REVIEW This study aims to assess recent literature published on the post-acute care needs of cancer patients, specifically focusing on the acute inpatient rehabilitation setting. RECENT FINDINGS The neurologic cancer population appears to be the most studied oncologic population in acute inpatient rehabilitation studies within the past 5 years. This finding is consistent with prior findings from the past several decades. Recent trends in inpatient cancer rehabilitation note a population with lower admission functional status and shorter lengths of stay compared to prior studies. Despite these findings, the percentage discharged to the community remains high. With new treatments yielding improved survival, cancer patients may live longer and risk accumulating more functional impairments. Physicians involved in their care must understand post-acute care needs and work in a multidisciplinary group to best determine post-acute disposition. This decision remains very individualized and should consider both oncologic and functional needs.
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Affiliation(s)
- Julia M Reilly
- Rehabilitation Medicine Service, Department of Neurology, Memorial Sloan Kettering Cancer Center, 160 E 53rd St, New York, NY, USA.
- Department of Rehabilitation Medicine, Weill Cornell Medical Center, New York, NY, USA.
| | - Lisa Marie Ruppert
- Rehabilitation Medicine Service, Department of Neurology, Memorial Sloan Kettering Cancer Center, 160 E 53rd St, New York, NY, USA
- Department of Rehabilitation Medicine, Weill Cornell Medical Center, New York, NY, USA
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Fleege NMG, Pierce-Gjeldum D, Swartz LK, Verbal K, Merajver S, Friese CR, Kiyota A, Heth J, Leung D, Smith SR, Gabel N, Kim MM, Morikawa A. IMPACT the Brain: A Team-Based Approach to Management of Metastatic Breast Cancer With CNS Metastases. JCO Oncol Pract 2023; 19:e67-e77. [PMID: 36223556 PMCID: PMC9870235 DOI: 10.1200/op.22.00291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
PURPOSE CNS metastases are associated with decreased survival and quality of life for patients with metastatic breast cancer (MBC). Team-based care can optimize outcomes. IMPACT the Brain is a care coordination program that aims to improve access to team-based care for patients with MBC and CNS metastases. MATERIALS AND METHODS Patients with MBC and CNS metastases were eligible for enrollment in this care coordination program. A team of specialists supported a dedicated program coordinator who provided navigation, education, specialty referral, and clinical trial screening. A unique intake form developed for the program created personalized, coordinated, and expedited specialty referrals. Patient-reported outcomes and caregiver burden assessments were collected on a voluntary basis throughout enrollment. Data were analyzed using descriptive statistics. RESULTS Sixty patients were referred, and 53 were enrolled (88%). The median time to program enrollment was 1 day (range, 0-11) and to first visit was 5 days (range, 0-25). On the basis of the program intake form, 47 referrals were made across six specialties, most commonly physical medicine and rehabilitation (n = 10), radiation oncology (n = 10), and neuropsychology (n = 10). Nineteen patients (36%) consented to enroll in clinical trials. CONCLUSION A tailored team-based care coordination program for patients with MBC and CNS metastases is feasible. Use of a unique intake screening form by a dedicated program coordinator resulted in faster time to first patient visit, enabled access to subspecialist care, and supported enrollment in clinical trials. Future research should focus on intervention development using PRO data collected in this care coordination program.
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Affiliation(s)
- Nicole M. Grogan Fleege
- University of Michigan Health System, Ann Arbor, MI,Nicole M. Grogan Fleege, MD, 1500 E. Medical Center Dr, Ann Arbor, MI 48109 Twitter: @NicoleFleege; e-mail:
| | | | | | - Kait Verbal
- University of Michigan Health System, Ann Arbor, MI
| | | | | | - Ayano Kiyota
- University of Michigan Health System, Ann Arbor, MI
| | - Jason Heth
- University of Michigan Health System, Ann Arbor, MI
| | - Denise Leung
- University of Michigan Health System, Ann Arbor, MI
| | | | | | | | - Aki Morikawa
- University of Michigan Health System, Ann Arbor, MI
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Gourret Baumgart J, Kane H, Pelletier S, André K, Barbe C, Lecomte T, Sam Y, Messai N, Rusch E, Denis F. Understanding Inequalities in the Uptake of Supportive Care to Improve Practices in the Cancer Care Continuum. Cancers (Basel) 2022; 14:cancers14246053. [PMID: 36551539 PMCID: PMC9775582 DOI: 10.3390/cancers14246053] [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: 11/03/2022] [Revised: 11/29/2022] [Accepted: 12/06/2022] [Indexed: 12/14/2022] Open
Abstract
(1) Background: While inequalities in the prevalence of cancer, access to care, and survival have been well documented, less research has focused on inequalities in the uptake of supportive oncology care. Given its contribution to improving the quality of life of people affected by cancer, access to such care is a major public health issue. The present study focuses on the access and uptake of those supportive oncology care services. (2) Methods: This study is based on qualitative research methodology, using a thematic analysis tree on NVivo© analysis software. First, an exploratory survey was conducted with users of oncology services, and professionals from these services and supportive oncology care. Then, individual interviews were conducted in June 2022 among people who are currently being treated or have been treated for cancer. (3) Results: The experiences of the 33 respondents revealed that significant variations in the uptake of supportive oncology care are underpinned by identifiable disparities in their healthcare pathways: in their assimilation of information, difficulties in accessing oncology care, personal reluctance and motivations, perceived needs and benefits, and use of other medicines. (4) Conclusion: This study aims to gain some insight into disparities in the uptake of supportive care in the Centre-Val de Loire region (France). Thus, it provides a better understanding of the complex ways in which these inequalities in supportive oncology care uptake are constructed.
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Affiliation(s)
- Jade Gourret Baumgart
- EA 7505 Laboratory of Education, Ethics, Health, Faculty of Medicine, François-Rabelais University, 37 000 Tours, France
- Correspondence: (J.G.B.); (H.K.); Tel.: +33-(0)-633233209 (J.G.B.); +33-(0)-784563345 (H.K.)
| | - Hélène Kane
- EA 7505 Laboratory of Education, Ethics, Health, Faculty of Medicine, François-Rabelais University, 37 000 Tours, France
- Correspondence: (J.G.B.); (H.K.); Tel.: +33-(0)-633233209 (J.G.B.); +33-(0)-784563345 (H.K.)
| | - Sylvie Pelletier
- Oncology Network Centre-Val de Loire (OncoCentre), 37 000 Tours, France
| | - Karine André
- League Against Cancer Departmental Committee of Indre-et-Loire, 37 000 Tours, France
| | - Catherine Barbe
- Oncology Network Centre-Val de Loire (OncoCentre), 37 000 Tours, France
- Regional University Hospital Centre of Tours (CHRU de Tours), 37 000 Tours, France
| | - Thierry Lecomte
- Oncology Network Centre-Val de Loire (OncoCentre), 37 000 Tours, France
- Regional University Hospital Centre of Tours (CHRU de Tours), 37 000 Tours, France
- Nutrition, Growth and Cancer, INSERM UMR 1069, University of Tours, 37 000 Tours, France
| | - Yacine Sam
- EA 6300 Fundamental and Applied Computer Sciences, Polytechnic School of the University of Tours, 37 000 Tours, France
| | - Nizar Messai
- EA 6300 Fundamental and Applied Computer Sciences, Polytechnic School of the University of Tours, 37 000 Tours, France
| | - Emmanuel Rusch
- EA 7505 Laboratory of Education, Ethics, Health, Faculty of Medicine, François-Rabelais University, 37 000 Tours, France
| | - Frédéric Denis
- EA 7505 Laboratory of Education, Ethics, Health, Faculty of Medicine, François-Rabelais University, 37 000 Tours, France
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