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Latimer NR, Taylor K, Hatswell AJ, Ho S, Okorogheye G, Chen C, Kim I, Borrill J, Bertwistle D. An Evaluation of an Algorithm for the Selection of Flexible Survival Models for Cancer Immunotherapies: Pass or Fail? PHARMACOECONOMICS 2024; 42:1395-1412. [PMID: 39302594 PMCID: PMC11564353 DOI: 10.1007/s40273-024-01429-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 08/12/2024] [Indexed: 09/22/2024]
Abstract
BACKGROUND AND OBJECTIVE Accurately extrapolating survival beyond trial follow-up is essential in a health technology assessment where model choice often substantially impacts estimates of clinical and cost effectiveness. Evidence suggests standard parametric models often provide poor fits to long-term data from immuno-oncology trials. Palmer et al. developed an algorithm to aid the selection of more flexible survival models for these interventions. We assess the usability of the algorithm, identify areas for improvement and evaluate whether it effectively identifies models capable of accurate extrapolation. METHODS We applied the Palmer algorithm to the CheckMate-649 trial, which investigated nivolumab plus chemotherapy versus chemotherapy alone in patients with gastroesophageal adenocarcinoma. We evaluated the algorithm's performance by comparing survival estimates from identified models using the 12-month data cut to survival observed in the 48-month data cut. RESULTS The Palmer algorithm offers a systematic procedure for model selection, encouraging detailed analyses and ensuring that crucial stages in the selection process are not overlooked. In our study, a range of models were identified as potentially appropriate for extrapolating survival, but only flexible parametric non-mixture cure models provided extrapolations that were plausible and accurately predicted subsequently observed survival. The algorithm could be improved with minor additions around the specification of hazard plots and setting out plausibility criteria. CONCLUSIONS The Palmer algorithm provides a systematic framework for identifying suitable survival models, and for defining plausibility criteria for extrapolation validity. Using the algorithm ensures that model selection is based on explicit justification and evidence, which could reduce discordance in health technology appraisals.
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Affiliation(s)
- Nicholas R Latimer
- Delta Hat Limited, Bramley House, Bramley Road, Nottingham, NG10 3SX, UK.
- University of Sheffield, Sheffield, UK.
| | - Kurt Taylor
- Delta Hat Limited, Bramley House, Bramley Road, Nottingham, NG10 3SX, UK
| | - Anthony J Hatswell
- Delta Hat Limited, Bramley House, Bramley Road, Nottingham, NG10 3SX, UK
- Department of Statistical Science, University College London, London, UK
| | - Sophia Ho
- Bristol Myers Squibb, Uxbridge, London, UK
| | | | - Clara Chen
- Bristol Myers Squibb, Lawrenceville, NJ, USA
| | - Inkyu Kim
- Bristol Myers Squibb, Lawrenceville, NJ, USA
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Beshr MS, Beshr IA, Al Hayek M, Alfaqaih SM, Abuajamieh M, Basheer E, Wali AK, Ekreer M, Chenfouh I, Khashan A, Hassan ET, Elnaami SM, Elhadi M. PD-1/PD-L1 Inhibitors in Combination With Chemo or as Monotherapy vs. Chemotherapy Alone in Advanced, Unresectable HER2-Negative Gastric, Gastroesophageal Junction, and Esophageal Adenocarcinoma: A Meta-Analysis. Clin Oncol (R Coll Radiol) 2024:S0936-6555(24)00385-6. [PMID: 39384455 DOI: 10.1016/j.clon.2024.09.007] [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: 06/05/2024] [Revised: 08/21/2024] [Accepted: 09/19/2024] [Indexed: 10/11/2024]
Abstract
AIMS Advanced gastroesophageal cancers are still associated with poor outcomes. We aim to study PD-1/PD-L1 inhibitors in phase III clinical trials that have compared them to chemotherapy in gastric, gastroesophageal junction (GEJ), and esophageal adenocarcinoma. MATERIALS AND METHODS On March 28, 2024, we searched: PubMed, Embase, Cochrane Library, Web of Science, Scopus, and ClinicalTrials.gov. We only included randomized clinical trials for PD-1/PD-L1 inhibitors alone or with chemo vs chemotherapy in advanced gastric, GEJ, or esophageal adenocarcinoma. The primary endpoints were overall survival and progression-free survival. A subgroup analysis was conducted for the following variables: treatment line, type of intervention, age group, gender, ECOG Performance Status, combined positive scores (CPS), microsatellite instability (MSI) status, liver metastasis, and primary tumor location. RESULTS Only 10 out of 8,942 articles were included, involving 6,782 patients. PD-1/PD-L1 inhibitors showed a significant improvement in the overall survival compared to chemotherapy alone (hazard ratio (HR): 0.86, 95% CI: 0.80-0.93; p = 0.0002). Combining PD-1/PD-L1 inhibitors with chemotherapy significantly improved overall and progression-free survival compared to monotherapy (combined therapy HR 0.80; p < 0.00001 vs. monotherapy HR 0.98; p = 0.77). CPS ≥1 had an HR of 0.78 (95% CI: 0.73-0.84; p < 0.00001), CPS ≥10 had an HR of 0.67 (95% CI: 0.59-0.76; p < 0.00001), and MSI-high status had an HR of 0.35 (95% CI: 0.24-0.52; p < 0.00001). Esophageal adenocarcinoma, reported in three trials, did not show significant improvement in the overall survival (HR 0.89; 95% CI: 0.69-1.14; p = 0.37). CONCLUSION PD-1/PD-L1 inhibitors have significantly improved overall survival, and combining them with chemotherapy is more effective than monotherapy. Both CPS ≥10 and MSI-H showed an added benefit to overall survival and should be included in biomarker investigations. Clinical trials are needed for second-line treatments and esophageal adenocarcinoma.
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Affiliation(s)
- M S Beshr
- Sana'a University, Faculty of Medicine and Health Sciences, Sana'a, Yemen
| | - I A Beshr
- Sana'a University, Faculty of Medicine and Health Sciences, Sana'a, Yemen
| | - M Al Hayek
- Faculty of Medicine, Damascus University, Damascus, Syrian Arab Republic
| | - S M Alfaqaih
- Faculty of Medicine, University of Misurata, Misurata, Libya
| | - M Abuajamieh
- Faculty of Medicine, Cairo University, Cairo, Egypt
| | - E Basheer
- Faculty of Medicine, Sebha University, Sabha, Libya
| | - A K Wali
- Faculty of Medicine, University of Tripoli, Libya
| | - M Ekreer
- Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - I Chenfouh
- Faculty of Medicine and Pharmacy, Oujda, Oujda-Angad, Morocco
| | - A Khashan
- Raritan Bay Medical Center, Perth Amboy, NJ, USA
| | - E T Hassan
- Tripoli University Hospital, Tripoli, Libya
| | | | - M Elhadi
- Faculty of Medicine, Cairo University, Cairo, Egypt; Faculty of Medicine, University of Tripoli, Tripoli, Libya.
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3
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Cerni J, Hosseinzadeh H, Mullan J, Westley-Wise V, Chantrill L, Barclay G, Rhee J. Does Geography Play a Role in the Receipt of End-of-Life Care for Advanced Cancer Patients? Evidence from an Australian Local Health District Population-Based Study. J Palliat Med 2023; 26:1453-1465. [PMID: 37252775 PMCID: PMC10658736 DOI: 10.1089/jpm.2022.0555] [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] [Accepted: 04/21/2023] [Indexed: 05/31/2023] Open
Abstract
Objectives: To assess the influence of geographic remoteness on health care utilization at end of life (EOL) by people with advanced cancer in a geographically diverse Australian local health district, using two objective measures of rurality and travel-time estimations to health care facilities. Methods: This retrospective cohort study examined the association between rurality (using the Modified Monash Model) and travel-time estimation, and demographic and clinical factors, with the receipt of >1 inpatient and outpatient health service in the last year of life in multivariate models. The study cohort comprised of 3546 patients with cancer, aged ≥18 years, who died in a public hospital between 2015 and 2019. Results: Compared with decedents from metropolitan areas, decedents from some rural areas had higher rates of emergency department visits (small rural towns: aRR 1.29, 95% CI: 1.07-1.57) and ICU admissions (large rural towns: aRR 1.32, 95% CI: 1.03-1.69), but lower rates of acute hospital admissions (large rural towns: aRR 0.83, 95% CI: 0.76-0.90), inpatient palliative care (PC) (regional centers: aRR 0.85, 95% CI: 0.75-0.97), and inpatient radiotherapy (lowest in small rural towns: aRR 0.07, 95% CI: 0.03-0.18). Decedents from rural and regional centers had lower rates of outpatient chemotherapy and radiotherapy use, yet higher rates of outpatient cancer service utilization (p < 0.05). Shorter travel times (10-<30 minutes) were associated with higher rates of inpatient specialist PC (aRR 1.48, 95% CI: 1.09-1.98). Conclusions: Reporting on a series of inpatient and outpatient services used in the last year of life, measures of rurality and travel-time estimates can be useful tools to estimate geographic variation in EOL cancer care provision, with significant gaps uncovered in inpatient PC and outpatient service utilization in rural areas. Policies aimed at redistributing EOL resources in rural and regional communities to reduce travel times to health care facilities could help to reduce regional disparities and ensure equitable access to EOL care services.
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Affiliation(s)
- Jessica Cerni
- Faculty of Arts, Social Sciences, and Humanities, School of Health and Society, University of Wollongong, Wollongong, New South Wales, Australia
| | - Hassan Hosseinzadeh
- Faculty of Arts, Social Sciences, and Humanities, School of Health and Society, University of Wollongong, Wollongong, New South Wales, Australia
| | - Judy Mullan
- Centre for Health Research Illawarra Shoalhaven Population (CHRISP), Graduate School of Medicine, University of Wollongong, Wollongong, New South Wales, Australia
| | - Victoria Westley-Wise
- Centre for Health Research Illawarra Shoalhaven Population (CHRISP), Illawarra Shoalhaven Local Health District (ISLHD), University of Wollongong, Wollongong, New South Wales, Australia
| | - Lorraine Chantrill
- Department of Medical Oncology and Illawarra Shoalhaven Local Health District, Wollongong, New South Wales, Australia
| | - Greg Barclay
- Department of Palliative Care, Illawarra Shoalhaven Local Health District, Wollongong, New South Wales, Australia
| | - Joel Rhee
- School of Population Health, University of New South Wales, Sydney, New South Wales, Australia
- Graduate School of Medicine, University of Wollongong, Wollongong, New South Wales, Australia
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Chen VW, Portuondo JI, Cooper Z, Massarweh NN. Variation in hospital utilization of palliative interventions for patients with advanced gastrointestinal cancer near end of life. J Surg Oncol 2023; 127:741-751. [PMID: 36514285 DOI: 10.1002/jso.27177] [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: 09/08/2022] [Revised: 10/31/2022] [Accepted: 12/04/2022] [Indexed: 12/15/2022]
Abstract
BACKGROUND Patients with advanced gastrointestinal (GI) cancer often undergo noncurative interventions with palliative intent to relieve high symptom burden near end of life. Hospital-level variation in intervention utilization remains unclear. METHODS National cohort study of 142 304 patients with stage III or IV GI cancer within the National Cancer Database (2004-2014) who died within 1-year of diagnosis. Hospitals were stratified by palliative intervention utilization (surgery, chemotherapy, radiation, pain management). Multivariable, multinomial regression evaluated the association between patient/hospital factors and palliative intervention utilization. RESULTS Across 1322 hospitals, median hospital palliative intervention utilization was 12.0% [interquartile range: 0.0%-26.1%]. Utilization increased over time in all but lowest utilizing hospitals. Relative to lowest utilizing hospitals, factors associated with a lower likelihood of care at highest utilizing hospitals included: race (White [ref]; Black-Relative Risk Ratio [RRR] 0.81, 95% confidence interval [0.77-0.85]) and lower income (RRR 0.81 [0.78-0.84]). Factors associated with a higher likelihood included: lower education level (RRR 1.62 [1.55-1.69]) and hospital type (community program [ref]; comprehensive community-RRR 1.33 [1.26-1.41]; academic-RRR 1.88 [1.77-1.99]; integrated network-RRR 1.79 [1.66-1.93]). CONCLUSION Hospital variation in palliative intervention use is substantial and potentially associated with sociodemographic and hospital characteristics. Future work can examine how differences in hospital care processes translate to quantity/quality of life for cancer patients.
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Affiliation(s)
- Vivi W Chen
- Center for Innovations in Quality, Effectiveness, and Safety, Michael E DeBakey VA Medical Center, Houston, Texas, USA.,Michael E DeBakey Department of Surgery at Baylor College of Medicine, Houston, Texas, USA
| | - Jorge I Portuondo
- Michael E DeBakey Department of Surgery at Baylor College of Medicine, Houston, Texas, USA
| | - Zara Cooper
- Center for Surgery and Public Health, Brigham and Women's Hospital, Boston, Massachusetts, USA.,Department of Surgery, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Nader N Massarweh
- Surgical and Perioperative Care, Atlanta VA Health Care System, Decatur, Georgia, USA.,Department of Surgery, Division of Surgical Oncology, Emory University School of Medicine, Atlanta, Georgia, USA.,Department of Surgery, Morehouse School of Medicine, Atlanta, Georgia, USA
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Zhan PL, Canavan ME, Ermer T, Pichert MD, Li AX, Maduka RC, Kaminski MF, Johung KL, Boffa DJ. Utilization and Outcomes of Radiation in Stage IV Esophageal Cancer. JTO Clin Res Rep 2022; 3:100429. [PMID: 36483656 PMCID: PMC9722471 DOI: 10.1016/j.jtocrr.2022.100429] [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: 09/14/2022] [Revised: 10/20/2022] [Accepted: 10/24/2022] [Indexed: 11/07/2022] Open
Abstract
Introduction For patients with stage IV esophageal cancer, esophageal radiation may be used selectively for local control and palliation. We aimed to understand patterns of radiation administration among patients with stage IV esophageal cancer and any potential survival associations. Methods In this retrospective cohort study, the National Cancer Database was queried for patients with metastatic stage IV esophageal cancer diagnosed between 2016 and 2019. Patterns of radiation use were identified. Survival was determined through Kaplan-Meier analysis of propensity score-matched pairs of patients who did and did not receive radiotherapy and time-to-event models. Results Overall, 12,088 patients with stage IV esophageal cancer were identified, including 32.7% who received esophageal radiation. The median age was 65 (interquartile range [IQR]: 58-73) years, and 82.6% were male. Among the irradiated patients, the median total radiation dose was 35 (IQR: 30-50) Gy administered in a median of 14 (IQR: 10-25) fractions given in 22 (IQR: 14-39) days. Overall, esophageal radiation was not associated with better survival (log-rank p = 0.41). When stratified by radiation dose, a survival advantage (over no radiation) was found in the 1144 patients (29% of the irradiated patients) who received 45 to 59.9 Gy (time ratio = 1.28, 95% confidence interval: 1.20-1.37, p < 0.001) and the 88 patients (2.2%) who received 60 to 80 Gy (time ratio = 1.37, 95% confidence interval: 1.11-1.69, p = 0.003). Conclusions One-third of the patients with metastatic stage IV esophageal cancer in the National Cancer Database received esophageal radiation. Most received a radiation dose that, although consistent with palliative regimens, was not associated with a survival advantage. Further study is warranted to understand the indications for radiation in stage IV esophageal cancer and potentially reevaluate the most appropriate radiation dose for palliation.
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Affiliation(s)
- Peter Lee Zhan
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Maureen E. Canavan
- Cancer Outcomes Public Policy and Effectiveness Research Center, Department of Internal Medicine, Yale University School of Medicine, New Haven, Connecticut
| | - Theresa Ermer
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Matthew D. Pichert
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Andrew X. Li
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Richard C. Maduka
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Michael F. Kaminski
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
| | - Kimberly L. Johung
- Department of Therapeutic Radiology, Yale University School of Medicine, New Haven, Connecticut
| | - Daniel J. Boffa
- Division of Thoracic Surgery, Department of Surgery, Yale University School of Medicine, New Haven, Connecticut
- Corresponding author Address for correspondence: Daniel J. Boffa, MD, MBA, P.O. Box 208062, New Haven, CT 06520-8062.
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Chen VW, Portuondo JI, Cooper Z, Massarweh NN. Use of Palliative Interventions at End of Life for Advanced Gastrointestinal Cancer. Ann Surg Oncol 2022; 29:7281-7292. [PMID: 35947309 DOI: 10.1245/s10434-022-12342-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 07/01/2022] [Indexed: 12/25/2022]
Abstract
BACKGROUND Despite the well-established benefits of palliative care, little is known about the use of palliative interventions among patients with advanced gastrointestinal (GI) cancer near the end of life (EOL). METHODS A national cohort study analyzed 142,304 patients with advanced GI cancers (stage 3 or 4) near EOL (death within 1 year of diagnosis) in the National Cancer Database (2004-2014) who received palliative interventions (defined as treatment to relieve symptoms: surgery, radiation, chemotherapy, and/or pain management). The study used multivariable hierarchical regression evaluate the association between the use of palliative interventions, temporal trends, and patient and hospital factors. RESULTS Overall, 16.5% of the patients were treated with a palliative intervention, and use increased over time (13.4% in 2004 vs 19.8% in 2014; trend test, p < 0.001). Palliative interventions were used most frequently for esophageal cancer (20.6%) and least frequently for gallbladder cancer (13.3%). Palliative interventions were associated with younger age (odds ratio [OR], 0.99; 95% confidence interval [CI], 0.98-0.99), recent diagnosis year (OR, 1.05; 95% CI, 1.04-1.06), black race (white [ref]; OR, 1.07; 95% CI, 1.01-1.12), insurance status (no insurance [ref]; private: OR, 0.92; 95% CI ,0.95-0.99), hospital type (community cancer program [ref]; integrated network cancer programs: OR, 1.37; 95% CI ,1.07-1.75), and stage 4 disease (OR, 2.17; 95% CI, 2.07-2.27). Patients in southern and western regions were less likely to receive palliative intervention (Northeast [ref]; OR, 0.76; 95% CI, 0.62-0.94 and OR 0.46; 95% CI, 0.37-0.57, respectively). CONCLUSION Increased palliative intervention use over time suggests ongoing changes in how care is delivered to GI cancer patients toward EOL. However, sociodemographic and geographic variation suggests opportunities to address barriers to optimal EOL care.
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Affiliation(s)
- Vivi W Chen
- Center for Innovations in Quality, Effectiveness, and Safety, Michael E DeBakey VA Medical Center, Houston, TX, USA. .,Michael E. DeBakey VA Medical Center, Department of Surgery at Baylor College of Medicine, Houston, TX, USA.
| | - Jorge I Portuondo
- Michael E. DeBakey VA Medical Center, Department of Surgery at Baylor College of Medicine, Houston, TX, USA
| | - Zara Cooper
- Center for Surgery and Public Health, Brigham and Women's Hospital, Boston, MA, USA.,Department of Surgery, Brigham and Women's Hospital, Boston, MA, USA
| | - Nader N Massarweh
- Surgical and Perioperative Service, Atlanta VA Health Care System, Decatur, GA, USA.,Division of Surgical Oncology, Department of Surgery, Emory University School of Medicine, Atlanta, GA, USA.,Department of Surgery, Morehouse School of Medicine, Atlanta, GA, USA
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7
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Möhring C, Timotheou A, Mańczak A, Sadeghlar F, Zhou T, Mahn R, Bartels A, Monin M, Toma M, Feldmann G, Brossart P, Köksal M, Sarria GR, Giordano FA, Lingohr P, Jafari A, Kalff JC, Strassburg CP, Gonzalez-Carmona MA. Efficacy and tolerability of fluorouracil, leucovorin, oxaliplatin and docetaxel (FLOT) in unselected patients with advanced gastric and gastroesophageal cancer: does age really matter? J Cancer Res Clin Oncol 2022; 149:1849-1862. [PMID: 35763109 DOI: 10.1007/s00432-022-04109-8] [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: 03/25/2022] [Accepted: 06/02/2022] [Indexed: 11/30/2022]
Abstract
PURPOSE Fluorouracil, leucovorin, oxaliplatin and docetaxel (FLOT) regimen has shown strong efficacy as perioperative therapy for patients with locally advanced gastric (GC) and gastroesophageal (AEG) carcinoma. In the palliative situation, FLOT is recommended only for young fit patients. Data of efficacy and tolerability of FLOT in elderly patients are scarce and controversial. Thus, this study aimed to provide real-life experience of elderly patients with GC and AEG treated with FLOT as first-line palliative chemotherapy. METHODS Patients with advanced or metastatic GC or AEG and treated with FLOT as first-line palliative therapy between 2010 and 2021 were analyzed. Patients were grouped into < 65 years old (n = 35) and ≥ 65 years old (n = 22) groups. Overall survival (OS), progression-free survival (PFS), feasibility and toxicity were analyzed. RESULTS The median OS was 10.4 months with no significant difference between both groups (HR 0.86; 95% CI 0.48, 1.57; p = 0.632). The ECOG performance status showed powerful influence on OS in the subgroup analysis with median OS of 12.3 months for ECOG = 0 compared to 5.0 months for ECOG ≥ 1 (p = 0.015) as well as in multivariate analysis (HR 2.62; 95% CI 1.36, 5.04; p = 0.004). CONCLUSION In the present study the ECOG performance status showed a stronger prognostic value than patient age in FLOT as first- line therapy in a real-life cohort with advanced and metastatic GC and AEG. The performance status should therefore be considered in the therapeutic decision making of elderly patients with GC and AEG.
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Affiliation(s)
- Christian Möhring
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Aliki Timotheou
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Adrianna Mańczak
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Farsaneh Sadeghlar
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Taotao Zhou
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Robert Mahn
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Alexandra Bartels
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Malte Monin
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Marieta Toma
- Department of Pathology, University Hospital of Bonn, Bonn, Germany
| | - Georg Feldmann
- Department of Internal Medicine III, University Hospital of Bonn, Bonn, Germany
| | - Peter Brossart
- Department of Internal Medicine III, University Hospital of Bonn, Bonn, Germany
| | - Mümtaz Köksal
- Department of Radiation Oncology, University Hospital of Bonn, Bonn, Germany
| | - Gustavo R Sarria
- Department of Radiation Oncology, University Hospital of Bonn, Bonn, Germany
| | - Frank A Giordano
- Department of Radiation Oncology, University Hospital of Bonn, Bonn, Germany
| | - Philipp Lingohr
- Department of Surgery, University Hospital of Bonn, Bonn, Germany
| | - Azin Jafari
- Department of Surgery, University Hospital of Bonn, Bonn, Germany
| | - Jörg C Kalff
- Department of Surgery, University Hospital of Bonn, Bonn, Germany
| | - Christian P Strassburg
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany
| | - Maria A Gonzalez-Carmona
- Department of Internal Medicine I, University Hospital of Bonn, Venusberg Campus 1, 53127, Bonn, Germany.
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