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Pumtako C, Dolan RD, McGovern J, McMillan DC. Routine assessment of nutritional, functional and inflammatory criteria in patients with cancer: A systematic review. Clin Nutr ESPEN 2024; 63:294-303. [PMID: 38980797 DOI: 10.1016/j.clnesp.2024.06.052] [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: 03/12/2024] [Revised: 06/19/2024] [Accepted: 06/27/2024] [Indexed: 07/11/2024]
Abstract
BACKGROUND The review discusses the significant impact of cancer on patients, particularly focusing on cachexia - a condition marked by weight and lean tissue loss. This condition critically affects the nutritional status, quality of life, and treatment outcomes of cancer patients. RESEARCH QUESTION The review seeks to understand the effectiveness and necessity of routine clinical monitoring of cancer cachexia, and how it can aid in better therapeutic interventions. METHODS The systematic review followed a pre-defined protocol based on the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA)statement. A systematic search using specific keywords was conducted in PubMed and EMBASE databases on October 24, 2023, supplemented by citations from the original papers. The selection process involved screening titles and abstracts for relevance. RESULTS The review finds varying levels of effectiveness in the different measurement criteria used for monitoring cachexia. It highlights the potential of the Global Leadership Initiative on Malnutrition (GLIM) framework in defining and managing cancer cachexia, though noting some challenges in standardisation and implementation of measurements. CONCLUSION The present systematic review highlights the variability and lack of standardization in the application of GLIM criteria for monitoring cachexia in cancer patients. Despite these challenges, it will be important to determine the most efficacious clinically routine nutritional and inflammation assessments in the routine application of GLIM criteria assessment.
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Affiliation(s)
- Chattarin Pumtako
- Academic Unit of Surgery, School of Medicine, University of Glasgow, New Lister Building, Royal Infirmary, Glasgow, G31 2ER, UK.
| | - Ross D Dolan
- Academic Unit of Surgery, School of Medicine, University of Glasgow, New Lister Building, Royal Infirmary, Glasgow, G31 2ER, UK
| | - Josh McGovern
- Academic Unit of Surgery, School of Medicine, University of Glasgow, New Lister Building, Royal Infirmary, Glasgow, G31 2ER, UK
| | - Donald C McMillan
- Academic Unit of Surgery, School of Medicine, University of Glasgow, New Lister Building, Royal Infirmary, Glasgow, G31 2ER, UK
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Sugase T, Kanemura T, Takeoka T, Matsuura N, Masuike Y, Shinno N, Hara H, Kitakaze M, Kubo M, Mukai Y, Sueda T, Hasegawa S, Akita H, Nishimura J, Wada H, Yasui M, Omori T, Miyata H. Survival Impact of Inflammation-based Prognostic Scores in Metastatic or Unresectable Esophageal Cancer Treated With Pembrolizumab Plus Chemotherapy. J Immunother 2024; 47:249-257. [PMID: 38828771 DOI: 10.1097/cji.0000000000000529] [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: 12/27/2023] [Accepted: 04/23/2024] [Indexed: 06/05/2024]
Abstract
Pembrolizumab plus chemotherapy has been indicated as the first-line treatment for metastatic or unresectable locally advanced esophageal cancer. However, pretreatment biomarkers for predicting clinical outcomes remain unclear. We investigated the predictive value of inflammation-based prognostic scores in patients treated with pembrolizumab and chemotherapy. The Prognostic Nutritional Index (PNI), C-reactive protein/albumin ratio (CAR), neutrophil-to-lymphocyte ratio (NLR), and platelet-to-lymphocyte ratio (PLR) were calculated before initial treatment in 65 eligible patients with metastatic or unresectable locally advanced esophageal cancer receiving pembrolizumab plus CF therapy, and the relationship between these biomarkers and clinical outcomes was analyzed. The objective response rate (ORR) and progression disease (PD) were observed in 51% and 21% of all patients. Patients with PNI<39 have significantly worse treatment responses than those with PNI≥39 (ORR; 28% vs. 60%, PD; 44% vs. 13%, P =0.020). Progression-free survival (PFS) is significantly associated with the PNI and CAR ( P <0.001 and P =0.004, respectively). Overall survival (OS) is associated with PNI, CAR, and PLR ( P <0.001, P =0.008, and P =0.018, respectively). The PNI cutoff value of 39 is identified as an independent factor for PFS (odds ratio=0.27, 95% CI: 0.18-0.81, P =0.012) and OS (odds ratio=0.22, 95% CI: 0.08-0.59, P =0.003). Patients with PNI<39 have significantly worse 6-month PFS and 1-year OS than those with PNI≥39 (27.8% vs. 66.7%, 27.2% vs. 81.1%, respectively). In conclusion, inflammation-based prognostic scores are associated with survival in patients treated with pembrolizumab plus CF therapy. Pretreatment PNI is a promising candidate for predicting treatment response and survival.
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Affiliation(s)
- Takahito Sugase
- Department of Gastroenterological Surgery, Osaka International Cancer Institute, Osaka, Japan
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Phillips I, Nottelmann L, Stares M. A traffic light approach for treatment and supportive care stratification in lung cancer. Curr Opin Support Palliat Care 2024; 18:154-160. [PMID: 39088825 DOI: 10.1097/spc.0000000000000716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/03/2024]
Abstract
PURPOSE OF REVIEW Comprehensive supportive care interventions for patients with lung cancer are being investigated in a range of ways, including: early palliative care, prehabilitation and rehabilitation. We review recent literature on supportive care and propose a traffic light system to individualise comprehensive supportive care. Green for those very likely to receive anti-cancer treatment, red for those very unlikely to receive anti-cancer treatment and orange where the chance of accessing treatment is uncertain. Comprehensive supportive care can be individualised based on the group a particular patient is in. RECENT FINDINGS Lung cancer outcomes are improving with the availability of increasingly efficacious treatments; however, treatment rates for advanced disease remain low. In this review, we discuss how person-centred outcomes could be improved, how outcomes can be prognosticated and how the 'host' can be staged as well as the cancer. Recent data suggests that early comprehensive supportive care improves quality of life, reduces time spent in hospital and may affect survival. SUMMARY Comprehensive supportive care is likely to improve quality of life in patients with advanced lung cancer. Further work is needed to see if it can improve treatment rates and survival.
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Affiliation(s)
- Iain Phillips
- Edinburgh Cancer Centre, Western General Hospital, Edinburgh, Scotland
- Cancer Research UK Scotland Centre, University of Edinburgh, Edinburgh, Scotland
| | - Lise Nottelmann
- Research Unit for General Practice, Aarhus University, Aarhus, Denmark
- Research Unit, Department of Palliative Medicine, Bispebjerg and Frederiksberg Hospital, Copenhagen, Denmark
| | - Mark Stares
- Edinburgh Cancer Centre, Western General Hospital, Edinburgh, Scotland
- Cancer Research UK Scotland Centre, University of Edinburgh, Edinburgh, Scotland
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Jung EH, Hiratsuka Y, Suh SY, Yoon SJ, Kang B, Lee SW, Suh KJ, Kim JW, Kim SH, Kim JW, Lee KW, Kim YJ. Clinicians' Prediction of Survival Is Most Useful for Palliative Care Referral. Palliat Med Rep 2024; 5:365-372. [PMID: 39281186 PMCID: PMC11392678 DOI: 10.1089/pmr.2024.0013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/17/2024] [Indexed: 09/18/2024] Open
Abstract
Background Timely palliative transition in patients with advanced cancer is essential for their improved quality of life and overall survival (OS). Most prognostic models have been developed focusing on weeks' survival. The current study aimed to compare the accuracies of several indicators, such as the Karnofsky Performance Scale (KPS), Clinicians' Prediction of Survival (CPS), and Edmonton Symptom Assessment System (ESAS), for predicting the survival of patients. Methods Two hundred patients were enrolled at a single tertiary cancer center in South Korea between 2016 and 2019. We compared the discrimination of CPS versus KPS and ESAS total scores using the area under the receiver operating characteristic curve (AUROC) in 3-month and 6-month survival predictions. Results The median age of patients was 66.0 years, and 128 (64%) were male. Two-thirds (66%) of the patients had an Eastern Cooperative Oncology Group performance status of 0 or 1, and 55.5% had a KPS of 80% or higher. The values of AUROC of CPS, KPS, and ESAS total score in 3-month survival prediction were 0.80 (95% confidence interval [CI]: 0.73-0.88), 0.71 (95% CI: 0.62-0.79), and 0.71 (95% CI: 0.62-0.81), respectively, whereas those in 6-month survival were 0.82 (95% CI: 0.76-0.88), 0.70 (95% CI: 0.63-0.78), and 0.63 (95% CI: 0.55-0.71), respectively. Conclusion CPS showed the highest accuracy in predicting 3- and 6-month survival, whereas KPS had an acceptable accuracy. Experienced clinicians can rely on CPS to predict survival in months. We recommend the use of KPS with CPS to assist inexperienced clinicians.
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Affiliation(s)
- Eun Hee Jung
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, South Korea
| | - Yusuke Hiratsuka
- Department of Palliative Medicine, Takeda General Hospital, Aizu Wakamatsu, Japan
- Department of Palliative Medicine, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Sang-Yeon Suh
- Department of Family Medicine, Dongguk University Ilsan Hospital, Goyang-si, South Korea
- Department of Medicine, College of Medicine, Dongguk University, Seoul, South Korea
| | - Seok-Joon Yoon
- Department of Family Medicine, Chungnam National University Hospital, Daejeon, South Korea
| | - Beodeul Kang
- Division of Medical Oncology, Bundang Medical Center, CHA University, Seongnam-si, South Korea
| | - Si Won Lee
- Palliative Care Center, Yonsei Cancer Center, Yonsei University Health System, Seoul, South Korea
- Division of Medical Oncology, Yonsei Cancer Center, Yonsei University Health System, Seoul, South Korea
| | - Koung Jin Suh
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, South Korea
| | - Ji-Won Kim
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, South Korea
| | - Se Hyun Kim
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, South Korea
| | - Jin Won Kim
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, South Korea
| | - Keun-Wook Lee
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, South Korea
| | - Yu Jung Kim
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, South Korea
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Michael A, Wilson W, Sunshine S, Annels N, Harrop R, Blount D, Pandha H, Lord R, Ngai Y, Nicum S, Stylianou L, Gwyther S, McNeish IA, Hackshaw A, Ledermann J. A randomized phase II trial to examine modified vaccinia Ankara-5T4 vaccine in patients with relapsed asymptomatic ovarian cancer (TRIOC). Int J Gynecol Cancer 2024; 34:1225-1231. [PMID: 38760075 DOI: 10.1136/ijgc-2023-005200] [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: 05/19/2024] Open
Abstract
BACKGROUND Immunotherapy directed at 5T4 tumor antigen may delay the need for further chemotherapy. An attenuated modified vaccinia Ankara virus containing the gene encoding for 5T4 (MVA-5T4) was studied in asymptomatic relapsed ovarian cancer. OBJECTIVE To assess the effectiveness and safety of MVA-5T4 as treatment for asymptomatic relapsed ovarian cancer. METHODS TRIOC was a phase II randomized (1:1), placebo-controlled, double-blind multicenter study. The primary aim was to assess the effectiveness and safety of MVA-5T4 as a treatment for asymptomatic patients with relapsed ovarian cancer. Eligible patients had International Federation of Gynecology and Obstetrics (FIGO) stage IC1-III or IVA epithelial ovarian, fallopian tube, or primary peritoneal carcinoma, Eastern Cooperative Oncology Group (ECOG) 0-1, with relapse defined by a rise in CA-125 to twice the upper limit of normal or low-volume disease on CT scan. The primary endpoint was disease progression (including deaths from ovarian cancer) at 25 weeks. Following a brief suspension, the trial restarted as a single-arm study. The revised single-arm design required 45 evaluable patients treated with MVA-5T4 to detect a 25-week progression rate of 50%, assuming an expected 70% rate without MVA-5T4; 85% power with one-sided 5% significance. RESULTS A total of 94 eligible patients were recruited, median age was 65 years (range 42-82), median follow-up 34 months (range 2-46). Overall, 59 patients received MVA-5T4 and 35 patients received placebo. The median number of MVA-5T4 injections received was 7 (range 0-9), compared with a median of 6 (range 1-12) for patients receiving placebo. Median progression-free survival was the same in both arms (3.0 months). The 25-week progression rate was similar in both arms: 80.0% for patients treated with MVA-5T4 and 85.7% for those receiving placebo (risk difference -5.7%, 95% CI -21.4% to 10.0%). Median time to clinical intervention was improved with MVA-5T4: 7.6 months (range 6.7-9.5) vs 5.6 (range 4.9-7.6), CONCLUSION: MVA-5T4 vaccination in patients with asymptomatic relapse was well-tolerated but did not improve the progression rate at 25 weeks. The majority of patients who received MVA-5T4 had clinical intervention later than those assigned to placebo. TRIAL REGISTRATION NUMBER NCT01556841.
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Affiliation(s)
- Agnieszka Michael
- Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK
| | - William Wilson
- Cancer Research UK and UCL Cancer Trials Centre, University College London, London, UK
| | - Sunny Sunshine
- Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK
| | - Nicola Annels
- Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK
| | | | - Daniel Blount
- Barinthus Biotherapeutics (UK) Ltd, Oxford, Oxfordshire, UK
| | - Hardev Pandha
- Department of Clinical and Experimental Medicine, University of Surrey, Guildford, UK
| | - Rosemary Lord
- Department of Medical Oncology, Clatterbridge Cancer Centre NHS Foundation Trust, Bebington, UK
| | - Yen Ngai
- Cancer Research UK and UCL Cancer Trials Centre, University College London, London, UK
| | | | - Laura Stylianou
- Cancer Research UK and UCL Cancer Trials Centre, University College London, London, UK
| | | | - Iain A McNeish
- Department of Surgery and Cancer, Imperial College London, London, UK
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McGovern J, O'Rourke F, Will S, Nguyen HTN, Cranfield E, Maseland C, MacLeod N, Maclay JD, Laird BJ, Dolan RD, McMillan DC. The prevalence and prognostic value of systemic inflammation in good performance status patients with advanced, inoperable non-small cell lung cancer receiving palliative radiotherapy: Comparison of composite ratios and cumulative scores. Cancer Med 2024; 13:e70139. [PMID: 39164973 PMCID: PMC11335809 DOI: 10.1002/cam4.70139] [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: 12/10/2023] [Revised: 08/04/2024] [Accepted: 08/09/2024] [Indexed: 08/22/2024] Open
Abstract
INTRODUCTION The present study sought to examine the relationships between systemic inflammatory composite ratios/cumulative scores, magnitude of systemic inflammatory response (SIR) and survival in good performance status patients (ECOG-PS 0/1) with advanced NSCLC receiving palliative radiotherapy. METHODS Systemic inflammatory composite ratios/cumulative scores included the neutrophil-lymphocyte ratio (NLR), platelet-lymphocyte ratio (PLR), lymphocyte-monocyte ratio (LMR), C-reactive protein, (CRP)-albumin ratio (CAR), neutrophil- lymphocyte score (NLS), platelet-lymphocyte score (PLS), lymphocyte-monocyte score (LMS), neutrophil-platelet score (NPS), modified Glasgow prognostic score (mGPS). The magnitude of SIR was determined by serum CRP concentration, with a median CRP concentration of >10 m mg/L considered to be systemically inflamed. Relationships between systemic inflammatory composite ratios/ cumulative scores and clinicopathological characteristics were examined using chi-square analysis. Relationships between overall survival (OS) and systemic inflammatory composite ratios/ cumulative scores were examined using cox regression analysis. RESULTS 479 patients were included. 48% (n = 231) of patients were male and 70% (n = 338) were ≥65 years of age. 29% (n = 140) patients were ECOG-PS 0 and 71% (n = 339) were ECOG-PS 1. 98% (n = 469) of patients died during follow-up. The median survival was 5 months (2-11). A similar prevalence of systemic inflammation was noted across the various ratios/scores (NLR >3 68%; LMR <2.4 65%; PLR >150 70%; CAR >0.20 83%; NLS ≥1 66%; LMS ≥1 71%; NPS≥1 50%; PLS≥1 60% and mGPS≥1 75%). Despite not considered to be systemically inflamed, an NLR <3, LMR ≥2.4, PLR ≤150, NLS 0, LMS 0, NPS 0 and PLS 0 all had a median CRP concentration of >10 mg/L. When adjusted for ECOG-PS, CAR>0.40 (p < 0.001) and mGPS 2 (p < 0.05) remained significantly associated with OS. CONCLUSION Liver-based measures of systemic inflammation (CAR and mGPS) appear more reliable for the quantification of the magnitude of SIR and have prognostic value in patients with advanced NSCLC.
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Affiliation(s)
- Josh McGovern
- Academic Unit of SurgeryUniversity of GlasgowGlasgowUK
| | | | - Sarah Will
- Academic Unit of SurgeryUniversity of GlasgowGlasgowUK
| | | | | | | | - Nicholas MacLeod
- Department of OncologyBeatson West of Scotland Cancer CentreGlasgowUK
| | - John D. Maclay
- Department of Respiratory MedicineGlasgow Royal InfirmaryGlasgowUK
| | - Barry J. Laird
- Institute of Genetics and Molecular MedicineUniversity of EdinburghEdinburghUK
| | - Ross D. Dolan
- Academic Unit of SurgeryUniversity of GlasgowGlasgowUK
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Al-Rawi SS, Ibrahim AH, Ahmed HJ, Khudhur ZO. Therapeutic, and pharmacological prospects of nutmeg seed: A comprehensive review for novel drug potential insights. Saudi Pharm J 2024; 32:102067. [PMID: 38690209 PMCID: PMC11059288 DOI: 10.1016/j.jsps.2024.102067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 04/10/2024] [Indexed: 05/02/2024] Open
Abstract
Background and objectives For centuries, plant seed extracts have been widely used and valued for their benefits. They have been used in food, perfumes, aromatherapy, and traditional medicine. These natural products are renowned for their therapeutic properties and are commonly used in medicinal treatments. Their significant pharmacological profiles provide an excellent hallmark for the prevention or treatment of various diseases. In this study, we comprehensively evaluated the biological and pharmacological properties of nutmeg seeds and explored their efficacy in treating various illnesses. Method Published articles in databases including Google Scholar, PubMed, Elsevier, Scopus, ScienceDirect, and Wiley, were analyzed using keywords related to nutmeg seed. The searched keywords were chemical compounds, antioxidants, anti-inflammatory, antibacterial, antifungal, antiviral, antidiabetic, anticancer properties, and their protective mechanisms in cardiovascular and Alzheimer's diseases. Results & discussion Nutmeg seeds have been reported to have potent antimicrobial properties against a wide range of various bacteria and fungi, thus showing potential for combating microbial infections and promoting overall health. Furthermore, nutmeg extract effectively reduces oxidative stress and inflammation by improving the body's natural antioxidant defense mechanism. Nutmeg affected lipid peroxidation, reduced lipid oxidation, reduced low-density lipoprotein (LDL), and increased phospholipid and cholesterol excretion. In addition, nutmeg extract improves the modulation of cardiac metabolism, accelerates cardiac conductivity and ventricular contractility, and prevents cell apoptosis. This study elucidated the psychotropic, narcotic, antidepressant, and anxiogenic effects of nutmeg seeds and their potential as a pharmaceutical medicine. Notably, despite its sedative and toxic properties, nutmeg ingestion alone did not cause death or life-threatening effects within the dosage range of 20-80 g powder. However, chemical analysis of nutmeg extracts identified over 50 compounds, including flavonoids, alkaloids, and polyphenolic compounds, which exhibit antioxidant properties and can be used as phytomedicines. Moreover, the exceptional pharmacokinetics and bioavailability of nutmeg have been found different for different administration routes, yet, more clinical trials are still needed. Conclusion Understanding the chemical composition and pharmacological properties of nutmeg holds promise for novel drug discovery and therapeutic advancements. Nutmeg seed offers therapeutic and novel drug prospects that can revolutionize medicine. By delving into their pharmacological properties, we can uncover the vast potential possibilities of this natural wonder.
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Affiliation(s)
- Sawsan S. Al-Rawi
- Department of Biology Education, Faculty of Education, Tishk International University, Erbil, KRG, Iraq
| | - Ahmad Hamdy Ibrahim
- Department of Pharmacy, Faculty of Pharmacy, Tishk International University, Erbil, KRG, Iraq
| | - Heshu Jalal Ahmed
- Department of Biology Education, Faculty of Education, Tishk International University, Erbil, KRG, Iraq
| | - Zhikal Omar Khudhur
- Department of Biology Education, Faculty of Education, Tishk International University, Erbil, KRG, Iraq
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Bozzetti F. The role of the nutrition in malnourished cancer patients: Revisiting an old dilemma. Clin Nutr 2024; 43:1320-1328. [PMID: 38669764 DOI: 10.1016/j.clnu.2024.03.018] [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: 01/28/2024] [Revised: 03/10/2024] [Accepted: 03/20/2024] [Indexed: 04/28/2024]
Abstract
BACKGROUND & AIMS GLIM definition of malnutrition is recognised all over the world and, when is referring to cancer, it specifies that weight or muscle loss are associated with an inflammatory status. However, the real-world practice shows that GLIM definition cannot encompass all the wide and heterogenous clinical presentations of cancer patients with malnutrition, which involves many other drivers beyond inflammation. Moreover, placing an excessive emphasis on the inflammation can overshadow, in the clinical practice, the role of the nutritional support in malnourished cancer patients. The aim of this paper is not to criticize the rationale of the GLIM definition of cancer cachexia, but to show the complexity and heterogeneity of malnutrition of cancer patients and reasons why nutritional support should deserve such a better consideration among the oncologists. METHODS Literature pertinent to pathophysiology of malnutrition of cancer patients is scrutinised and reasons for the frequent underuse of nutritional support are critically analysed. RESULTS The appraisal of the literature shows that there are various pathophysiological patterns of malnutrition among cancer patients and inflammatory markers are not universally present in weight-losing cancer patients. Inflammation alone does not account for weight loss in all cancer patients and factors other than inflammation can drive hypophagia and weight loss, and hypophagia appears to be a primary catalyst for weight loss. Furthermore, malnutrition may be the consequence of the presence of several Nutrition Impact Symptoms or of the oncologic therapy. The nutritional support may fail to show benefits in malnourished cancer patients because the golden standard to validate a therapy relies on RCT, but it is ethically impossible to have an unfed control group of malnourished patients. Furthermore, nutritional interventions often fell short of the optimal standards, adherence to treatment plans was often poor, nutritional support was mainly reserved for very advanced patients and the primary endpoints of the studies on nutritional support were sometimes unrealistic. CONCLUSION There is a gap between the suggestion of the guidelines which advocate the use of nutritional support to improve the compliance of patients facing intensive oncologic treatments or to prevent an early demise when patients enter a chronic phase of slow nutritional deterioration, and the poor use of nutrition in the real-world practice. This requires a higher level of awareness of the oncologists concerning the reasons for the lacking evidence of efficacy of the nutritional support and an understanding of its potential contribute to improve the outcome of the patients. Finally, this paper calls for a change of the oncologist's approach to the cancer patient, from only focusing on the cure of the tumour to taking care of the patient as a whole.
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Han CL, Tian BW, Yan LJ, Ding ZN, Liu H, Pan GQ, Zhang X, Mao XC, Tan SY, Li RZ, Wang DX, Dong ZR, Yan YC, Li T. The effect of age, sex, and eastern cooperative oncology group performance status on the efficacy and safety of immune checkpoint inhibitors in patients with hepatocellular carcinoma: a systematic review and meta-analysis. Expert Rev Anticancer Ther 2024; 24:303-312. [PMID: 38623811 DOI: 10.1080/14737140.2024.2341723] [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: 12/19/2023] [Accepted: 03/25/2024] [Indexed: 04/17/2024]
Abstract
BACKGROUND The effect of age, sex, and eastern cooperative oncology group performance status (ECOG PS) on the efficacy and safety of immune checkpoint inhibitor (ICI) therapy among hepatocellular carcinoma (HCC) patients remains elusive. Thus, a meta-analysis was conducted to evaluate whether such effects exist. RESEARCH DESIGN AND METHODS Eligible studies in PubMed, Embase, and Cochrane Library databases were retrieved. RESULTS One-hundred-and-eleven studies involving 14,768 HCC patients were included. The findings indicated that the ECOG PS didn't have a significant effect on the ORR and PFS in ICI-treated HCC patients (higher ECOG PS vs. lower ECOG PS: ORR: OR = 0.78, 95%CI = 0.55-1.10; PFS: HR = 1.15, 95%CI = 0.97-1.35), while those patients with a higher ECOG PS may have a worse OS (HR = 1.52, 95% CI = 1.26-1.84). There is no significant evidence of the effect of age (older vs. younger) or sex (males vs. females) on the efficacy of ICI therapy in HCC. CONCLUSION ICI therapy in HCC should not be restricted strictly to certain patients in age or sex categories, while HCC patients with higher ECOG PS may require closer medication or follow-up strategy during ICI therapy. PROSPERO REGISTRATION CRD42024518407.
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Affiliation(s)
- Cheng-Long Han
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Bao-Wen Tian
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Lun-Jie Yan
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Zi-Niu Ding
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Hui Liu
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Guo-Qiang Pan
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Xiao Zhang
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Xin-Chen Mao
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Si-Yu Tan
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Rui-Zhe Li
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Dong-Xu Wang
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Zhao-Ru Dong
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Yu-Chuan Yan
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
| | - Tao Li
- Department of General Surgery, Qilu Hospital of Shandong University, Jinan, China
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Arends J. Malnutrition in cancer patients: Causes, consequences and treatment options. EUROPEAN JOURNAL OF SURGICAL ONCOLOGY 2024; 50:107074. [PMID: 37783594 DOI: 10.1016/j.ejso.2023.107074] [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: 09/05/2023] [Accepted: 09/12/2023] [Indexed: 10/04/2023]
Abstract
Cancer patients are at a high risk of malnutrition and disease-associated catabolic derangements. It is important to differentiate between 'simple' - voluntary or involuntary - caloric restriction with protein-sparing ketogenic metabolic adaptation and cachexia, characterized by the combination of weight loss and dysmetabolism, most prominently systemic inflammation. While both conditions result in the sacrifice of fat and protein stores and thus impact on treatment tolerance, complication rates and survival, the presence of metabolic derangements is especially dangerous by straining multiple organ functions. To avoid underdiagnosing and undertreating malnutrition, all cancer patients should be routinely screened for nutritional risk. At-risk patients require comprehensive assessment for contributing and treatable causes and, if available, multi-professional efforts to improve food intake, support anabolism, alleviate distress and antagonize pro-inflammatory processes. In curative settings, anabolic support should accompany or even precede anticancer treatments. Prehabilitation before major surgery, has been studied extensively, including muscle training as well as nutritional and/or psychological support. Recent meta-analyses report a consistent benefit on functional capacity and possible improvement in postoperative complications and length of hospital stay. In palliative settings, prevailing catabolic derangements require careful assessment of the individual constellation of disturbed functions and an empathic evaluation of benefits and risks of nutritional interventions. This is of special relevance in patients with an expected survival of less than a few months. Due to the complex interactions of mechanical, metabolic and psychological factors, multi-professional teams should be involved.
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Affiliation(s)
- Jann Arends
- Department of Medicine I, Medical Center - University of Freiburg, Faculty of Medicine, University of Freiburg, Hugstetter Strasse 55, 79106, Freiburg im Breisgau, Germany.
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11
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Stares M, Brown LR, Abhi D, Phillips I. Prognostic Biomarkers of Systemic Inflammation in Non-Small Cell Lung Cancer: A Narrative Review of Challenges and Opportunities. Cancers (Basel) 2024; 16:1508. [PMID: 38672590 PMCID: PMC11048253 DOI: 10.3390/cancers16081508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 04/03/2024] [Accepted: 04/08/2024] [Indexed: 04/28/2024] Open
Abstract
Non-small cell lung cancer (NSCLC) is a common malignancy and is associated with poor survival outcomes. Biomarkers of systemic inflammation derived from blood tests collected as part of routine clinical care offer prognostic information for patients with NSCLC that may assist clinical decision making. They are an attractive tool, as they are inexpensive, easily measured, and reproducible in a variety of healthcare settings. Despite the wealth of evidence available to support them, these inflammatory biomarkers are not yet routinely used in clinical practice. In this narrative review, the key inflammatory indices reported in the literature and their prognostic significance in NSCLC are described. Key challenges limiting their clinical application are highlighted, including the need to define the optimal biomarker of systemic inflammation, a lack of understanding of the systemic inflammatory landscape of NSCLC as a heterogenous disease, and the lack of clinical relevance in reported outcomes. These challenges may be overcome with standardised recording and reporting of inflammatory biomarkers, clinicopathological factors, and survival outcomes. This will require a collaborative approach, to which this field of research lends itself. This work may be aided by the rise of data-driven research, including the potential to utilise modern electronic patient records and advanced data-analysis techniques.
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Affiliation(s)
- Mark Stares
- Edinburgh Cancer Centre, NHS Lothian, Edinburgh EH4 2XU, UK
- Cancer Research UK Scotland Centre, University of Edinburgh, Edinburgh EH4 2XR, UK
| | - Leo R. Brown
- Cancer Research UK Scotland Centre, University of Edinburgh, Edinburgh EH4 2XR, UK
| | - Dhruv Abhi
- Edinburgh Cancer Centre, NHS Lothian, Edinburgh EH4 2XU, UK
| | - Iain Phillips
- Edinburgh Cancer Centre, NHS Lothian, Edinburgh EH4 2XU, UK
- Cancer Research UK Scotland Centre, University of Edinburgh, Edinburgh EH4 2XR, UK
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12
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Bianchini C, Bonomo P, Bossi P, Caccialanza R, Fabi A. Bridging gaps in cancer cachexia Care: Current insights and future perspectives. Cancer Treat Rev 2024; 125:102717. [PMID: 38518714 DOI: 10.1016/j.ctrv.2024.102717] [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: 12/19/2023] [Revised: 03/05/2024] [Accepted: 03/08/2024] [Indexed: 03/24/2024]
Abstract
Cachexia is characterized by severe weight loss and skeletal muscle depletion, and is a threat to cancer patients by worsening their prognosis. International guidelines set indications for the screening and diagnosis of cancer cachexia and suggest interventions (nutritional support, physical exercise, and pharmacological treatments). Nevertheless, real-life experience not always aligns with such indications. We aimed to review the current state of the field and the main advancements, with a focus on real-life clinical practice from the perspectives of oncologists, nutrition professionals, and radiologists. Pragmatic solutions are proposed to improve the current management of the disease, emphasizing the importance of increasing awareness of clinical nutrition's benefits, fostering multidisciplinary collaboration, promoting early identification of at-risk patients, and leveraging available resources. Given the distinct needs of patients who are receiving oncologic anti-cancer treatments and those in the follow-up phase, the use of tailored approaches is encouraged. The pivotal role of healthcare professionals in managing patients in active treatment is highlighted, while patient and caregiver empowerment should be strengthened in the follow-up phase. Telemedicine and web-based applications represent valuable tools for continuous monitoring of patients, facilitating timely and personalized intervention through effective communication between patients and healthcare providers. These actions can potentially improve the outcomes, well-being, and survival of cancer patients with cachexia.
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Affiliation(s)
| | - Pierluigi Bonomo
- Department of Radiation Oncology, Azienda Ospedaliero-Universitaria Careggi, Florence, Italy
| | - Paolo Bossi
- Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy; IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.
| | - Riccardo Caccialanza
- Clinical Nutrition and Dietetics Unit, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
| | - Alessandra Fabi
- Precision Medicine Unit in Senology, Fondazione Policlinico Universitario A. Gemelli IRCCS Rome, Italy
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13
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Ma M, Luo M, Liu Q, Zhong D, Liu Y, Zhang K. Influence of abdominal fat distribution and inflammatory status on post-operative prognosis in non-small cell lung cancer patients: a retrospective cohort study. J Cancer Res Clin Oncol 2024; 150:111. [PMID: 38431748 PMCID: PMC10908607 DOI: 10.1007/s00432-024-05633-5] [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: 12/21/2023] [Accepted: 01/26/2024] [Indexed: 03/05/2024]
Abstract
PURPOSE To evaluate the influence of visceral fat area (VFA), subcutaneous fat area (SFA), the systemic immune-inflammation index (SII) and total inflammation-based systemic index (AISI) on the postoperative prognosis of non-small cell lung cancers (NSCLC) patients. METHODS 266 NSCLC patients received surgery from two academic medical centers were included. To assess the effect of abdominal fat measured by computed tomography (CT) imaging and inflammatory indicators on patients' overall survival (OS) and progression-free survival (PFS), Kaplan-Meier survival analysis and Cox proportional hazards models were used. RESULTS Kaplan-Meier analysis showed the OS and PFS of patients in high-VFA group was better than low-VFA group (p < 0.05). AISI and SII were shown to be risk factors for OS and PFS (p < 0.05) after additional adjustment for BMI (Cox regression model II). After further adjustment for VFA (Cox regression model III), low-SFA group had longer OS (p < 0.05). Among the four subgroups based on VFA (high/low) and SFA (high/low) (p < 0.05), the high-VFA & low-SFA group had the longest median OS (108 months; 95% CI 74-117 months) and PFS (85 months; 95% CI 65-117 months), as well as the lowest SII and AISI (p < 0.05). Low-SFA was a protective factor for OS with different VFA stratification (p < 0.05). CONCLUSION VFA, SFA, SII and AISI may be employed as significant prognostic markers of postoperative survival in NSCLC patients. Moreover, excessive SFA levels may encourage systemic inflammation decreasing the protective impact of VFA, which may help to provide targeted nutritional support and interventions for postoperative NSCLC patients with poor prognosis.
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Affiliation(s)
- Mengtian Ma
- Department of Radiology, The First Hospital of Hunan University of Chinese Medicine, Changsha, 410007, Hunan Province, People's Republic of China
- Department of Radiology, The Third Xiangya Hospital, Central South University, Changsha, 410013, Hunan Province, People's Republic of China
| | - Muqing Luo
- Department of Radiology, The First Hospital of Hunan University of Chinese Medicine, Changsha, 410007, Hunan Province, People's Republic of China
| | - Qianyun Liu
- Department of Medical Imaging, Yueyang Central Hospital, Yueyang, 414000, Hunan Province, People's Republic of China
| | - Dong Zhong
- Department of Nuclear Medicine, XiangYa Hospital CentralSouth University, Changsha, 410005, Hunan Province, People's Republic of China
| | - Yinqi Liu
- Department of Radiology, The First Hospital of Hunan University of Chinese Medicine, Changsha, 410007, Hunan Province, People's Republic of China
| | - Kun Zhang
- Department of Radiology, The First Hospital of Hunan University of Chinese Medicine, Changsha, 410007, Hunan Province, People's Republic of China.
- College of Integrated Traditional Chinese and Western Medicine, Hunan University of Chinese Medicine, Changsha, 410208, People's Republic of China.
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14
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Stares M, Doyle E, Chapple S, Raynes G, MacDonald J, Barrie C, Laird B, MacKean M, Philips I. Prognostic value of the Scottish Inflammatory prognostic Score in patients with NSCLC expressing PD-L1 ≥ 50 % progressing on first-line pembrolizumab. Lung Cancer 2024; 189:107497. [PMID: 38295631 DOI: 10.1016/j.lungcan.2024.107497] [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: 03/23/2023] [Revised: 01/17/2024] [Accepted: 01/27/2024] [Indexed: 03/04/2024]
Abstract
BACKGROUND Most patients with advanced non-small cell lung cancer (NSCLC) treated with first-line pembrolizumab monotherapy will experience progressive disease (PD). Only a minority will go on to receive subsequent systemic anticancer therapy for which outcomes are guarded. We investigated the prognostic significance of biomarkers of systemic inflammation following failure of first-line pembrolizumab for NSCLC to aid subsequent management decisions. METHODS Patients with radiological and/or clinical evidence of PD on first-line pembrolizumab for advanced NSCLC at a regional Scottish cancer centre were identified. Inflammatory biomarkers at the time of PD, including serum albumin, neutrophil count and the Scottish Inflammatory Prognostic Score (SIPS; combing albumin and neutrophils), and clinicopathological factors, including age, sex, histology, PDL1 expression and time to PD were recorded. The relationship between these and post-progression overall survival (ppOS) were examined. RESULTS Data were available for 211 patients. Median ppOS was 2.1 months. Only SIPS was predictive of ppOS on multivariate analysis (HR2.54 (95 %CI 1.81-3.56) (<0.001)), stratifying ppOS from 0.8 months (SIPS2), to 1.8 months (SIPS1), to 8.1 months (SIPS0) (p < 0.001). Thirty (14 %) patients received second-line systemic anticancer therapy with median ppOS 8.7 months. These patients had lower levels of systemic inflammation, as defined by albumin (p < 0.001), neutrophil count (p = 0.002), and SIPS (p = 0.004)), than all other patients. CONCLUSIONS SIPS, a simple biomarker of systemic inflammation, predicts ppOS after first-line pembrolizumab and may be useful alongside routine assessments of patient fitness to inform individualised discussions about subsequent treatment. We highlight poor outcomes in this patient group and a role for SIPS in signposting transition to best supportive care and early referral to palliative care. It may also help identify a small group of patients most likely to benefit from further lines of therapy.
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Affiliation(s)
- Mark Stares
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK; University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General Hospital, Crewe Road South, Edinburgh EH4 2XR, UK.
| | - Emma Doyle
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Sally Chapple
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - George Raynes
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - James MacDonald
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Colin Barrie
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Barry Laird
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK; University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General Hospital, Crewe Road South, Edinburgh EH4 2XR, UK
| | - Melanie MacKean
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK
| | - Iain Philips
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK; University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General Hospital, Crewe Road South, Edinburgh EH4 2XR, UK
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15
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Harvey S, Stares M, Scott J, Thottiyil TJV, Conway A, Haigh R, Brown J, Knowles G, Dasgupta S, Shiu K, Mitchell C, Barrie C, Cook N, Clive S. Biomarkers of systemic inflammation provide additional prognostic stratification in cancers of unknown primary. Cancer Med 2024; 13:e6988. [PMID: 38404120 PMCID: PMC10895198 DOI: 10.1002/cam4.6988] [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: 09/18/2023] [Revised: 12/15/2023] [Accepted: 01/22/2024] [Indexed: 02/27/2024] Open
Abstract
BACKGROUND Biomarkers of systemic inflammation have been shown to predict outcomes in patients with cancer of unknown primary (CUP). We sought to validate these findings in patients with confirmed CUP (cCUP) and explore their role alongside existing clinicopathological prognostic categories. PATIENTS AND METHODS CUP oncologist from across the United Kingdom were invited to include patients with cCUP referred to their local CUP multidisciplinary team. Patient demographics, clinical, pathological and outcome data were recorded and analysed. RESULTS Data were available for 548 patients from four CUP services. 23% (n = 124) of patients met clinicopathological criteria for favourable-risk cCUP. On multivariate analysis c-reactive protein (CRP) (p < 0.001) and the Scottish Inflammatory Prognostic Score (SIPS: combining albumin and neutrophil count) (p < 0.001) were independently predictive of survival. CRP and SIPS effectively stratified survival in patients with both favourable-risk and poor-risk cCUP based on clinicopathological features. CONCLUSIONS Biomarkers of systemic inflammation are reliable prognostic factors in patients with cCUP, regardless of clinicopathological subgroup. We recommend that CRP or SIPS are incorporated into routine clinical assessments of patients with cCUP as a tool to aid investigation and/or treatment decision-making across all groups. Established clinicopathological factors can then be used to inform management pathways and specific systemic anticancer therapy selection.
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Affiliation(s)
- Svenja Harvey
- University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General HospitalEdinburghUK
| | - Mark Stares
- University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General HospitalEdinburghUK
- Edinburgh Cancer Centre, NHS LothianWestern General HospitalEdinburghUK
| | - Julie‐Anne Scott
- Experimental Cancer Medicine Team (ECMT)The Christie NHS Foundation TrustManchesterUK
| | | | - Alicia‐Marie Conway
- The University of Manchester, Cancer Research UK Manchester InstituteManchesterUK
- The Christie NHS Foundation TrustManchesterUK
| | - Rachel Haigh
- Edinburgh Cancer Centre, NHS LothianWestern General HospitalEdinburghUK
| | - Jackie Brown
- Edinburgh Cancer Centre, NHS LothianWestern General HospitalEdinburghUK
| | - Gillian Knowles
- Edinburgh Cancer Centre, NHS LothianWestern General HospitalEdinburghUK
| | | | - Kai‐Keen Shiu
- University College London Hospitals NHS Foundation TrustLondonUK
| | | | - Colin Barrie
- Edinburgh Cancer Centre, NHS LothianWestern General HospitalEdinburghUK
| | - Natalie Cook
- Experimental Cancer Medicine Team (ECMT)The Christie NHS Foundation TrustManchesterUK
| | - Sally Clive
- Edinburgh Cancer Centre, NHS LothianWestern General HospitalEdinburghUK
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16
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Wang Y, Dong Z, An Z, Jin W. Cancer cachexia: Focus on cachexia factors and inter-organ communication. Chin Med J (Engl) 2024; 137:44-62. [PMID: 37968131 PMCID: PMC10766315 DOI: 10.1097/cm9.0000000000002846] [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: 05/25/2023] [Indexed: 11/17/2023] Open
Abstract
ABSTRACT Cancer cachexia is a multi-organ syndrome and closely related to changes in signal communication between organs, which is mediated by cancer cachexia factors. Cancer cachexia factors, being the general name of inflammatory factors, circulating proteins, metabolites, and microRNA secreted by tumor or host cells, play a role in secretory or other organs and mediate complex signal communication between organs during cancer cachexia. Cancer cachexia factors are also a potential target for the diagnosis and treatment. The pathogenesis of cachexia is unclear and no clear effective treatment is available. Thus, the treatment of cancer cachexia from the perspective of the tumor ecosystem rather than from the perspective of a single molecule and a single organ is urgently needed. From the point of signal communication between organs mediated by cancer cachexia factors, finding a deeper understanding of the pathogenesis, diagnosis, and treatment of cancer cachexia is of great significance to improve the level of diagnosis and treatment. This review begins with cancer cachexia factors released during the interaction between tumor and host cells, and provides a comprehensive summary of the pathogenesis, diagnosis, and treatment for cancer cachexia, along with a particular sight on multi-organ signal communication mediated by cancer cachexia factors. This summary aims to deepen medical community's understanding of cancer cachexia and may conduce to the discovery of new diagnostic and therapeutic targets for cancer cachexia.
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Affiliation(s)
- Yongfei Wang
- The First Clinical Medical College of Lanzhou University, Lanzhou, Gansu 730000, China
- Institute of Cancer Neuroscience, Medical Frontier Innovation Research Center, The First Hospital of Lanzhou University, The First Clinical Medical College of Lanzhou University, Lanzhou, Gansu 730000, China
| | - Zikai Dong
- The First Clinical Medical College of Lanzhou University, Lanzhou, Gansu 730000, China
- Institute of Cancer Neuroscience, Medical Frontier Innovation Research Center, The First Hospital of Lanzhou University, The First Clinical Medical College of Lanzhou University, Lanzhou, Gansu 730000, China
| | - Ziyi An
- The First Clinical Medical College of Lanzhou University, Lanzhou, Gansu 730000, China
- Institute of Cancer Neuroscience, Medical Frontier Innovation Research Center, The First Hospital of Lanzhou University, The First Clinical Medical College of Lanzhou University, Lanzhou, Gansu 730000, China
| | - Weilin Jin
- The First Clinical Medical College of Lanzhou University, Lanzhou, Gansu 730000, China
- Institute of Cancer Neuroscience, Medical Frontier Innovation Research Center, The First Hospital of Lanzhou University, The First Clinical Medical College of Lanzhou University, Lanzhou, Gansu 730000, China
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17
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Nicolò E, Tarantino P, D’Ecclesiis O, Antonarelli G, Boscolo Bielo L, Marra A, Gandini S, Crimini E, Giugliano F, Zagami P, Corti C, Trapani D, Morganti S, Criscitiello C, Locatelli M, Belli C, Esposito A, Minchella I, Cristofanilli M, Tolaney SM, Curigliano G. Baseline Tumor Size as Prognostic Index in Patients With Advanced Solid Tumors Receiving Experimental Targeted Agents. Oncologist 2024; 29:75-83. [PMID: 37548439 PMCID: PMC10769799 DOI: 10.1093/oncolo/oyad212] [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: 03/05/2023] [Accepted: 06/30/2023] [Indexed: 08/08/2023] Open
Abstract
BACKGROUND Baseline tumor size (BTS) has been associated with outcomes in patients with cancer treated with immunotherapy. However, the prognostic impact of BTS on patients receiving targeted therapies (TTs) remains undetermined. METHODS We reviewed data of patients with advanced solid tumors consecutively treated within early-phase clinical trials at our institution from 01/2014 to 04/2021. Treatments were categorized as immunotherapy-based or TT-based (biomarker-matched or not). BTS was calculated as the sum of RECIST1.1 baseline target lesions. RESULTS A total of 444 patients were eligible; the median BTS was 69 mm (IQR 40-100). OS was significantly longer for patients with BTS lower versus higher than the median (16.6 vs. 8.2 months, P < .001), including among those receiving immunotherapy (12 vs. 7.5 months, P = .005). Among patients receiving TT, lower BTS was associated with longer PFS (4.7 vs. 3.1 months, P = .002) and OS (20.5 vs. 9.9 months, P < .001) as compared to high BTS. However, such association was only significant among patients receiving biomarker-matched TT, with longer PFS (6.2 vs. 3.3 months, P < .001) and OS (21.2 vs. 6.7 months, P < .001) in the low-BTS subgroup, despite a similar ORR (28% vs. 22%, P = .57). BTS was not prognostic among patients receiving unmatched TT, with similar PFS (3.7 vs. 4.4 months, P = .30), OS (19.3 vs. 11.8 months, P = .20), and ORR (33% vs. 28%, P = .78) in the 2 BTS groups. Multivariate analysis confirmed that BTS was independently associated with PFS (P = .03) and OS (P < .001) but not with ORR (P = .11). CONCLUSIONS Higher BTS is associated with worse survival outcomes among patients receiving biomarker-matched, but not biomarker-unmatched TT.
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Affiliation(s)
- Eleonora Nicolò
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Paolo Tarantino
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
- Breast Oncology Program, Dana-Farber Brigham Cancer Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Oriana D’Ecclesiis
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Gabriele Antonarelli
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Luca Boscolo Bielo
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Antonio Marra
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
| | - Sara Gandini
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Edoardo Crimini
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Federica Giugliano
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Paola Zagami
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Chiara Corti
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Dario Trapani
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
| | - Stefania Morganti
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Carmen Criscitiello
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Marzia Locatelli
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
| | - Carmen Belli
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
| | - Angela Esposito
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
| | - Ida Minchella
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
| | - Massimo Cristofanilli
- Department of Medicine, Division of Hematology-Oncology, Weill Cornell Medicine, New York, NY, USA
| | - Sara M Tolaney
- Breast Oncology Program, Dana-Farber Brigham Cancer Center, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Giuseppe Curigliano
- Division of New Drugs and Early Drug Development, European Institute of Oncology, IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
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18
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Puhr HC, Weirauch CC, Selimi F, Oberreiter K, Dieterle MA, Jomrich G, Schoppmann SF, Prager GW, Berghoff AS, Preusser M, Ilhan-Mutlu A. Systemic inflammatory biomarkers as prognostic tools in patients with gastroesophageal adenocarcinoma. J Cancer Res Clin Oncol 2023; 149:17081-17091. [PMID: 37750955 PMCID: PMC10657318 DOI: 10.1007/s00432-023-05424-4] [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: 08/22/2023] [Accepted: 09/12/2023] [Indexed: 09/27/2023]
Abstract
PURPOSE Gastroesophageal adenocarcinoma is associated with poor prognosis, even in resectable stages. Systemic inflammation plays a key role in cancer progression. Yet, information on prognostic values of systemic inflammatory parameters in European cohorts is scarce. METHODS We analysed systemic inflammatory biomarkers (neutrophil-to-lymphocyte ratio (NLR), leucocyte-to-lymphocyte ratio (LLR), platelet-to-lymphocyte ratio (PLR), systemic inflammation response index (SIRI) and modified Glasgow Prognostic Score (mGPS)) at the time of cancer diagnosis and their association with overall survival (OS) in patients with gastroesophageal adenocarcinoma treated at the Medical University of Vienna between 1990 and 2020. RESULTS In this analysis of 769 patients with gastroesophageal adenocarcinoma, higher mGPS (0-2) scores were associated with shorter OS in the overall cohort (24.9 versus 11.9 versus 7.6 months; HR 1.74, 95% CI 1.549-1.056; p < 0.001), in locally advanced (31.1 versus 19.8 versus 13.9 months, HR 1.561, 95% CI 1.274-1.912; p < 0.001) and in advanced/metastatic settings (12.3 versus 7.3 versus 5.8 months; HR 1.377, 95% CI 1.777-1.611; p < 0.001). In multivariate analyses, the association of mGPS with the OS stayed statistically significant in the locally advanced cohort (HR 1.397, 95% CI 1.068-1.828; p = 0.015), whereas NLR, LLR, PLR and SIRI did not. mGPS was associated with more advanced stages (p < 0.001) and weight loss (p = 0.002). CONCLUSION mGPS poses a feasible prognostic tool in patients with locally advanced gastroesophageal cancer.
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Affiliation(s)
- Hannah C Puhr
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
- Christian Doppler Laboratory for Personalized Immunotherapy, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Clemens C Weirauch
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Flora Selimi
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Karin Oberreiter
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Martin A Dieterle
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Gerd Jomrich
- Department of Surgery, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Vienna, Austria
| | - Sebastian F Schoppmann
- Department of Surgery, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Vienna, Austria
| | - Gerald W Prager
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
- Christian Doppler Laboratory for Personalized Immunotherapy, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Anna S Berghoff
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
- Christian Doppler Laboratory for Personalized Immunotherapy, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Matthias Preusser
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
- Christian Doppler Laboratory for Personalized Immunotherapy, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria
| | - Aysegül Ilhan-Mutlu
- Division of Oncology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria.
- Christian Doppler Laboratory for Personalized Immunotherapy, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria.
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McDonald J, Sayers J, Anker SD, Arends J, Balstad TR, Baracos V, Brown L, Bye A, Dajani O, Dolan R, Fallon MT, Fraser E, Griel C, Grzyb A, Hjermstad M, Jamal‐Hanjani M, Jakobsen G, Kaasa S, McMillan D, Maddocks M, Philips I, Ottestad IO, Reid KF, Sousa MS, Simpson MR, Vagnildhaug OM, Skipworth RJE, Solheim TS, Laird BJA. Physical function endpoints in cancer cachexia clinical trials: Systematic Review 1 of the cachexia endpoints series. J Cachexia Sarcopenia Muscle 2023; 14:1932-1948. [PMID: 37671529 PMCID: PMC10570071 DOI: 10.1002/jcsm.13321] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 06/19/2023] [Accepted: 08/02/2023] [Indexed: 09/07/2023] Open
Abstract
In cancer cachexia trials, measures of physical function are commonly used as endpoints. For drug trials to obtain regulatory approval, efficacy in physical function endpoints may be needed alongside other measures. However, it is not clear which physical function endpoints should be used. The aim of this systematic review was to assess the frequency and diversity of physical function endpoints in cancer cachexia trials. Following a comprehensive electronic literature search of MEDLINE, Embase and Cochrane (1990-2021), records were retrieved. Eligible trials met the following criteria: adults (≥18 years), controlled design, more than 40 participants, use of a cachexia intervention for more than 14 days and use of a physical function endpoint. Physical function measures were classified as an objective measure (hand grip strength [HGS], stair climb power [SCP], timed up and go [TUG] test, 6-min walking test [6MWT] and short physical performance battery [SPPB]), clinician assessment of function (Karnofsky Performance Status [KPS] or Eastern Cooperative Oncology Group-Performance Status [ECOG-PS]) or patient-reported outcomes (physical function subscale of the European Organisation for the Research and Treatment of Cancer Quality of Life Questionnaires [EORTC QLQ-C30 or C15]). Data extraction was performed using Covidence and followed PRISMA guidance (PROSPERO registration: CRD42022276710). A total of 5975 potential studies were examined and 71 were eligible. Pharmacological interventions were assessed in 38 trials (54%). Of these, 11 (29%, n = 1184) examined megestrol and 5 (13%, n = 1928) examined anamorelin; nutritional interventions were assessed in 21 trials (30%); and exercise-based interventions were assessed in 6 trials (8%). The remaining six trials (8%) assessed multimodal interventions. Among the objective measures of physical function (assessed as primary or secondary endpoints), HGS was most commonly examined (33 trials, n = 5081) and demonstrated a statistically significant finding in 12 (36%) trials (n = 2091). The 6MWT was assessed in 12 trials (n = 1074) and was statistically significant in 4 (33%) trials (n = 403), whereas SCP, TUG and SPPB were each assessed in 3 trials. KPS was more commonly assessed than the newer ECOG-PS (16 vs. 9 trials), and patient-reported EORTC QLQ-C30 physical function was reported in 25 trials. HGS is the most commonly used physical function endpoint in cancer cachexia clinical trials. However, heterogeneity in study design, populations, intervention and endpoint selection make it difficult to comment on the optimal endpoint and how to measure this. We offer several recommendations/considerations to improve the design of future clinical trials in cancer cachexia.
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Affiliation(s)
- James McDonald
- Edinburgh Cancer Research CentreUniversity of EdinburghEdinburghUK
- St Columba's HospiceEdinburghUK
| | - Judith Sayers
- Edinburgh Cancer Research CentreUniversity of EdinburghEdinburghUK
- St Columba's HospiceEdinburghUK
- Clinical SurgeryUniversity of Edinburgh, Royal Infirmary of EdinburghEdinburghUK
| | - Stefan D. Anker
- Department of Cardiology (CVK), Berlin Institute of Health Center for Regenerative Therapies (BCRT), and German Centre for Cardiovascular Research (DZHK) partner site BerlinCharité UniversitätsmedizinBerlinGermany
- Institute of Heart DiseasesWroclaw Medical UniversityWroclawPoland
- German Centre for Cardiovascular Research (DZHK) partner site BerlinCharité Universitätsmedizin BerlinBerlinGermany
| | - Jann Arends
- Department of Medicine I, Medical Center – University of Freiburg, Faculty of MedicineUniversity of FreiburgFreiburg im BreisgauGermany
| | - Trude Rakel Balstad
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health SciencesNTNU–Norwegian University of Science and TechnologyTrondheimNorway
- Department of Clinical Medicine, Clinical Nutrition Research GroupUiT The Arctic University of NorwayTromsøNorway
| | - Vickie Baracos
- Division of Palliative Care Medicine, Department of OncologyUniversity of AlbertaEdmontonABCanada
| | - Leo Brown
- Clinical SurgeryUniversity of Edinburgh, Royal Infirmary of EdinburghEdinburghUK
| | - Asta Bye
- Regional Advisory Unit for Palliative Care, Department of Oncology, Oslo University Hospital/European Palliative Care Research Centre (PRC), and Institute of Clinical MedicineUniversity of OsloOsloNorway
- Department of Nursing and Health Promotion, Faculty of Health SciencesOslo Metropolitan UniversityOsloNorway
| | - Olav Dajani
- Regional Advisory Unit for Palliative Care, Department of Oncology, Oslo University Hospital/European Palliative Care Research Centre (PRC), and Institute of Clinical MedicineUniversity of OsloOsloNorway
| | - Ross Dolan
- Academic Unit of SurgeryUniversity of Glasgow, Glasgow Royal InfirmaryGlasgowUK
| | - Marie T. Fallon
- Edinburgh Cancer Research CentreUniversity of EdinburghEdinburghUK
| | - Eilidh Fraser
- Edinburgh Cancer Research CentreUniversity of EdinburghEdinburghUK
| | - Christine Griel
- Department of Medicine I, Medical Center – University of Freiburg, Faculty of MedicineUniversity of FreiburgFreiburg im BreisgauGermany
| | - Aleksandra Grzyb
- Edinburgh Cancer Research CentreUniversity of EdinburghEdinburghUK
| | - Marianne Hjermstad
- Regional Advisory Unit for Palliative Care, Department of Oncology, Oslo University Hospital/European Palliative Care Research Centre (PRC), and Institute of Clinical MedicineUniversity of OsloOsloNorway
| | - Mariam Jamal‐Hanjani
- Cancer Research UK Lung Cancer Centre of ExcellenceUniversity College London Cancer InstituteLondonUK
- Cancer Metastasis LaboratoryUniversity College London Cancer InstituteLondonUK
- Department of OncologyUniversity College London HospitalsLondonUK
| | - Gunnhild Jakobsen
- Department of Public Health and NursingNorwegian University of Science and TechnologyTrondheimNorway
| | - Stein Kaasa
- Regional Advisory Unit for Palliative Care, Department of Oncology, Oslo University Hospital/European Palliative Care Research Centre (PRC), and Institute of Clinical MedicineUniversity of OsloOsloNorway
| | - Donald McMillan
- Academic Unit of SurgeryUniversity of Glasgow, Glasgow Royal InfirmaryGlasgowUK
| | - Matthew Maddocks
- Cicely Saunders Institute of Palliative Care, Policy and RehabilitationKing's College LondonLondonUK
| | - Iain Philips
- Edinburgh Cancer Research CentreUniversity of EdinburghEdinburghUK
| | - Inger O. Ottestad
- Department of Nutrition, Institute of Basic Medical Sciences, Faculty of Medicine, University of Oslo, Norway and The Clinical Nutrition Outpatient Clinic, Section of Clinical Nutrition, Department of Clinical Service, Division of Cancer MedicineHarvard Medical SchoolOslo University HospitalNorway
| | - Kieran F. Reid
- Laboratory of Exercise Physiology and Physical Performance, Boston Claude D. Pepper Older Americans Independence Center for Function Promoting Therapies, Brigham and Women's HospitalHarvard Medical SchoolBostonMAUSA
| | - Mariana S. Sousa
- Improving Palliative, Aged and Chronic Care through Clinical Research and Translation (IMPACCT)University of Technology SydneySydneyNSWAustralia
| | - Melanie R. Simpson
- Department of Public Health and NursingNorwegian University of Science and TechnologyTrondheimNorway
| | - Ola Magne Vagnildhaug
- Cancer ClinicSt Olavs Hospital – Trondheim University HospitalTrondheimNorway
- Department of Clinical and Molecular MedicineNorwegian University of Science and TechnologyTrondheimNorway
| | | | - Tora S. Solheim
- Cancer ClinicSt Olavs Hospital – Trondheim University HospitalTrondheimNorway
- Department of Clinical and Molecular MedicineNorwegian University of Science and TechnologyTrondheimNorway
| | - Barry J. A. Laird
- Edinburgh Cancer Research CentreUniversity of EdinburghEdinburghUK
- St Columba's HospiceEdinburghUK
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Meng X, Zou T. Clinical applications of graph neural networks in computational histopathology: A review. Comput Biol Med 2023; 164:107201. [PMID: 37517325 DOI: 10.1016/j.compbiomed.2023.107201] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 06/10/2023] [Accepted: 06/19/2023] [Indexed: 08/01/2023]
Abstract
Pathological examination is the optimal approach for diagnosing cancer, and with the advancement of digital imaging technologies, it has spurred the emergence of computational histopathology. The objective of computational histopathology is to assist in clinical tasks through image processing and analysis techniques. In the early stages, the technique involved analyzing histopathology images by extracting mathematical features, but the performance of these models was unsatisfactory. With the development of artificial intelligence (AI) technologies, traditional machine learning methods were applied in this field. Although the performance of the models improved, there were issues such as poor model generalization and tedious manual feature extraction. Subsequently, the introduction of deep learning techniques effectively addressed these problems. However, models based on traditional convolutional architectures could not adequately capture the contextual information and deep biological features in histopathology images. Due to the special structure of graphs, they are highly suitable for feature extraction in tissue histopathology images and have achieved promising performance in numerous studies. In this article, we review existing graph-based methods in computational histopathology and propose a novel and more comprehensive graph construction approach. Additionally, we categorize the methods and techniques in computational histopathology according to different learning paradigms. We summarize the common clinical applications of graph-based methods in computational histopathology. Furthermore, we discuss the core concepts in this field and highlight the current challenges and future research directions.
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Affiliation(s)
- Xiangyan Meng
- Xi'an Technological University, Xi'an, Shaanxi, 710021, China.
| | - Tonghui Zou
- Xi'an Technological University, Xi'an, Shaanxi, 710021, China.
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21
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Duffy T, Kochanczyk M. Practical cancer cachexia management in palliative care - a review of current evidence. Curr Opin Support Palliat Care 2023; 17:177-185. [PMID: 37384429 DOI: 10.1097/spc.0000000000000655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/01/2023]
Abstract
PURPOSE OF REVIEW To explore the current evidence relating to the practical management of cancer cachexia in palliative care. RECENT FINDINGS The authors found a growing evidence base including the publication of several expert guidelines since 2020. Guidelines identified the need for individualised nutritional and physical exercise support as the mainstay of cachexia management. Dietician and allied health professional referrals are recommended for the best patient outcomes. Limitations of nutritional support and exercise are acknowledged. Patient outcomes from multimodal anti-cachexia therapy are awaited at this time. Communication about the mechanisms of cachexia and nutritional counselling are identified as ways to reduce distress. Evidence supporting the use of pharmacological agents remains insufficient to make recommendations. Corticosteroids and progestins may be offered for symptom relief in refractory cachexia, taking into consideration well-documented side effects. Emphasis is placed on adequately managing nutritional impact symptoms. A specific role for palliative care clinicians and the use of existing palliative care guidelines in managing cancer cachexia were not identified. SUMMARY Current evidence recognises the inherently palliative nature of cancer cachexia management, and practical guidance correlates with the tenets of palliative care. Individualised approaches to support nutritional intake, physical exercise and alleviate symptoms that accelerate cachexia processes are currently recommended.
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Affiliation(s)
- Tony Duffy
- St Columba's Hospice Care, Edinburgh, UK
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22
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Blum D, Vagnildhaug OM, Stene GB, Maddocks M, Sørensen J, Laird BJA, Prado CM, Skeidsvoll Solheim T, Arends J, Hopkinson J, Jones CA, Schlögl M. Top Ten Tips Palliative Care Clinicians Should Know About Cachexia. J Palliat Med 2023; 26:1133-1138. [PMID: 36723498 DOI: 10.1089/jpm.2022.0598] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
Cachexia is a multifactorial syndrome that is common in cancer and chronic disease. It is often underdiagnosed and therefore goes untreated or undertreated. Cachexia causes suffering across biopsychosocial domains and affects patients and their loved ones. In this article, a group of clinicians and researchers across cancer care, nutrition, and exercise offers tips about assessment, classification, and management of cachexia, with attention to its stage. The required multimodal management of cachexia mirrors well the interprofessional collaboration that is the mainstay of interdisciplinary palliative care and attention to screening, diagnosis, and management of cachexia is critical to maximize patients' quality of life.
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Affiliation(s)
- David Blum
- Competence Center for Palliative Care, Department of Radiation Oncology, University Hospital Zurich, and University of Zurich UZH, Zurich, Switzerland
| | - Ola Magne Vagnildhaug
- European Palliative Care Research Centre (PRC), Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Sciences, Norwegian University of Science and Technology and Cancer Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Guro Birgitte Stene
- Faculty of Medicine and Health Science, Department of Neuromedicine and Movement Science, The Norwegian University of Science and Technology, Trondheim, Norway
| | - Matthew Maddocks
- Cicely Saunders Institute of Palliative Care, Policy and Rehabilitation, King's College London, London, United Kingdom
| | - Jonas Sørensen
- Department of Biomedical Sciences, Faculty of Medical and Health Sciences, University of Copenhagen, Copenhagen, Denmark
- Department of Oncology, Centre for Cancer and Organ Diseases, Rigshospitalet, Denmark
| | - Barry J A Laird
- Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, United Kingdom
| | - Carla M Prado
- Division of Human Nutrition, Department of Agricultural, Food and Nutritional Science, University of Alberta, Alberta, Canada
| | - Tora Skeidsvoll Solheim
- Cancer Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
- Faculty of Medicine and Health Sciences, Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Jann Arends
- Department of Medicine I, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany
| | - Jane Hopkinson
- School of Healthcare Sciences, Cardiff University, Cardiff, United Kingdom
| | - Christopher A Jones
- Department of Medicine, Duke University School of Medicine, Durham, North Carolina, USA
| | - Mathias Schlögl
- Division of Geriatric Medicine, Clinic Barmelweid, Barmelweid, Switzerland
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23
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Zhang Y, Li N, Li R, Gu Y, Liu X, Zhang S. Predicting survival for patients with mesothelioma: development of the PLACE prognostic model. BMC Cancer 2023; 23:698. [PMID: 37495975 PMCID: PMC10369846 DOI: 10.1186/s12885-023-11180-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: 08/03/2022] [Accepted: 07/13/2023] [Indexed: 07/28/2023] Open
Abstract
INTRODUCTION The overall survival of patients with mesothelioma is poor and heterogeneous. At present, the prediction model for Chinese patients needs to be improved. We sought to investigate predictors of survival in malignant pleural mesothelioma and develop prognostic prediction models. METHODS This Two-center retrospective cohort study recruited patients with pathologically diagnosed mesothelioma at Beijing Chao-Yang Hospital and Beijing Tong-Ren Hospital. We developed a new prognostic prediction model based on COX multivariable analysis using data from patients who were recruited from June 1, 2010 to July 1, 2021 in Beijing Chao-Yang Hospital (n = 95, development cohort) and validated this model using data from patients recruited from July 18, 2014 to May 9, 2022 in Beijing Tong-Ren Hospital (n = 23, validation cohort). Receiver operating characteristic analysis was used to estimate model accuracy. RESULTS The parameters in this new model included PLT > 289.5(10^9/L) (1 point), Lymphocyte > 1.785(10^9/L) (-1point), Age > 73 years old (1 point), Calcium > 2.145(mmol/L) (-1point), Eastern Cooperative Oncology Group performance status (ECOG PS) > 2 (2 points). When the sum of scores < 0, it is recognized as a low-risk group; when the score is 0 ~ 3, it is recognized as a high-risk group. The survival rate of patients in the high-risk group was significantly lower than that in the low-risk group (hazard ratio [HR], 3.878; 95% confidence interval [CI], 2.226-6.755; P < 0.001). The validation group had similar results (HR,3.574; 95%CI,1.064-12.001; P = 0.039). Furthermore, the areas under the curve 6 months after diagnosis in the two cohorts were 0.900 (95% CI: 0.839-0.962) and 0.761 (95% CI: 0.568-0.954) for development and validation cohorts, respectively. CONCLUSION We developed a simple, clinically relevant prognostic prediction model for PLACE by evaluating five variables routinely tested at the time of diagnosis. The predictive model can differentiate patients of Chinese ethnicity into different risk groups and further guide prognosis.
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Affiliation(s)
- Yuan Zhang
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, 8 Gongtinan Rd, Chaoyang District, Beijing, 100020, China
- Department of Pulmonary and Critical Care Medicine, Beijing Hospital, Institute of Geriatric Medicine, National Center of Gerontology, Chinese Academy of Medical Sciences, Beijing, 100005, China
| | - Nan Li
- Department of Radiology, Beijing Chao-Yang Hospital, Capital Medical University, 8 Gongtinan Rd, Chaoyang District, Beijing, 100020, China
| | - Ran Li
- Department of Respiratory and Critical Medicine, Beijing Tongren Hospital, Capital Medical University, Beijing, 100005, China
| | - Yumei Gu
- Department of Pathology, Beijing Chao-Yang Hospital , Capital Medical University, 8 Gongtinan Rd, Chaoyang District, Beijing, 100020, China
| | - Xiaofang Liu
- Department of Respiratory and Critical Medicine, Beijing Tongren Hospital, Capital Medical University, Beijing, 100005, China
| | - Shu Zhang
- Department of Respiratory and Critical Care Medicine, Beijing Institute of Respiratory Medicine and Beijing Chao-Yang Hospital, Capital Medical University, 8 Gongtinan Rd, Chaoyang District, Beijing, 100020, China.
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24
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McGovern J, Dolan RD, Simmons C, Daly LE, Ryan AM, Power DG, Fallon MT, Laird BJ, McMillan DC. Are CT-Derived Muscle Measurements Prognostic, Independent of Systemic Inflammation, in Good Performance Status Patients with Advanced Cancer? Cancers (Basel) 2023; 15:3497. [PMID: 37444607 DOI: 10.3390/cancers15133497] [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: 04/11/2023] [Revised: 06/28/2023] [Accepted: 06/29/2023] [Indexed: 07/15/2023] Open
Abstract
The present study examined the relationships between CT-derived muscle measurements, systemic inflammation, and survival in advanced cancer patients with good performance status (ECOG-PS 0/1). Data was collected prospectively from patients with advanced cancer undergoing anti-cancer therapy with palliative intent. The CT Sarcopenia score (CT-SS) was calculated by combining the CT-derived skeletal muscle index (SMI) and density (SMD). The systemic inflammatory status was determined using the modified Glasgow Prognostic Score (mGPS). The primary outcome of interest was overall survival (OS). Univariate and multivariate Cox regressions were used for survival analysis. Three hundred and seven patients met the inclusion criteria, out of which 62% (n = 109) were male and 47% (n = 144) were ≥65 years of age, while 38% (n = 118) were CT-SS ≥ 1 and 47% (n = 112) of patients with pre-study blood were inflamed (mGPS ≥ 1). The median survival from entry to the study was 11.1 months (1-68.1). On univariate analysis, cancer type (p < 0.05) and mGPS (p < 0.001) were significantly associated with OS. On multivariate analysis, only mGPS (p < 0.001) remained significantly associated with OS. In patients who were ECOG-PS 0, mGPS was significantly associated with CT-SS (p < 0.05). mGPS may dominate the prognostic value of CT-derived sarcopenia in good-performance-status patients with advanced cancer.
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Affiliation(s)
- Josh McGovern
- Academic Unit of Surgery, New Lister Building, Royal Infirmary, Glasgow G31 2ER, UK
| | - Ross D Dolan
- Academic Unit of Surgery, New Lister Building, Royal Infirmary, Glasgow G31 2ER, UK
| | - Claribel Simmons
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Louise E Daly
- Cork Cancer Research Centre, University College Cork, T12 YN60 Cork, Ireland
| | - Aoife M Ryan
- Cork Cancer Research Centre, University College Cork, T12 YN60 Cork, Ireland
| | - Derek G Power
- Department of Medical Oncology, Mercy and Cork University Hospital, T12 DC4A Cork, Ireland
| | - Marie T Fallon
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Barry J Laird
- Institute of Genetics and Molecular Medicine, University of Edinburgh, Edinburgh EH4 2XU, UK
| | - Donald C McMillan
- Academic Unit of Surgery, New Lister Building, Royal Infirmary, Glasgow G31 2ER, UK
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25
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Dayimu A, Di Lisio L, Anand S, Roca-Carreras I, Qian W, Al-Mohammad A, Basu B, Valle JW, Jodrell D, Demiris N, Corrie P. Clinical and biological markers predictive of treatment response associated with metastatic pancreatic adenocarcinoma. Br J Cancer 2023; 128:1672-1680. [PMID: 36813867 PMCID: PMC10133256 DOI: 10.1038/s41416-023-02170-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2022] [Revised: 01/05/2023] [Accepted: 01/17/2023] [Indexed: 02/24/2023] Open
Abstract
BACKGROUND Chemotherapy for metastatic pancreatic adenocarcinoma (PDAC) offers limited benefits, but survival outcomes vary. Reliable predictive response biomarkers to guide patient management are lacking. METHODS Patient performance status, tumour burden (determined by the presence or absence of liver metastases), plasma protein biomarkers (CA19-9, albumin, C-reactive protein and neutrophils) and circulating tumour DNA (ctDNA) were assessed in 146 patients with metastatic PDAC prior to starting either concomitant or sequential nab-paclitaxel + gemcitabine chemotherapy in the SIEGE randomised prospective clinical trial, as well as during the first 8 weeks of treatment. Correlations were made with objective response, death within 1 year and overall survival (OS). RESULTS Initial poor patient performance status, presence of liver metastases and detectable mutKRAS ctDNA all correlated with worse OS after adjusting for the different biomarkers of interest. Objective response at 8 weeks also correlated with OS (P = 0.026). Plasma biomarkers measured during treatment and prior to the first response assessment identified ≥10% decrease in albumin at 4 weeks predicted for worse OS (HR 4.75, 95% CI 1.43-16.94, P = 0.012), while any association of longitudinal evaluation of mutKRAS ctDNA with OS was unclear (β = 0.024, P = 0.057). CONCLUSIONS Readily measurable patient variables can aid the prediction of outcomes from combination chemotherapy used to treat metastatic PDAC. The role of mutKRAS ctDNA as a tool to guide treatment warrants further exploration. CLINICAL TRIAL REGISTRATION ISRCTN71070888; ClinialTrials.gov (NCT03529175).
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Affiliation(s)
- Alimu Dayimu
- Clinical Trials Unit, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Lorena Di Lisio
- Cancer Molecular Diagnostics Laboratory, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Shubha Anand
- Cancer Molecular Diagnostics Laboratory, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Isart Roca-Carreras
- Cancer Molecular Diagnostics Laboratory, Department of Oncology, University of Cambridge, Cambridge, UK
| | - Wendi Qian
- Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | | | - Bristi Basu
- Department of Oncology, University of Cambridge, Cambridge, UK
| | - Juan W Valle
- University of Manchester and The Christie NHS Foundation Trust, Manchester, UK
| | - Duncan Jodrell
- Department of Oncology, University of Cambridge, Cambridge, UK
| | - Nikos Demiris
- Cambridge Clinical Trials Unit, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
- Department of Statistics, Athens University of Economics and Business, Athens, Greece
| | - Pippa Corrie
- Oncology Department, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK.
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26
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Rocha BMM, Dolan RD, Paiva CE, McGovern J, Paiva BSR, Preto DD, McMillan DC, Maia YCP, Laird BJ. Inflammation and Performance Status: The Cornerstones of Prognosis in Advanced Cancer. J Pain Symptom Manage 2023; 65:348-357. [PMID: 36493981 DOI: 10.1016/j.jpainsymman.2022.11.021] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 11/25/2022] [Accepted: 11/29/2022] [Indexed: 12/12/2022]
Abstract
CONTEXT In advanced cancer, although performance status (PS), systemic inflammatory response and nutritional status are known to have prognostic value, geographical variations and sociodemographic indexes may also impact survival. OBJECTIVES This study compares validated prognostic factors in two international cohorts and establishes a prognostic framework for treatment. METHODS Two international biobanks of patients (n=1.518) with advanced cancer were analyzed. Prognostic factors (Eastern Cooperative Oncology Group Performance Status [ECOG-PS], body mass index [BMI] and modified Glasgow Prognostic Score [mGPS]) were assessed. The relationship between these and survival was examined using Kaplan-Meier and Cox regression methods. RESULTS According to multivariate analysis, in the European cohort the most highly predictive factors were BMI <20 kg/m2 (hazard ratio [HR] 1.644), BMI 20-21.9 kg/m2 (HR 1.347), ECOG-PS (HR 1.597-11.992) and mGPS (HR 1.843-2.365). In the Brazilian cohort, the most highly predictive factors were ECOG-PS (HR 1.678-8.938) and mGPS (HR 2.103-2.837). Considering gastrointestinal cancers in particular (n=551), the survival rate at 3 months in both cohorts together ranged from 93% (mGPS 0, PS 0-1) to 0% (mGPS 2, PS 4), and from 81% (mGPS 0, BMI >28 kg/m2) to 44% (mGPS 2, BMI <20 kg/m2). CONCLUSION The established prognostic factors that were compared had similar prognostic capacity in both cohorts. A high ECOG-PS and a high mGPS as outlined in the ECOG-PS/mGPS framework were consistently associated with poorer survival of patients with advanced cancer in the prospective European and Brazilian cohorts.
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Affiliation(s)
- Bruna M M Rocha
- Nutrition and Molecular Biology Research Group (B.M.M.R., Y.C.P.M.), School of Medicine, Federal University of Uberlandia, Minas Gerais, Uberlandia, Brazil
| | - Ross D Dolan
- Academic Unit of Surgery (R.D.D., J.M.G., D.C.M.M.), School of Medicine, University of Glasgow, New Lister Building, Royal Infirmary, Glasgow, Scotland, United Kingdom
| | - Carlos E Paiva
- Palliative Care and Quality of Life Research Group (GPQual) (C.E.P., B.S.R.P., D.D.P.), Pio XII Foundation, Barretos Cancer Hospital, São Paulo, Barretos, Brazil
| | - Josh McGovern
- Academic Unit of Surgery (R.D.D., J.M.G., D.C.M.M.), School of Medicine, University of Glasgow, New Lister Building, Royal Infirmary, Glasgow, Scotland, United Kingdom
| | - Bianca S R Paiva
- Palliative Care and Quality of Life Research Group (GPQual) (C.E.P., B.S.R.P., D.D.P.), Pio XII Foundation, Barretos Cancer Hospital, São Paulo, Barretos, Brazil
| | - Daniel D Preto
- Palliative Care and Quality of Life Research Group (GPQual) (C.E.P., B.S.R.P., D.D.P.), Pio XII Foundation, Barretos Cancer Hospital, São Paulo, Barretos, Brazil
| | - Donald C McMillan
- Academic Unit of Surgery (R.D.D., J.M.G., D.C.M.M.), School of Medicine, University of Glasgow, New Lister Building, Royal Infirmary, Glasgow, Scotland, United Kingdom
| | - Yara C P Maia
- Nutrition and Molecular Biology Research Group (B.M.M.R., Y.C.P.M.), School of Medicine, Federal University of Uberlandia, Minas Gerais, Uberlandia, Brazil.
| | - Barry J Laird
- Institute of Genetics and Molecular Medicine, University of Edinburgh (B.J.L.), Edinburgh, Scotland, United Kingdom
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27
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Stone P, Buckle P, Dolan R, Feliu J, Hui D, Laird BJA, Maltoni M, Moine S, Morita T, Nabal M, Vickerstaff V, White N, Santini D, Ripamonti CI. Prognostic evaluation in patients with advanced cancer in the last months of life: ESMO Clinical Practice Guideline. ESMO Open 2023; 8:101195. [PMID: 37087198 PMCID: PMC10242351 DOI: 10.1016/j.esmoop.2023.101195] [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: 11/30/2022] [Revised: 02/08/2023] [Accepted: 02/16/2023] [Indexed: 04/24/2023] Open
Abstract
•This ESMO Clinical Practice Guideline provides key recommendations for using prognostic estimates in advanced cancer. •The guideline covers recommendations for patients with cancer and an expected survival of months or less. •An algorithm for use of clinical predictions, prognostic factors and multivariable risk prediction models is presented. •The author group encompasses a multidisciplinary group of experts from different institutions in Europe, USA and Asia. •Recommendations are based on available scientific data and the authors’ collective expert opinion.
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Affiliation(s)
- P Stone
- Marie Curie Palliative Care Research Department, Division of Psychiatry, University College London, London, UK; Palliative Care Team, Central and North West London NHS Trust, London, UK
| | | | - R Dolan
- Academic Unit of Surgery, University of Glasgow, Glasgow Royal Infirmary, Glasgow, UK
| | - J Feliu
- Department of Medical Oncology, La Paz University Hospital, IdiPAZ, CIBERONC, Cátedra UAM-AMGEN, Madrid, Spain
| | - D Hui
- Departments of Palliative Care, Rehabilitation and Integrative Medicine, Houston, USA; General Oncology, University of Texas MD Anderson Cancer Center, Houston, USA
| | - B J A Laird
- Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK; St Columba's Hospice Care, Edinburgh, UK
| | - M Maltoni
- Medical Oncology Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Department of Specialised, Experimental and Diagnostic Medicine, University of Bologna, Bologna, Italy
| | - S Moine
- Health Education and Practices Laboratory (LEPS EA3412), University Paris Sorbonne Paris Cité, Bobigny, Paris, France
| | - T Morita
- Department of Palliative and Supportive Care, Palliative Care Team and Seirei Hospice, Seirei Mikatahara General Hospital, Shizuoka, Japan
| | - M Nabal
- Palliative Care Supportive Team, Hospital Universitario Arnau de Vilanova, Lleida, Spain
| | - V Vickerstaff
- Research Department of Primary Care and Population Health, University College London, London, UK
| | - N White
- Marie Curie Palliative Care Research Department, Division of Psychiatry, University College London, London, UK
| | - D Santini
- UOC Oncologia Medica Territoriale, La Sapienza University of Rome, Polo Pontino, Rome, Italy
| | - C I Ripamonti
- Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, Brescia, Italy
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Overcoming barriers to timely recognition and treatment of cancer cachexia: Sharing Progress in Cancer Care Task Force Position Paper and Call to Action. Crit Rev Oncol Hematol 2023; 185:103965. [PMID: 36931616 DOI: 10.1016/j.critrevonc.2023.103965] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Accepted: 03/13/2023] [Indexed: 03/17/2023] Open
Abstract
Cachexia is a life-threatening disorder affecting an estimated 50-80% of cancer patients. The loss of skeletal muscle mass in patients with cachexia is associated with an increased risk of anticancer treatment toxicity, surgical complications and reduced response. Despite international guidelines, the identification and management of cancer cachexia remains a significant unmet need owing in part to the lack of routine screening for malnutrition and suboptimal integration of nutrition and metabolic care into clinical oncology practice. In June 2020, Sharing Progress in Cancer Care (SPCC) convened a multidisciplinary task force of medical experts and patient advocates to examine the barriers preventing the timely recognition of cancer cachexia, and provide practical recommendations to improve clinical care. This position paper summarises the key points and highlights available resources to support the integration of structured nutrition care pathways.
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29
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Stares M, Chauhan V, Moudgil-Joshi J, Kong QG, Malik J, Sundaramurthy A, Elliott T, Mains E, Leung S, Laird A, Symeonides SN. Initial active surveillance for patients with metastatic renal cell carcinoma: 10 years' experience at a regional cancer Centre. Cancer Med 2023; 12:5255-5264. [PMID: 36207803 PMCID: PMC10028026 DOI: 10.1002/cam4.5330] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 09/10/2022] [Accepted: 09/25/2022] [Indexed: 11/10/2022] Open
Abstract
A subset of patients with metastatic renal cell carcinoma (mRCC) follow an indolent disease course and may benefit from initial active surveillance (AS). However, selecting patients suitable for this approach is challenging. To investigate this we sought to define outcomes of patients with mRCC suitable for initial AS. All patients with mRCC clinically selected for initial AS at the Edinburgh Cancer Centre between January 2010 and December 2020 were identified. Key inflammatory biomarkers (haemoglobin, white cell count, neutrophil count, platelets, C-reactive protein [CRP], albumin, corrected calcium) and the International Metastatic RCC Database Consortium (IMDC) risk score were measured. The relationship between these and time to systemic anticancer therapy (tSACT) and overall survival (OS) was analysed. Data were available for 160 patients. Estimated median overall survival was 88.0 (interquartile range [IQR] 34.0-127.0) months. Median tSACT was 31.8 (IQR 12.0-76.3) months. On multivariate analysis, only CRP was predictive of tSACT (HR 2.47 [95% CI:1.59-3.85] p < 0.001) and OS (HR 3.89 [95% CI:2.15-6.83] p < 0.001). Patients with CRP > 10 mg/L were more likely to commence SACT within 1 year than those with CRP≤10 mg/L (41% vs. 18%, Relative Risk 2.16 (95% CI:1.18-3.96) (p = 0.012)). IMDC risk score was not predictive of tSACT or OS. Active surveillance is an appropriate initial management option for selected patients with mRCC. CRP, a biomarker of systemic inflammation, may provide additional objective information to assist clinical decision-making in patients with mRCC being considered for initial AS. Although this is a retrospective observational study, the cohort is well defined and includes all patients managed with initial AS in an inclusive real-world setting.
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Affiliation(s)
- Mark Stares
- Edinburgh Cancer Centre, Western General Hospital, NHS Lothian, Edinburgh, UK
- Institute of Genetics and Cancer, Cancer Research UK Edinburgh Centre, University of Edinburgh, Edinburgh, UK
| | - Vishwani Chauhan
- Institute of Genetics and Cancer, Cancer Research UK Edinburgh Centre, University of Edinburgh, Edinburgh, UK
| | - Jigi Moudgil-Joshi
- Institute of Genetics and Cancer, Cancer Research UK Edinburgh Centre, University of Edinburgh, Edinburgh, UK
| | - Qiu G Kong
- Institute of Genetics and Cancer, Cancer Research UK Edinburgh Centre, University of Edinburgh, Edinburgh, UK
| | - Jahangeer Malik
- Edinburgh Cancer Centre, Western General Hospital, NHS Lothian, Edinburgh, UK
| | | | - Tony Elliott
- Edinburgh Cancer Centre, Western General Hospital, NHS Lothian, Edinburgh, UK
| | - Edward Mains
- Department of Urology, Western General Hospital, NHS Lothian, Edinburgh, UK
| | - Steve Leung
- Department of Urology, Western General Hospital, NHS Lothian, Edinburgh, UK
| | - Alexander Laird
- Department of Urology, Western General Hospital, NHS Lothian, Edinburgh, UK
| | - Stefan N Symeonides
- Edinburgh Cancer Centre, Western General Hospital, NHS Lothian, Edinburgh, UK
- Institute of Genetics and Cancer, Cancer Research UK Edinburgh Centre, University of Edinburgh, Edinburgh, UK
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30
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Effect of Cancer-Related Cachexia and Associated Changes in Nutritional Status, Inflammatory Status, and Muscle Mass on Immunotherapy Efficacy and Survival in Patients with Advanced Non-Small Cell Lung Cancer. Cancers (Basel) 2023; 15:cancers15041076. [PMID: 36831431 PMCID: PMC9953791 DOI: 10.3390/cancers15041076] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 01/31/2023] [Accepted: 02/05/2023] [Indexed: 02/11/2023] Open
Abstract
Immune checkpoint inhibitor (ICI)-based immunotherapy has significantly improved the survival of patients with advanced non-small cell lung cancer (NSCLC); however, a significant percentage of patients do not benefit from this approach, and predictive biomarkers are needed. Increasing evidence demonstrates that cachexia, a complex syndrome driven by cancer-related chronic inflammation often encountered in patients with NSCLC, may impair the immune response and ICI efficacy. Herein, we carried out a prospective study aimed at evaluating the prognostic and predictive role of cachexia with the related changes in nutritional, metabolic, and inflammatory parameters (assessed by the multidimensional miniCASCO tool) on the survival and clinical response (i.e., disease control rate) to ICI-based immunotherapy in patients with advanced NSCLC. We included 74 consecutive patients. Upon multivariate regression analysis, we found a negative association between IL-6 levels (odds ratio (OR) = 0.9036; 95%CI = 0.8408-0.9711; p = 0.0025) and the miniCASCO score (OR = 0.9768; 95%CI = 0.9102-0.9999; p = 0.0310) with the clinical response. As for survival outcomes, multivariate COX regression analysis found that IL-6 levels and miniCASCO-based cachexia severity significantly affected PFS (hazard ratio (HR) = 1.0388; 95%CI = 1.0230-1.0548; p < 0.001 and HR = 1.2587; 95%CI = 1.0850-1.4602; p = 0.0024, respectively) and OS (HR = 1.0404; 95%CI = 1.0221-1.0589; p < 0.0001 and HR = 2.3834; 95%CI = 1.1504-4.9378; p = 0.0194, respectively). A comparison of the survival curves by Kaplan-Meier analysis showed a significantly lower OS in patients with cachexia versus those without cachexia (p = 0.0323), as well as higher miniCASCO-based cachexia severity (p = 0.0428), an mGPS of 2 versus those with a lower mGPS (p = 0.0074), and higher IL-6 levels (>6 ng/mL) versus those with lower IL-6 levels (≤6 ng/mL) (p = 0.0120). In conclusion, our study supports the evidence that cachexia, with its related changes in inflammatory, body composition, and nutritional parameters, is a key prognostic and predictive factor for ICIs. Further larger studies are needed to confirm these findings and to explore the potential benefit of counteracting cachexia to improve immunotherapy efficacy.
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31
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Ikoma T, Shimokawa M, Matsumoto T, Boku S, Yasuda T, Shibata N, Kurioka Y, Takatani M, Nobuhisa T, Namikawa T, Kitagawa H, Hanazaki K, Doi K, Shimada T, Tsumura T, Marusawa H, Kanaya S, Morita S, Inokuma T, Nagai H, Yasui H, Satake H. Inflammatory prognostic factors in advanced or recurrent esophageal squamous cell carcinoma treated with nivolumab. Cancer Immunol Immunother 2023; 72:427-435. [PMID: 35927359 DOI: 10.1007/s00262-022-03265-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2021] [Accepted: 07/23/2022] [Indexed: 01/29/2023]
Abstract
BACKGROUND In Japan, nivolumab administration is the standard treatment for patients with unresectable advanced or recurrent esophageal squamous cell carcinoma (ESCC) who are refractory or intolerant to fluoropyrimidines and platinum-based chemotherapy. We determined if inflammatory prognostic factors are useful in patients with ESCC treated with nivolumab monotherapy. METHODS The clinical data of patients with ESCC treated with nivolumab monotherapy as the second- or later-line treatment were retrospectively analyzed. Neutrophil/lymphocyte, platelet/lymphocyte, and C-reactive protein/albumin ratios (CAR); prognostic index; and prognostic nutritional index were investigated. Cut-off values for each factor were determined according to overall survival using time-dependent receiver operating characteristic curves. RESULTS During January 2017-June 2021, 93 consecutive patients with ESCC were enrolled from five institutions (median age, 70 years; male, 77%). With a median follow-up period of 9.1 (range, 1.0-34.7) months, the median overall and progression-free survival were 12.8 (95% confidence interval [CI], 9.0-16.6) and 4.0 (95% CI, 2.6-5.4) months, respectively. Of five inflammatory prognostic factors, the cut-off value for CAR was 0.62; prognosis was significantly longer in those with CAR < 0.62 (hazard ratio, 0.39; 95% CI, 0.22-0.67; p = 0.001). CONCLUSIONS Inflammatory prognostic factors were useful in predicting prognosis for ESCC patients pretreated with nivolumab, especially for those with CAR < 0.62, suggesting that CAR adequately reflects prognosis.
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Affiliation(s)
- Tatsuki Ikoma
- Department of Medical Oncology, Kobe City Medical Center General Hospital, 2-1-1 Minatojima minamimachi Chuo-ku, Kobe-shi, Hyogo-ken, 650-0047, Japan.,Cancer Treatment Center, Kansai Medical University Hospital, 2-3-1, Shinmachi, Hirakata-shi, Osaka-fu, 573-1191, Japan
| | - Mototsugu Shimokawa
- Department of Biostatistics, Yamaguchi University Graduate School of Medicine, 1-1-1 Minamikogushi,, Ube-shi, Yamaguchi-ken, 755-8505, Japan
| | - Toshihiko Matsumoto
- Department of Medical Oncology, Kobe City Medical Center General Hospital, 2-1-1 Minatojima minamimachi Chuo-ku, Kobe-shi, Hyogo-ken, 650-0047, Japan.,Cancer Treatment Center, Kansai Medical University Hospital, 2-3-1, Shinmachi, Hirakata-shi, Osaka-fu, 573-1191, Japan
| | - Shogen Boku
- Cancer Treatment Center, Kansai Medical University Hospital, 2-3-1, Shinmachi, Hirakata-shi, Osaka-fu, 573-1191, Japan
| | - Tomoyo Yasuda
- Cancer Treatment Center, Kansai Medical University Hospital, 2-3-1, Shinmachi, Hirakata-shi, Osaka-fu, 573-1191, Japan
| | - Nobuhiro Shibata
- Cancer Treatment Center, Kansai Medical University Hospital, 2-3-1, Shinmachi, Hirakata-shi, Osaka-fu, 573-1191, Japan
| | - Yusuke Kurioka
- Department of Internal Medicine, Japanese Red Cross Society Himeji Hospital, 1-12-1 Shimoteno, Himeji-shi, Hyogo-ken, 670-8540, Japan
| | - Masahiro Takatani
- Department of Internal Medicine, Japanese Red Cross Society Himeji Hospital, 1-12-1 Shimoteno, Himeji-shi, Hyogo-ken, 670-8540, Japan
| | - Tetsuji Nobuhisa
- Department of Surgery, Japanese Red Cross Society Himeji Hospital, 1-12-1 Shimoteno,, Himeji-shi, Hyogo-ken, 670-8540, Japan
| | - Tsutomu Namikawa
- Department of Surgery, Kochi Medical School, Kohasu, Oko-cho, Nankoku-city, Kochi-ken, 783-8505, Japan
| | - Hiroyuki Kitagawa
- Department of Surgery, Kochi Medical School, Kohasu, Oko-cho, Nankoku-city, Kochi-ken, 783-8505, Japan
| | - Kazuhiro Hanazaki
- Department of Surgery, Kochi Medical School, Kohasu, Oko-cho, Nankoku-city, Kochi-ken, 783-8505, Japan
| | - Keitaro Doi
- Department of Medical Oncology, Japanese Red Cross Society Osaka Hospital, 5-30 Hudegasaki-cho, Tenouji-ku, Osaka-fu, 543-8555, Japan
| | - Takanobu Shimada
- Department of Medical Oncology, Japanese Red Cross Society Osaka Hospital, 5-30 Hudegasaki-cho, Tenouji-ku, Osaka-fu, 543-8555, Japan
| | - Takehiko Tsumura
- Department of Medical Oncology, Japanese Red Cross Society Osaka Hospital, 5-30 Hudegasaki-cho, Tenouji-ku, Osaka-fu, 543-8555, Japan.,Department of Gastroenterology and Hepatology, Japanese Red Cross Society Osaka Hospital, 5-30 Hudegasaki-cho, Tenouji-ku, Osaka-fu, 543-8555, Japan
| | - Hiroyuki Marusawa
- Department of Gastroenterology and Hepatology, Japanese Red Cross Society Osaka Hospital, 5-30 Hudegasaki-cho, Tenouji-ku, Osaka-fu, 543-8555, Japan
| | - Seichiro Kanaya
- Department of Surgery, Japanese Red Cross Society Osaka Hospital, 5-30 Hudegasaki-cho,, Tenouji-ku, Osaka-fu, 543-8555, Japan
| | - Shuko Morita
- Department of Gastroenterology and Hepatology, Kobe City Medical Center General Hospital, 2-1-1 Minatojima minamimachi Chuo-ku, Kobe-shi, Hyogo-ken, 650-0047, Japan
| | - Tetsurou Inokuma
- Department of Gastroenterology and Hepatology, Kobe City Medical Center General Hospital, 2-1-1 Minatojima minamimachi Chuo-ku, Kobe-shi, Hyogo-ken, 650-0047, Japan
| | - Hiroki Nagai
- Department of Medical Oncology, Kobe City Medical Center General Hospital, 2-1-1 Minatojima minamimachi Chuo-ku, Kobe-shi, Hyogo-ken, 650-0047, Japan
| | - Hisateru Yasui
- Department of Medical Oncology, Kobe City Medical Center General Hospital, 2-1-1 Minatojima minamimachi Chuo-ku, Kobe-shi, Hyogo-ken, 650-0047, Japan
| | - Hironaga Satake
- Department of Medical Oncology, Kochi Medical School, Kohasu, Oko-cho, Nankoku-city, Kochi-ken, 783-8505, Japan.
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Prognostication in Advanced Cancer by Combining Actigraphy-Derived Rest-Activity and Sleep Parameters with Routine Clinical Data: An Exploratory Machine Learning Study. Cancers (Basel) 2023; 15:cancers15020503. [PMID: 36672452 PMCID: PMC9856985 DOI: 10.3390/cancers15020503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 12/23/2022] [Accepted: 01/06/2023] [Indexed: 01/18/2023] Open
Abstract
Survival prediction is integral to oncology and palliative care, yet robust prognostic models remain elusive. We assessed the feasibility of combining actigraphy, sleep diary data, and routine clinical parameters to prognosticate. Fifty adult outpatients with advanced cancer and estimated prognosis of <1 year were recruited. Patients were required to wear an Actiwatch® (wrist actigraph) for 8 days, and complete a sleep diary. Univariate and regularised multivariate regression methods were used to identify predictors from 66 variables and construct predictive models of survival. A total of 49 patients completed the study, and 34 patients died within 1 year. Forty-two patients had disrupted rest-activity rhythms (dichotomy index (I < O ≤ 97.5%) but I < O did not have prognostic value in univariate analyses. The Lasso regularised derived algorithm was optimal and able to differentiate participants with shorter/longer survival (log rank p < 0.0001). Predictors associated with increased survival time were: time of awakening sleep efficiency, subjective sleep quality, clinician’s estimate of survival and global health status score, and haemoglobin. A shorter survival time was associated with self-reported sleep disturbance, neutrophil count, serum urea, creatinine, and C-reactive protein. Applying machine learning to actigraphy and sleep data combined with routine clinical data is a promising approach for the development of prognostic tools.
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33
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Paiva CE, Preto DD, de Lima C, Paiva BSR. To Treat or Not to Treat? Dilemmas when Deciding on Antineoplastic Treatment in Patients With Far Advanced Cancers. Cancer Control 2023; 30:10732748231176639. [PMID: 37178323 PMCID: PMC10184254 DOI: 10.1177/10732748231176639] [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: 03/27/2023] [Revised: 04/16/2023] [Accepted: 04/28/2023] [Indexed: 05/15/2023] Open
Abstract
Patients with advanced cancers and their oncologists are often faced with difficult treatment decisions, especially when there are borderline situations of expected benefit or increased risk of complications. In this narrative review, we will explore the decision-making process for patients with advanced cancers and provide insights on how to approach this complex task, while didactically dividing the oncologist's assessments according to a mnemonic rule of the ABCDE of therapeutic decision-making. Part A (advanced cancer) recalls that the rule is to be used specifically for advanced cancers. Parts B (potential benefits) and C (clinical conditions and risks) represents the traditional risk vs benefit scale. In Part D, we discuss ways to identify and understand patients' desires, values, preferences, and beliefs. The prognostic estimation, from Part E, may function as an "adjust" for the antineoplastic treatment decision-making. Treatment decisions need to be conducted by skilled oncologists, in a patient-centered care, aiming to promote valuable oncology with lower rates of aggressive care.
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Affiliation(s)
- Carlos Eduardo Paiva
- Palliative Care and Quality of Life Research Group (GPQual), Barretos Cancer Hospital, Barretos, Brazil
- Department of Clinical Oncology, Barretos Cancer Hospital, Barretos, Brazil
| | - Daniel D’Almeida Preto
- Palliative Care and Quality of Life Research Group (GPQual), Barretos Cancer Hospital, Barretos, Brazil
- Department of Clinical Oncology, Barretos Cancer Hospital, Barretos, Brazil
| | - Crislaine de Lima
- Palliative Care and Quality of Life Research Group (GPQual), Barretos Cancer Hospital, Barretos, Brazil
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Takegawa N, Hirabayashi T, Tanaka S, Nishikawa M, Tokuyama N, Mimura T, Kushida S, Tsumura H, Yamamoto Y, Miki I, Tsuda M. The impact of nutritional status in nivolumab-treated patients with advanced esophageal cancer. PLoS One 2023; 18:e0285365. [PMID: 37146004 PMCID: PMC10162549 DOI: 10.1371/journal.pone.0285365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Accepted: 04/21/2023] [Indexed: 05/07/2023] Open
Abstract
Although phase III trials have reported improved overall survival in patients with advanced esophageal squamous cell carcinoma following treatment with nivolumab, as compared with chemotherapy (paclitaxel or docetaxel), the treatment was effective only in a limited number of patients. Therefore, the aim of this study is to determine whether there is a correlation between nutritional status (Glasgow prognostic score, prognostic nutritional index, and neutrophil-to-lymphocyte ratio) and prognosis of advanced esophageal cancer in patients treated with taxane or nivolumab therapy. The medical records of 35 patients who received taxane monotherapy (paclitaxel or docetaxel), for advanced esophageal cancer between October 2016 and November 2018 (taxane cohort) were reviewed. The clinical data of 37 patients who received nivolumab therapy between March 2020 and September 2021 (nivolumab cohort) were collected. The median overall survival was 9.1 months for the taxane cohort and 12.5 months for the nivolumab cohort. In the nivolumab cohort, patients with good nutritional status had significantly better median overall survival than those with poor nutritional status (18.1 vs. 7.6 months, respectively, p = 0.009, classified by prognostic nutritional index, 15.5 vs. 4.3 months, respectively, p = 0.012, classified by Glasgow prognostic score), whereas the prognosis of the patients treated with taxane therapy was less affected by the nutritional status. This suggests that the pretreatment nutritional status of patients with advanced esophageal cancer is a key factor for successful outcomes, especially for treatment with nivolumab.
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Affiliation(s)
- Naoki Takegawa
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Taku Hirabayashi
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Shunta Tanaka
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Michiko Nishikawa
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Nagahiro Tokuyama
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Takuya Mimura
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Saeko Kushida
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Hidetaka Tsumura
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Yoshinobu Yamamoto
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Ikuya Miki
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
| | - Masahiro Tsuda
- Department of Gastroenterology, Hyogo Cancer Center, Akashi, Hyogo, Japan
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Sun H, Yang W, Zhou W, Zhou C, Liu S, Shi H, Tian W. Prognostic value of des-γ-carboxyprothrombin in patients with AFP-negative HCC treated with TACE. Oncol Lett 2022; 25:69. [PMID: 36644150 PMCID: PMC9827467 DOI: 10.3892/ol.2022.13655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Accepted: 09/13/2022] [Indexed: 12/30/2022] Open
Abstract
In patients with AFP-negative hepatocellular carcinoma (HCC), des-γ-carboxyprothrombin (DCP) is an important prognostic indicator for the preoperative assessment of transarterial chemoembolization (TACE). However, the association between the serum DCP levels and the degree of progression and prognosis of patients with AFP-negative HCC treated with TACE has not been thoroughly investigated to date, and the molecular mechanism is also unclear. The present study retrospectively analyzed the clinical data of 107 patients with AFP-negative HCC treated with TACE and divided them into two groups based on the median serum DCP levels. The association between DCP and the clinical characteristics of the patients was analyzed, and the survival data were analyzed using Kaplan-Meier curves and Cox regression models. The results demonstrated that the median follow-up time was 755 days (range, 64-1,556 days), and patients in the low-DCP group (n=11; 20.8%) had a lower mortality rate than those in the high-DCP group (n=20; 37.0%). Cox multivariate regression analysis suggested that preoperative lymph node metastasis [hazard ratio (HR), 3.903; 95% CI, 1.778-8.519; P=0.001] and DCP group (HR, 2.465; 95% CI, 1.038-5.854; P=0.041) were independent risk factors. Furthermore, the Gene Expression Omnibus database was utilized to screen differentially expressed mRNAs. Enrichment analyses were then performed, and a protein-protein interaction (PPI) network was constructed to identify hub genes. A total of 169 differentially expressed genes were screened. Enrichment analyses revealed that cancer-related and ribosomal pathways were significantly enriched. Furthermore, 10 hub genes were identified in the PPI network by counting the number of gene interactions, the majority of which belonged to the ribosomal protein (RPS) family, and the top three significant genes were RPS23, RPS11 and RPS3A. In patients with AFP-negative HCC, higher serum DCP levels were associated with poor prognosis after TACE. This may be associated with genes such as those belonging to the RPS family, which may contribute to future personalized therapy for this disease.
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Affiliation(s)
- Hanyao Sun
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, P.R. China
| | - Wei Yang
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, P.R. China
| | - Weizhong Zhou
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, P.R. China
| | - Chungao Zhou
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, P.R. China
| | - Sheng Liu
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, P.R. China
| | - Haibin Shi
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, P.R. China,Correspondence to: Dr Haibin Shi or Dr Wei Tian, Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Road, Nanjing, Jiangsu 210029, P.R. China, E-mail: , E-mail:
| | - Wei Tian
- Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, P.R. China,Correspondence to: Dr Haibin Shi or Dr Wei Tian, Department of Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Road, Nanjing, Jiangsu 210029, P.R. China, E-mail: , E-mail:
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McGovern J, Delaney J, Forshaw MJ, McCabe G, Crumley AB, McIntosh D, Laird BJ, Horgan PG, McMillan DC, McSorley ST, Dolan RD. The relationship between computed tomography‐derived sarcopenia, cardiopulmonary exercise testing performance, systemic inflammation, and survival in good performance status patients with oesophago‐gastric cancer undergoing neoadjuvant treatment. JCSM CLINICAL REPORTS 2022. [DOI: 10.1002/crt2.57] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Affiliation(s)
- Josh McGovern
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
| | - Jenna Delaney
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
| | | | - Gerard McCabe
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
| | - Andrew B. Crumley
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
| | - David McIntosh
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
| | - Barry J. Laird
- Institute of Genetics and Molecular Medicine University of Edinburgh Edinburgh UK
| | - Paul G. Horgan
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
| | - Donald C. McMillan
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
| | - Stephen T. McSorley
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
| | - Ross D. Dolan
- Academic Unit of Surgery, School of Medicine University of Glasgow G31 2ER Glasgow Level 2, New Lister Building, Glasgow Royal Infirmary UK
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Machine Learning Model Development and Validation for Predicting Outcome in Stage 4 Solid Cancer Patients with Septic Shock Visiting the Emergency Department: A Multi-Center, Prospective Cohort Study. J Clin Med 2022; 11:jcm11237231. [PMID: 36498805 PMCID: PMC9737041 DOI: 10.3390/jcm11237231] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 11/12/2022] [Accepted: 11/30/2022] [Indexed: 12/12/2022] Open
Abstract
A reliable prognostic score for minimizing futile treatments in advanced cancer patients with septic shock is rare. A machine learning (ML) model to classify the risk of advanced cancer patients with septic shock is proposed and compared with the existing scoring systems. A multi-center, retrospective, observational study of the septic shock registry in patients with stage 4 cancer was divided into a training set and a test set in a 7:3 ratio. The primary outcome was 28-day mortality. The best ML model was determined using a stratified 10-fold cross-validation in the training set. A total of 897 patients were included, and the 28-day mortality was 26.4%. The best ML model in the training set was balanced random forest (BRF), with an area under the curve (AUC) of 0.821 to predict 28-day mortality. The AUC of the BRF to predict the 28-day mortality in the test set was 0.859. The AUC of the BRF was significantly higher than those of the Sequential Organ Failure Assessment score and the Acute Physiology and Chronic Health Evaluation II score (both p < 0.001). The ML model outperformed the existing scores for predicting 28-day mortality in stage 4 cancer patients with septic shock. However, further studies are needed to improve the prediction algorithm and to validate it in various countries. This model might support clinicians in real-time to adopt appropriate levels of care.
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Medici F, Rizzo S, Buwenge M, Arcelli A, Ferioli M, Macchia G, Deodato F, Cilla S, De Iaco P, Perrone AM, Strolin S, Strigari L, Ravegnini G, Bazzocchi A, Morganti AG. Everything You Always Wanted to Know about Sarcopenia but Were Afraid to Ask: A Quick Guide for Radiation Oncologists (Impact of Sarcopenia in Radiotherapy: The AFRAID Project). Curr Oncol 2022; 29:8513-8528. [PMID: 36354731 PMCID: PMC9689889 DOI: 10.3390/curroncol29110671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 10/21/2022] [Accepted: 11/05/2022] [Indexed: 11/10/2022] Open
Abstract
Sarcopenia (SP) is a syndrome characterized by age-associated loss of skeletal muscle mass and function. SP worsens both acute and late radiation-induced toxicity, prognosis, and quality of life. Myosteatosis is a pathological infiltration of muscle tissue by adipose tissue which often precedes SP and has a proven correlation with prognosis in cancer patients. Sarcopenic obesity is considered a "hidden form" of SP (due to large fat mass) and is independently related to higher mortality and worse complications after surgery and systemic treatments with worse prognostic impact compared to SP alone. The evaluation of SP is commonly based on CT images at the level of the middle of the third lumbar vertebra. On this scan, all muscle structures are contoured and then the outlined surface area is calculated. Several studies reported a negative impact of SP on overall survival in patients undergoing RT for tumors of the head and neck, esophagus, rectum, pancreas, cervix, and lung. Furthermore, several appetite-reducing side effects of RT, along with more complex radiation-induced mechanisms, can lead to SP through, but not limited to, reduced nutrition. In particular, in pediatric patients, total body irradiation was associated with the onset of SP and other changes in body composition leading to an increased risk of cardiometabolic morbidity in surviving adults. Finally, some preliminary studies showed the possibility of effectively treating SP and preventing the worsening of SP during RT. Future studies should be able to provide information on how to prevent and manage SP before, during, or after RT, in both adult and pediatric patients.
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Affiliation(s)
- Federica Medici
- Department of Experimental, Radiation Oncology, Diagnostic and Specialty Medicine-DIMES, Alma Mater Studiorum University of Bologna, Via Albertoni 15, 40138 Bologna, Italy
| | - Stefania Rizzo
- Service of Radiology, Imaging Institute of Southern Switzerland, Ente Ospedaliero Cantonale (EOC), 6900 Lugano, Switzerland
| | - Milly Buwenge
- Department of Experimental, Radiation Oncology, Diagnostic and Specialty Medicine-DIMES, Alma Mater Studiorum University of Bologna, Via Albertoni 15, 40138 Bologna, Italy
| | - Alessandra Arcelli
- Radiation Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
| | - Martina Ferioli
- Department of Experimental, Radiation Oncology, Diagnostic and Specialty Medicine-DIMES, Alma Mater Studiorum University of Bologna, Via Albertoni 15, 40138 Bologna, Italy
| | - Gabriella Macchia
- Radiation Oncology Unit, Gemelli Molise Hospital-Università Cattolica del Sacro Cuore, 86100 Campobasso, Italy
| | - Francesco Deodato
- Radiation Oncology Unit, Gemelli Molise Hospital-Università Cattolica del Sacro Cuore, 86100 Campobasso, Italy
| | - Savino Cilla
- Medical Physics Unit, Gemelli Molise Hospital-Università Cattolica del Sacro Cuore, 86100 Campobasso, Italy
| | - Pierandrea De Iaco
- Division of Oncologic Gynecology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
- Centro di Studio e Ricerca delle Neoplasie Ginecologiche (CSR), University of Bologna, 40138 Bologna, Italy
| | - Anna Myriam Perrone
- Division of Oncologic Gynecology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
- Centro di Studio e Ricerca delle Neoplasie Ginecologiche (CSR), University of Bologna, 40138 Bologna, Italy
| | - Silvia Strolin
- Department of Medical Physics, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
| | - Lidia Strigari
- Department of Medical Physics, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
| | - Gloria Ravegnini
- Department of Pharmacy and Biotechnology, University of Bologna, 40126 Bologna, Italy
| | - Alberto Bazzocchi
- Diagnostic and Interventional Radiology, IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy
| | - Alessio G. Morganti
- Department of Experimental, Radiation Oncology, Diagnostic and Specialty Medicine-DIMES, Alma Mater Studiorum University of Bologna, Via Albertoni 15, 40138 Bologna, Italy
- Radiation Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
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Ferrara M, Samaden M, Ruggieri E, Vénéreau E. Cancer cachexia as a multiorgan failure: Reconstruction of the crime scene. Front Cell Dev Biol 2022; 10:960341. [PMID: 36158184 PMCID: PMC9493094 DOI: 10.3389/fcell.2022.960341] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 08/03/2022] [Indexed: 11/13/2022] Open
Abstract
Cachexia is a devastating syndrome associated with the end-stage of several diseases, including cancer, and characterized by body weight loss and severe muscle and adipose tissue wasting. Although different cancer types are affected to diverse extents by cachexia, about 80% of all cancer patients experience this comorbidity, which highly reduces quality of life and response to therapy, and worsens prognosis, accounting for more than 25% of all cancer deaths. Cachexia represents an urgent medical need because, despite several molecular mechanisms have been identified, no effective therapy is currently available for this devastating syndrome. Most studies focus on skeletal muscle, which is indeed the main affected and clinically relevant organ, but cancer cachexia is characterized by a multiorgan failure. In this review, we focus on the current knowledge on the multiple tissues affected by cachexia and on the biomarkers with the attempt to define a chronological pathway, which might be useful for the early identification of patients who will undergo cachexia. Indeed, it is likely that the inefficiency of current therapies might be attributed, at least in part, to their administration in patients at the late stages of cachexia.
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Affiliation(s)
- Michele Ferrara
- Tissue Regeneration and Homeostasis Unit, Division of Genetics and Cell Biology, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Maria Samaden
- Tissue Regeneration and Homeostasis Unit, Division of Genetics and Cell Biology, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Elena Ruggieri
- Tissue Regeneration and Homeostasis Unit, Division of Genetics and Cell Biology, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Vita-Salute San Raffaele University, Milan, Italy
| | - Emilie Vénéreau
- Tissue Regeneration and Homeostasis Unit, Division of Genetics and Cell Biology, IRCCS San Raffaele Scientific Institute, Milan, Italy
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Jung CY, Kim HW, Han SH, Yoo TH, Kang SW, Park JT. Creatinine-cystatin C ratio and mortality in cancer patients: a retrospective cohort study. J Cachexia Sarcopenia Muscle 2022; 13:2064-2072. [PMID: 35478277 PMCID: PMC9397493 DOI: 10.1002/jcsm.13006] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 02/06/2022] [Accepted: 04/04/2022] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Muscle wasting is prevalent in cancer patients, and early recognition of this phenomenon is important for risk stratification. Recent studies have suggested that the creatinine-cystatin C ratio may correlate with muscle mass in several patient populations. The association between creatinine-cystatin C ratio and survival was assessed in cancer patients. METHODS A total of 3060 patients who were evaluated for serum creatinine and cystatin C levels at the time of cancer diagnosis were included. The primary outcome was 6-month mortality. The 1-year mortality, and length of intensive care unit (ICU) and hospital stay were also evaluated. RESULTS The mean age was 61.6 ± 13.5 years, and 1409 patients (46.0%) were female. The median creatinine and cystatin C levels were 0.9 (interquartile range [IQR], 0.6-1.3) mg/dL and 1.0 (IQR, 0.8-1.5) mg/L, respectively, with a creatinine-cystatin C ratio range of 0.12-12.54. In the Cox proportional hazards analysis, an increase in the creatinine-cystatin C ratio was associated with a significant decrease in the 6-month mortality (per 1 creatinine-cystatin C ratio, hazard ratio [HR] 0.35; 95% confidence interval [CI], 0.28-0.44). When stratified into quartiles, the risk of 6-month mortality was significantly lower in the highest quartile (HR 0.30; 95% CI, 0.24-0.37) than in the lowest quartile. Analysis of 1-year mortality outcomes revealed similar findings. These associations were independent of confounding factors. The highest quartile was also associated with shorter lengths of ICU and hospital stay (both P < 0.001). CONCLUSIONS The creatinine-cystatin C ratio at the time of cancer diagnosis significantly associates with survival and hospitalization in cancer patients.
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Affiliation(s)
- Chan-Young Jung
- Department of Internal Medicine, College of Medicine, Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea
| | - Hyung Woo Kim
- Department of Internal Medicine, College of Medicine, Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea
| | - Seung Hyeok Han
- Department of Internal Medicine, College of Medicine, Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea
| | - Tae-Hyun Yoo
- Department of Internal Medicine, College of Medicine, Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea
| | - Shin-Wook Kang
- Department of Internal Medicine, College of Medicine, Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea.,Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea
| | - Jung Tak Park
- Department of Internal Medicine, College of Medicine, Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea.,Institute of Kidney Disease Research, Yonsei University, Seoul, Republic of Korea
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McGovern J, Dolan RD, Skipworth RJ, Laird BJ, McMillan DC. Cancer cachexia: a nutritional or a systemic inflammatory syndrome? Br J Cancer 2022; 127:379-382. [PMID: 35523879 PMCID: PMC9073809 DOI: 10.1038/s41416-022-01826-2] [Citation(s) in RCA: 49] [Impact Index Per Article: 24.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Revised: 03/23/2022] [Accepted: 04/08/2022] [Indexed: 12/13/2022] Open
Abstract
Cancer cachexia has long been perceived as a nutritional syndrome. However, nutritional interventions have continued to be ineffective. With the recent recognition of the importance of systemic inflammation in the definition of this syndrome and treatment, has the time come to consider whether this syndrome is primarily a manifestation of systemic inflammation with the consequent implications for future treatment?
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Affiliation(s)
- Josh McGovern
- Academic Unit of Surgery, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, UK.
| | - Ross D. Dolan
- grid.411714.60000 0000 9825 7840Academic Unit of Surgery, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, UK
| | - Richard J. Skipworth
- grid.4305.20000 0004 1936 7988Institute of Cancer, University of Edinburgh, Edinburgh, UK
| | - Barry J. Laird
- grid.4305.20000 0004 1936 7988Institute of Cancer, University of Edinburgh, Edinburgh, UK ,St Columba’s Hospice, Edinburgh, UK
| | - Donald C. McMillan
- grid.411714.60000 0000 9825 7840Academic Unit of Surgery, School of Medicine, University of Glasgow, Glasgow Royal Infirmary, Glasgow, UK
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42
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Stares M, Ding T, Stratton C, Thomson F, Baxter M, Cagney H, Cumming K, Swan A, Ross F, Barrie C, Maclennan K, Campbell S, Evans T, Tufail A, Harrow S, Lord H, Laird B, MacKean M, Phillips I. Biomarkers of systemic inflammation predict survival with first-line immune checkpoint inhibitors in non-small-cell lung cancer. ESMO Open 2022; 7:100445. [PMID: 35398717 PMCID: PMC9058907 DOI: 10.1016/j.esmoop.2022.100445] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 01/21/2022] [Accepted: 02/09/2022] [Indexed: 12/30/2022] Open
Abstract
INTRODUCTION Pembrolizumab is an established first-line option for patients with advanced non-small-cell lung cancer (NSCLC) expressing programmed death-ligand 1 ≥50%. Durable responses are seen in a subset of patients; however, many derive little clinical benefit. Biomarkers of the systemic inflammatory response predict survival in NSCLC. We evaluated their prognostic significance in patients receiving first-line pembrolizumab for advanced NSCLC. METHODS Patients treated with first-line pembrolizumab for advanced NSCLC with programmed death-ligand 1 expression ≥50% at two regional Scottish cancer centres were identified. Pretreatment inflammatory biomarkers (white cell count, neutrophil count, neutrophil/lymphocyte ratio, platelet/lymphocyte ratio, albumin, prognostic nutritional index) were recorded. The relationship between these and progression-free survival (PFS) and overall survival (OS) were examined. RESULTS Data were available for 219 patients. On multivariate analysis, albumin and neutrophil count were independently associated with PFS (P < 0.001, P = 0.002, respectively) and OS (both P < 0.001). A simple score combining these biomarkers was explored. The Scottish Inflammatory Prognostic Score (SIPS) assigned 1 point each for albumin <35 g/l and neutrophil count >7.5 × 109/l to give a three-tier categorical score. SIPS predicted PFS [hazard ratio 2.06, 95% confidence interval (CI) 1.68-2.52 (P < 0.001)] and OS [hazard ratio 2.33, 95% CI 1.86-2.92 (P < 0.001)]. It stratified PFS from 2.5 (SIPS2), to 8.7 (SIPS1) to 17.9 months (SIPS0) (P < 0.001) and OS from 5.1 (SIPS2), to 12.4 (SIPS1) to 28.7 months (SIPS0) (P < 0.001). The relative risk of death before 6 months was 2.96 (95% CI 1.98-4.42) in patients with SIPS2 compared with those with SIPS0-1 (P < 0.001). CONCLUSIONS SIPS, a simple score combining albumin and neutrophil count, predicts survival in patients with NSCLC receiving first-line pembrolizumab. Unlike many proposed prognostic scores, SIPS uses only routinely collected pretreatment test results and provides a categorical score. It stratifies survival across clinically meaningful time periods that may assist clinicians and patients with treatment decisions. We advocate validation of the prognostic utility of SIPS in this and other immune checkpoint inhibitor treatment settings.
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Affiliation(s)
- M. Stares
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh,University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General Hospital, Edinburgh
| | - T.E. Ding
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - C. Stratton
- University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General Hospital, Edinburgh
| | - F. Thomson
- University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General Hospital, Edinburgh
| | - M. Baxter
- Division of Molecular and Clinical Medicine, Ninewells Hospital and Medical School, University of Dundee, Dundee,Tayside Cancer Centre, Ninewells Hospital and Medical School, NHS Tayside, Dundee
| | - H. Cagney
- School of Medicine, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK
| | - K. Cumming
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - A. Swan
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - F. Ross
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - C. Barrie
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - K. Maclennan
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - S. Campbell
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - T. Evans
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - A. Tufail
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - S. Harrow
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - H. Lord
- Tayside Cancer Centre, Ninewells Hospital and Medical School, NHS Tayside, Dundee
| | - B. Laird
- University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General Hospital, Edinburgh
| | - M. MacKean
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh
| | - I. Phillips
- Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Edinburgh,University of Edinburgh, Cancer Research UK Edinburgh Centre, Institute of Genetics and Cancer, Western General Hospital, Edinburgh,Correspondence to: Dr Iain Phillips, Consultant in Clinical Oncology, Edinburgh Cancer Centre, NHS Lothian, Western General Hospital, Crewe Road South, Edinburgh EH4 2XU, UK. Tel: +441315371000 @caleycachexia
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Yang TY, Kuo PY, Huang Y, Lin HW, Malwade S, Lu LS, Tsai LW, Syed-Abdul S, Sun CW, Chiou JF. Deep-Learning Approach to Predict Survival Outcomes Using Wearable Actigraphy Device Among End-Stage Cancer Patients. Front Public Health 2021; 9:730150. [PMID: 34957004 PMCID: PMC8695752 DOI: 10.3389/fpubh.2021.730150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Accepted: 11/18/2021] [Indexed: 11/13/2022] Open
Abstract
Survival prediction is highly valued in end-of-life care clinical practice, and patient performance status evaluation stands as a predominant component in survival prognostication. While current performance status evaluation tools are limited to their subjective nature, the advent of wearable technology enables continual recordings of patients' activity and has the potential to measure performance status objectively. We hypothesize that wristband actigraphy monitoring devices can predict in-hospital death of end-stage cancer patients during the time of their hospital admissions. The objective of this study was to train and validate a long short-term memory (LSTM) deep-learning prediction model based on activity data of wearable actigraphy devices. The study recruited 60 end-stage cancer patients in a hospice care unit, with 28 deaths and 32 discharged in stable condition at the end of their hospital stay. The standard Karnofsky Performance Status score had an overall prognostic accuracy of 0.83. The LSTM prediction model based on patients' continual actigraphy monitoring had an overall prognostic accuracy of 0.83. Furthermore, the model performance improved with longer input data length up to 48 h. In conclusion, our research suggests the potential feasibility of wristband actigraphy to predict end-of-life admission outcomes in palliative care for end-stage cancer patients. Clinical Trial Registration: The study protocol was registered on ClinicalTrials.gov (ID: NCT04883879).
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Affiliation(s)
- Tien Yun Yang
- School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
| | - Pin-Yu Kuo
- Biomedical Optical Imaging Lab, Department of Photonics, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan
| | - Yaoru Huang
- Department of Hospice and Palliative Care, Taipei Medical University Hospital, Taipei, Taiwan
- Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan
- Graduate Institute of Biomedical Materials and Tissue Engineering, College of Biomedical Engineering, Taipei Medical University, Taipei, Taiwan
| | - Hsiao-Wei Lin
- Department of Hospice and Palliative Care, Taipei Medical University Hospital, Taipei, Taiwan
| | - Shwetambara Malwade
- International Center for Health Information Technology, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan
| | - Long-Sheng Lu
- Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan
- Graduate Institute of Biomedical Materials and Tissue Engineering, College of Biomedical Engineering, Taipei Medical University, Taipei, Taiwan
- Clinical Research Center, Taipei Medical University Hospital, Taipei, Taiwan
- TMU Research Center of Cancer Translational Medicine, Taipei Medical University, Taipei, Taiwan
| | - Lung-Wen Tsai
- Department of Medical Research, Taipei Medical University Hospital, Taipei, Taiwan
| | - Shabbir Syed-Abdul
- International Center for Health Information Technology, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan
- School of Gerontology and Health Management, College of Nursing, Taipei Medical University, Taipei, Taiwan
| | - Chia-Wei Sun
- Biomedical Optical Imaging Lab, Department of Photonics, College of Electrical and Computer Engineering, National Yang Ming Chiao Tung University, Hsinchu, Taiwan
| | - Jeng-Fong Chiou
- Department of Hospice and Palliative Care, Taipei Medical University Hospital, Taipei, Taiwan
- Department of Radiation Oncology, Taipei Medical University Hospital, Taipei, Taiwan
- TMU Research Center of Cancer Translational Medicine, Taipei Medical University, Taipei, Taiwan
- Department of Radiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan
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Kapszewicz M, Małecka-Wojciesko E. Simple Serum Pancreatic Ductal Adenocarcinoma (PDAC) Protein Biomarkers-Is There Anything in Sight? J Clin Med 2021; 10:jcm10225463. [PMID: 34830745 PMCID: PMC8619303 DOI: 10.3390/jcm10225463] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Revised: 11/07/2021] [Accepted: 11/20/2021] [Indexed: 01/04/2023] Open
Abstract
A poor PDAC prognosis is due to a lack of effective treatment and late diagnosis. The early detection of PDAC could significantly decrease mortality and save lives. Idealbiomarkers for PDAC should be cost-effective, detectable in easily accessible biological material, and present in sufficient concentration in the earliest possible phase of the disease. This review addresses newly selected, simple protein biomarkers—new ones such as thrombospondin-2, insulin-linked binding protein 2, lysophosphatidic acid, and autotaxin and conventional ones such as Ca19-9, inflammatory factors, and coagulation factors. Their possible use in the early detection of PDAC, differentiation from benign diseases, prognosis, and treatment response prediction is discussed. We also address the usefulness of possible combinations of biomarkers in diagnostic panels.
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Prognostic impact of sarcopenia in patients with head and neck cancer treated with surgery or radiation: A meta-analysis. PLoS One 2021; 16:e0259288. [PMID: 34714876 PMCID: PMC8555817 DOI: 10.1371/journal.pone.0259288] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 10/15/2021] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND The objective of this study was to compare the prognostic impact of sarcopenia in patients with head and neck cancer (HNC) treated with surgery or radiation. METHODS We systematically searched electronic databases to identify articles reporting the impact of sarcopenia on the prognosis of patients with HNC. Hazard ratios (HRs) and 95% confidence intervals (CIs) for overall survival (OS), disease-free survival (DFS), and disease-specific survival (DSS) were extracted and pooled. HR according to treatment modality were estimated using random-effects models. Statistical analyses were carried out using the Comprehensive Meta-Analysis software. RESULTS In total, 18 studies enrolling 3,233 patients were included. Sarcopenia was associated with poor OS in both surgery and radiotherapy groups (hazard ratio [HR] 2.50, 95% confidence interval [CI] 1.95-3.21; HR 1.63, 95% CI 1.40-1.90, respectively). The HR was significantly higher in the surgery group than in the radiotherapy group (p = 0.004), with similar results obtained for DFS (HR 2.59, 95% CI 1.56-4.31; HR 1.56, 95% CI 1.24-1.97 for the surgery and radiotherapy groups, respectively) and DSS (HR 2.96, 95% CI 0.73-11.95; HR 2.67, 95% CI 1.51-4.73 for the surgery and RT groups, respectively). CONCLUSIONS Sarcopenia was a poor prognostic factor for HNC, regardless of the treatment modality. However, the adverse effects of sarcopenia on survival were more prominent in the surgery group than in the radiotherapy group. Sarcopenia assessment is required for appropriate treatment decision-making.
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Stares M, Swan A, Cumming K, Ding TE, Leach J, Stratton C, Thomson F, Barrie C, MacLennan K, Campbell S, Evans T, Tufail A, Harrow S, MacKean M, Phillips I. Hypoalbuminaemia as a Prognostic Biomarker of First-Line Treatment Resistance in Metastatic Non-small Cell Lung Cancer. Front Nutr 2021; 8:734735. [PMID: 34660664 PMCID: PMC8517082 DOI: 10.3389/fnut.2021.734735] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 08/26/2021] [Indexed: 12/13/2022] Open
Abstract
Introduction: Despite significant advances in systemic anticancer therapy (SACT) for non-small cell lung cancer (NSCLC), many patients still fail to respond to treatment or develop treatment resistance. Albumin, a biomarker of systemic inflammation and malnutrition, predicts survival in many cancers. We evaluated the prognostic significance of albumin in patients receiving first-line targeted therapy or immunotherapy-based SACT for metastatic NSCLC. Methods: All patients treated with first-line targeted therapy or immunotherapy-based SACT for metastatic NSCLC at a regional Scottish cancer centre were identified. Serum albumin at pre-treatment, after 12-weeks of treatment, and at the time of progressive disease were recorded. The relationship between albumin (≥ 35g/L v <35g/L) and overall survival (OS) was examined. Results: Data were available for 389 patients of both targeted therapy cohort (n = 159) and immunotherapy-based therapy cohort (n = 230). Pre-treatment albumin was predictive of OS in each cohort at HR1.82 (95%CI 1.23–2.7) (p =0.003) and HR2.55 (95%CI 1.78–3.65) (p < 0.001), respectively. Pre-treatment albumin <35 g/L was associated with a significantly higher relative risk of death within 12 weeks in each cohort at RR9.58 (95%CI 2.20–41.72, p = 0.003) and RR3.60 (95%CI 1.74–6.57, p < 0.001), respectively. The 12-week albumin was predictive of OS in each cohort at HR1.88 (95%CI 1.86–4.46) (p < 0.001) and HR2.67 (95%CI 1.74–4.08) (p < 0.001), respectively. 46 out of 133 (35%) evaluable patients treated with targeted therapy and 43 out of 169 (25%) treated with immunotherapy-based therapy crossed over albumin prognostic groups between pre-treatment and 12-week. The prognostic value of 12-week albumin was independent of pre-treatment albumin status. A majority of patients had albumin <35g/L at the time of progressive disease when it was also predictive of survival following progressive disease at HR2.48 (95%CI 1.61–3.82) (p < 0.001) and HR2.87 (95%CI 1.91–4.31) (p < 0.001) respectively). Conclusions: Albumin is a reliable prognostic factor in patients with metastatic NSCLC, predicting survival independent of the class of drug treatment at various time points during the patient journey. Tracking albumin concentrations during systemic therapy may indicate disease activity or treatment response over time.
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Affiliation(s)
- Mark Stares
- Edinburgh Cancer Centre, Edinburgh, United Kingdom.,Edinburgh Cancer Research UK Centre, Edinburgh, United Kingdom
| | - Amanda Swan
- Edinburgh Cancer Centre, Edinburgh, United Kingdom
| | | | - Tze-En Ding
- Edinburgh Cancer Centre, Edinburgh, United Kingdom
| | - James Leach
- Edinburgh Cancer Centre, Edinburgh, United Kingdom
| | - Cory Stratton
- Edinburgh Cancer Research UK Centre, Edinburgh, United Kingdom
| | - Findlay Thomson
- Edinburgh Cancer Research UK Centre, Edinburgh, United Kingdom
| | - Colin Barrie
- Edinburgh Cancer Centre, Edinburgh, United Kingdom
| | | | | | | | - Aisha Tufail
- Edinburgh Cancer Centre, Edinburgh, United Kingdom
| | | | | | - Iain Phillips
- Edinburgh Cancer Centre, Edinburgh, United Kingdom.,Edinburgh Cancer Research UK Centre, Edinburgh, United Kingdom
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Laird BJ, McMillan D, Skipworth RJE, Fallon MT, Paval DR, McNeish I, Gallagher IJ. The Emerging Role of Interleukin 1β (IL-1β) in Cancer Cachexia. Inflammation 2021; 44:1223-1228. [PMID: 33907915 PMCID: PMC8285330 DOI: 10.1007/s10753-021-01429-8] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 01/07/2021] [Accepted: 01/27/2021] [Indexed: 01/06/2023]
Abstract
Treatment of cancer cachexia remains an unmet need. The host-tumour interface and the resulting sequestration of the pro-inflammatory cytokine Il-1β is critical in cachexia development. Neuroinflammation mediated via IL-1β through the hypothalamic pituitary axis results in increased muscle proteolysis and adipose lipolysis, thus creating a prolonged stress-like environment with loss of appetite and increased resting energy expenditure. Recent trials using a monoclonal antibody targeting IL-1β, canakinumab, have shown a potential role in lung cancer; however, a potential role of targeting IL-1β to treat cachexia in patients with lung cancer is unclear, yet the underlying pathophysiology provides a sound rationale that this may be a viable therapeutic approach.
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Affiliation(s)
- Barry J Laird
- Insitute of Genetics and Cancer, University of Edinburgh, Crewe Road, EH4 2XR, Edinburgh, UK.
| | - Donald McMillan
- Department of Surgical Sciences, Glasgow Royal Infirmary, University of Glasgow, Glasgow, UK
| | | | - Marie T Fallon
- Insitute of Genetics and Cancer, University of Edinburgh, Crewe Road, EH4 2XR, Edinburgh, UK
| | - D Robert Paval
- Faculty of Health Sciences & Sport, University of Stirling, Stirling, UK
| | - Iain McNeish
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London, UK
| | - Iain J Gallagher
- Faculty of Health Sciences & Sport, University of Stirling, Stirling, UK
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Koyama N, Matsumura C, Tahara Y, Sako M, Kurosawa H, Nomura T, Eguchi Y, Ohba K, Yano Y. Symptom clusters and their influence on prognosis using EORTC QLQ-C15-PAL scores in terminally ill patients with cancer. Support Care Cancer 2021; 30:135-143. [PMID: 34241700 PMCID: PMC8636418 DOI: 10.1007/s00520-021-06380-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 04/13/2021] [Indexed: 01/06/2023]
Abstract
Purpose The aims of the present study were to investigate the symptom clusters in terminally ill patients with cancer using the European Organization for Research and Treatment of Cancer Quality of Life Questionnaire Core 15 Palliative Care (EORTC QLQ-C15-PAL), and to examine whether these symptom clusters influenced prognosis. Methods We analyzed data from 130 cancer patients hospitalized in the palliative care unit from June 2018 to December 2019 in an observational study. Principal component analysis was used to detect symptom clusters using the scored date of 14 items in the QLQ-C15-PAL, except for overall QOL, at the time of hospitalization. The influence of the existence of these symptom clusters and Palliative Performance Scale (PPS) on survival was analyzed by Cox proportional hazards regression analysis, and survival curves were compared between the groups with or without existing corresponding symptom clusters using the log-rank test. Results The following symptom clusters were identified: cluster 1 (pain, insomnia, emotional functioning), cluster 2 (dyspnea, appetite loss, fatigue, and nausea), and cluster 3 (physical functioning). Cronbach’s alpha values for the symptom clusters ranged from 0.72 to 0.82. An increased risk of death was significantly associated with the existence of cluster 2 and poor PPS (log-rank test, p = 0.016 and p < 0.001, respectively). Conclusion In terminally ill patients with cancer, three symptom clusters were detected based on QLQ-C15-PAL scores. Poor PPS and the presence of symptom cluster that includes dyspnea, appetite loss, fatigue, and nausea indicated poor prognosis.
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Affiliation(s)
- Nanako Koyama
- Education and Research Center for Clinical Pharmacy, Kyoto Pharmaceutical University, 5 Nakauchi-choYamashina-ku, MisasagiKyoto, 607-8414, Japan
| | - Chikako Matsumura
- Education and Research Center for Clinical Pharmacy, Kyoto Pharmaceutical University, 5 Nakauchi-choYamashina-ku, MisasagiKyoto, 607-8414, Japan
| | - Yuuna Tahara
- Education and Research Center for Clinical Pharmacy, Kyoto Pharmaceutical University, 5 Nakauchi-choYamashina-ku, MisasagiKyoto, 607-8414, Japan
| | - Morito Sako
- Department of Pharmacy, Tachibana Medical Corporation Higashisumiyoshi-Morimoto Hospital, Osaka, Japan
| | - Hideo Kurosawa
- Department of Pharmacy, Tachibana Medical Corporation Higashisumiyoshi-Morimoto Hospital, Osaka, Japan
| | - Takehisa Nomura
- Department of Pharmacy, Tachibana Medical Corporation Higashisumiyoshi-Morimoto Hospital, Osaka, Japan
| | - Yuki Eguchi
- Palliative Care Unit, Tachibana Medical Corporation Higashisumiyoshi-Morimoto Hospital, Osaka, Japan
| | - Kazuki Ohba
- Department of Palliative Care, Tachibana Medical Corporation Higashisumiyoshi-Morimoto Hospital, Osaka, Japan
| | - Yoshitaka Yano
- Education and Research Center for Clinical Pharmacy, Kyoto Pharmaceutical University, 5 Nakauchi-choYamashina-ku, MisasagiKyoto, 607-8414, Japan.
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Veccia A, Sforza V, Vattemi E, Inno A, Kinspergher S, Dipasquale M, Gori S, Morabito A, Baldi I, Caffo O. Pretreatment lung immune prognostic index as a biomarker in advanced non-small-cell lung cancer patients receiving first line pembrolizumab. Immunotherapy 2021; 13:1093-1103. [PMID: 34190578 DOI: 10.2217/imt-2021-0002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Background: To investigate the role of pretreatment lung immune prognostic index (LIPI) as biomarker in PD-L1 ≥50% non-small-cell lung cancer patients receiving pembrolizumab. Patients & methods: We retrospectively identified 117 patients, divided into three prognostic groups according to LIPI score. For each patient, we evaluated 1-year overall survival (OS) and progression-free survival rate. C-statistic and survival receiver operating characteristic curves were used to study discrimination of LIPI. Results: After a median follow-up of 11.7 months, 1-year OS rate was 60.1%, 35.3% and 28.6%, while 1-year progression-free survival rate was 39.1%, 20.6% and 14.3% in good, intermediate and poor LIPI groups, respectively (p < 0.001). The c-statistic and area under the curve of LIPI were 0.63 and 0.662 for OS and 1-year OS, respectively. Conclusions: Higher LIPI score is related to worse survival in advanced non-small-cell lung cancer patients treated with first-line pembrolizumab. However, based on c-statistic and area under the curve, LIPI does not represent a good prognostic survival model.
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Affiliation(s)
- Antonello Veccia
- Medical Oncology, Santa Chiara Hospital, Largo Medaglie d'Oro 1, Trento, 38122, Italy
| | - Vincenzo Sforza
- Thoracic Medical Oncology, Istituto Nazionale Tumori, 'Fondazione G Pascale', IRCCS, Via M. Semmola, Napoli, 80131, Italy
| | - Emanuela Vattemi
- Medical Oncology, Central Hospital, Via Lorenz Boehler 5, Bolzano, 39100, Italy
| | - Alessandro Inno
- Medical Oncology, IRCCS Ospedale Sacro Cuore don Calabria, Via don A. Sempreboni 5, Negrar di Valpolicella, Verona, 37024, Italy
| | - Stefania Kinspergher
- Medical Oncology, Santa Chiara Hospital, Largo Medaglie d'Oro 1, Trento, 38122, Italy
| | | | - Stefania Gori
- Medical Oncology, IRCCS Ospedale Sacro Cuore don Calabria, Via don A. Sempreboni 5, Negrar di Valpolicella, Verona, 37024, Italy
| | - Alessandro Morabito
- Thoracic Medical Oncology, Istituto Nazionale Tumori, 'Fondazione G Pascale', IRCCS, Via M. Semmola, Napoli, 80131, Italy
| | - Ileana Baldi
- Department of Cardiac, Unit of Biostatistics, Epidemiology & Public Health, Thoracic & Vascular Sciences, University of Padua, Via Loredan 18, Padova, 35121, Italy
| | - Orazio Caffo
- Medical Oncology, Santa Chiara Hospital, Largo Medaglie d'Oro 1, Trento, 38122, Italy
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Rounis K, Makrakis D, Papadaki C, Monastirioti A, Vamvakas L, Kalbakis K, Gourlia K, Xanthopoulos I, Tsamardinos I, Mavroudis D, Agelaki S. Prediction of outcome in patients with non-small cell lung cancer treated with second line PD-1/PDL-1 inhibitors based on clinical parameters: Results from a prospective, single institution study. PLoS One 2021; 16:e0252537. [PMID: 34061904 PMCID: PMC8168865 DOI: 10.1371/journal.pone.0252537] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Accepted: 05/17/2021] [Indexed: 01/06/2023] Open
Abstract
OBJECTIVE We prospectively recorded clinical and laboratory parameters from patients with metastatic non-small cell lung cancer (NSCLC) treated with 2nd line PD-1/PD-L1 inhibitors in order to address their effect on treatment outcomes. MATERIALS AND METHODS Clinicopathological information (age, performance status, smoking, body mass index, histology, organs with metastases), use and duration of proton pump inhibitors, steroids and antibiotics (ATB) and laboratory values [neutrophil/lymphocyte ratio, LDH, albumin] were prospectively collected. Steroid administration was defined as the use of > 10 mg prednisone equivalent for ≥ 10 days. Prolonged ATB administration was defined as ATB ≥ 14 days 30 days before or within the first 3 months of treatment. JADBio, a machine learning pipeline was applied for further multivariate analysis. RESULTS Data from 66 pts with non-oncogenic driven metastatic NSCLC were analyzed; 15.2% experienced partial response (PR), 34.8% stable disease (SD) and 50% progressive disease (PD). Median overall survival (OS) was 6.77 months. ATB administration did not affect patient OS [HR = 1.35 (CI: 0.761-2.406, p = 0.304)], however, prolonged ATBs [HR = 2.95 (CI: 1.62-5.36, p = 0.0001)] and the presence of bone metastases [HR = 1.89 (CI: 1.02-3.51, p = 0.049)] independently predicted for shorter survival. Prolonged ATB administration, bone metastases, liver metastases and BMI < 25 kg/m2 were selected by JADbio as the important features that were associated with increased probability of developing disease progression as response to treatment. The resulting algorithm that was created was able to predict the probability of disease stabilization (PR or SD) in a single individual with an AUC = 0.806 [95% CI:0.714-0.889]. CONCLUSIONS Our results demonstrate an adverse effect of prolonged ATBs on response and survival and underscore their importance along with the presence of bone metastases, liver metastases and low BMI in the individual prediction of outcomes in patients treated with immunotherapy.
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Affiliation(s)
- Konstantinos Rounis
- Department of Medical Oncology, University General Hospital, Heraklion, Crete, Greece
| | - Dimitrios Makrakis
- Department of Medical Oncology, University General Hospital, Heraklion, Crete, Greece
- Division of Oncology, University of Washington Medical School, Seattle, Washington, United States of America
| | - Chara Papadaki
- Laboratory of Translational Oncology, School of Medicine, University of Crete, Heraklion, Crete, Greece
| | - Alexia Monastirioti
- Laboratory of Translational Oncology, School of Medicine, University of Crete, Heraklion, Crete, Greece
| | - Lambros Vamvakas
- Department of Medical Oncology, University General Hospital, Heraklion, Crete, Greece
| | - Konstantinos Kalbakis
- Department of Medical Oncology, University General Hospital, Heraklion, Crete, Greece
| | - Krystallia Gourlia
- Department of Computer Science, University of Crete, Heraklion, Crete, Greece
| | | | - Ioannis Tsamardinos
- Department of Computer Science, University of Crete, Heraklion, Crete, Greece
| | - Dimitrios Mavroudis
- Department of Medical Oncology, University General Hospital, Heraklion, Crete, Greece
- Laboratory of Translational Oncology, School of Medicine, University of Crete, Heraklion, Crete, Greece
| | - Sofia Agelaki
- Department of Medical Oncology, University General Hospital, Heraklion, Crete, Greece
- Laboratory of Translational Oncology, School of Medicine, University of Crete, Heraklion, Crete, Greece
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