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Franzese C, Fogliata A, Loi M, Badalamenti M, Franceschini D, Comito T, Cozzi L, Reggiori G, Tomatis S, Scorsetti M. Dosimetric impact of volumetric modulated arc therapy for nasopharyngeal cancer treatment. ACTA ACUST UNITED AC 2021; 26:101-110. [PMID: 34046220 DOI: 10.5603/rpor.a2021.0017] [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] [Received: 06/02/2020] [Accepted: 12/21/2020] [Indexed: 11/25/2022]
Abstract
Background The purpose of the study was to evaluate the toxicity and outcome of nasopharyngeal carcinoma patients treated using 3-dimensional conformal radiotherapy (3DCRT) or volumetric modulated arc therapy (VMAT) technique. Materials and methods 68 patients treated between 2006 and 2018 were retrospectively analysed. Since 2009 patients received 3DCRT with 50/70 Gy to the elective/boost volumes in 35 fractions; from then, VMAT with simultaneous integrated boost (SIB) with 54.45/69.96 Gy in 33, or 54/66 Gy in 30 fractions. Induction chemotherapy was administered in 74% of the patients, concomitant cisplatinum in 87%. Acute and late toxicity data, progression-free survival PSF and overall survival OS, and toxicity correlations with dose metrics were reported. Results With a median follow-up of 64 months, complete remission at the last evaluation was in 68% of the patients, while 28% and 9% had locoregional relapse and distant disease, respectively. The 5- and 10-year progression free survival (PFS) rates were 62.7 ± 6.5% and 53.2 ± 8.7%, respectively. The 5- and 10-year OS rates were 78.9 ± 5.5% and 61.4 ± 9.2%, respectively. At the multivariate Cox analysis TNM stage (p = 0.02) and concomitant chemotherapy (p = 0.01) resulted significant for PFS, concomitant chemotherapy (p = 0.04) for OS.Improvements in acute toxicity were presented for VMAT patients due to its ability to spare OARs. Odds ratio (OR) for acute salivary toxicity, between VMAT and 3DCRT, was 4.67 (p = 0.02). Dosimetrically, salivary toxicity correlated with mean parotid dose (p = 0.05), dysphagia with laryngeal (p = 0.04) and mean oral cavity (p = 0.06) doses, when dose-volume histograms (DVHs) are corrected for fractionation. Conclusion This study is a proof of a significant benefit of the VMAT technique compared with 3DCRT in terms of side effects in nasopharynx patients, and adds dosimetric correlations.
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Affiliation(s)
- Ciro Franzese
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy.,Humanitas University, Biomedical Science Dept, Milan-Rozzano, Italy
| | - Antonella Fogliata
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy
| | - Mauro Loi
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy
| | - Marco Badalamenti
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy
| | - Davide Franceschini
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy
| | - Tiziana Comito
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy
| | - Luca Cozzi
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy.,Humanitas University, Biomedical Science Dept, Milan-Rozzano, Italy
| | - Giacomo Reggiori
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy
| | - Stefano Tomatis
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy
| | - Marta Scorsetti
- Humanitas Clinical and Research Hospital IRCCS, Radiotherapy Dept, Milan-Rozzano, Italy.,Humanitas University, Biomedical Science Dept, Milan-Rozzano, Italy
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2
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Li T, Yang F, Ma K, Lv L. A network meta-analysis for efficacies and toxicities of different therapeutic regimens in the treatment of advanced nasopharyngeal carcinoma. Eur Arch Otorhinolaryngol 2021; 278:3333-3344. [PMID: 33517538 DOI: 10.1007/s00405-020-06593-5] [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] [Received: 08/06/2020] [Accepted: 12/24/2020] [Indexed: 12/15/2022]
Abstract
PURPOSE The current study set out to compare the efficacies and toxicities (grad 3 and 4) between concurrent chemoradiotherapy (CCRT), induction chemotherapy plus radiotherapy (IC + RT), IC + CCRT, RT and CCRT + adjuvant chemotherapy (CCRT + AC) in regard to advanced nasopharyngeal carcinoma (NPC) treatment using a network meta-analysis. METHODS Literature retrieval was conducted using PubMed, Cochrane Library and other English databases. Eligible randomized controlled trails (RCTs) of 5 different regimens were included. The network meta-analysis combined direct and indirect comparisons to measure pooled odd ratios (OR) and the surface under the cumulative ranking curves (SUCRA). RESULTS A total of eight eligible RCTs were enrolled into this network meta-analysis after initial exclusion. With respect to hematologic toxicity, CCRT + AC exhibited higher toxicity in patients with advanced NPC in terms of anemia and leukopenia/neutropenia compared to RT. As for anemia, the toxicity of IC + CCRT was higher than those with advanced NPC. In addition, CCRT exhibited higher toxicity than RT in relation to leukopenia/neutropenia. Non-hematologic toxicity in regard to nausea/vomiting suggested that CCRT, IC + CCRT and CCRT + AC presented with higher levels of toxicity in patients with advanced NPC, in contrast to RT. Lastly, RT was found to be less toxic but with higher five-year overall survival (OS) rate in patients with advanced NPC, while CCRT, IC + CCRT and CCRT + AC were more toxic in patients with advanced NPC. CONCLUSION Among the five therapeutic regimens, the survival rate of IC + RT was similar to that of CCRT, and the toxicity SUCRA value of IC + RT was lower than that of CCRT. Together, our findings indicate that IC + RT may be a potentially acceptable treatment alternative to CCRT for advanced NPC, and is worthy of further investigation.
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Affiliation(s)
- Tingyu Li
- Department of Medical Care, The First Hospital of Jilin University, Changchun, 130021, People's Republic of China
| | - Fan Yang
- Department of Pediatric Surgery, The First Hospital of Jilin University, Changchun, 130021, People's Republic of China
| | - Kening Ma
- Department of Pain, The First Hospital of Jilin University, Changchun, 130021, People's Republic of China
| | - Lijie Lv
- Department of Medical Care, The First Hospital of Jilin University, Changchun, 130021, People's Republic of China.
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3
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Hu Q, Zhao D. Effects of resistance exercise on complications, cancer-related fatigue and quality of life in nasopharyngeal carcinoma patients undergoing chemoradiotherapy: A randomised controlled trial. Eur J Cancer Care (Engl) 2020; 30:e13355. [PMID: 33159422 DOI: 10.1111/ecc.13355] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2020] [Revised: 08/23/2020] [Accepted: 10/14/2020] [Indexed: 12/15/2022]
Abstract
BACKGROUND Chemotherapy of nasopharyngeal carcinoma (NPC) can lead to significant side effects and complications. Exercises during chemoradiotherapy have potential to reduce complications and fatigue and improve quality of life. The aim of the randomised clinical study was to investigate the benefits of resistance exercise during chemoradiotherapy in NPC patients. METHODS A total of 146 patients were randomised to perform resistance or relaxation exercises during chemoradiotherapy. Resistance exercise consisted of eight machine-based progressive resistance exercises, and relaxation control consisted of progressive muscle relaxation. Side effects and complications were analysed, and fatigue was assessed by Multidimensional Fatigue Symptom Inventory-Short Form (MFSI-SF) scores. The European Organization for Research and Treatment of Cancer Quality of Life Questionnaire Core-30 (EORTC QLQ30) scale was used to evaluate the effects of resistance exercise or relaxation control on quality of life. Per-protocol analysis was performed on the collected data. RESULTS Resistance exercise has stronger effects than relaxation in reducing complications, including oral mucositis, mouth-opening difficulties, xerostomia, hearing loss and nasal congestion, and alleviating both physical fatigue and mental fatigue. The improvement in quality of life was also more prominent among patients performing resistance exercise. CONCLUSIONS For NPC patients undergoing chemoradiotherapy, resistance exercise has a better efficacy in reducing complications, alleviating fatigue and improving quality of life.
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Affiliation(s)
- Qinglei Hu
- Department of Otolaryngology, Wuxi No.2 People's Hospital, Jiangsu, China
| | - Dongju Zhao
- Department of Otolaryngology, Wuxi No.2 People's Hospital, Jiangsu, China
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4
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Slevin F, Pan S, Mistry H, Sen M, Foran B, Slevin N, Dixon L, Thomson D, Prestwich R. A Multicentre UK Study of Outcomes of Nasopharyngeal Carcinoma Treated With Intensity-Modulated Radiotherapy ± Chemotherapy. Clin Oncol (R Coll Radiol) 2019; 32:238-249. [PMID: 31813661 DOI: 10.1016/j.clon.2019.11.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Revised: 10/30/2019] [Accepted: 11/04/2019] [Indexed: 12/30/2022]
Abstract
AIMS To report the outcomes of nasopharyngeal carcinoma in adults across three large centres in a non-endemic region in the era of intensity-modulated radiotherapy (IMRT). MATERIALS AND METHODS Adult patients with nasopharyngeal carcinoma treated in three large cancer centres with IMRT ± chemotherapy with curative intent between 2009 and 2016 were identified from institutional databases. Radiotherapy was delivered with 70 Gy in 33-35 daily fractions. A univariable analysis was carried out to evaluate the relationship of patient, tumour and treatment factors with progression-free survival (PFS) and overall survival. RESULTS In total, 151 patients were identified with a median follow-up of 5.2 years. The median age was 52 years (range 18-85). Seventy-five per cent were of Caucasian origin; 75% had non-keratinising tumours; Epstein Barr virus status was only available in 23% of patients; 74% of patients had stage III or IV disease; 54% of patients received induction chemotherapy; 86% of patients received concurrent chemotherapy. Five-year overall survival, PFS, local disease-free survival, regional disease-free survival and distant disease-free survival were 70%, 65%, 91%, 94% and 82%, respectively. Keratinising squamous cell carcinoma, older age, worse performance status, smoking and alcohol intake were associated with inferior overall survival and PFS. CONCLUSIONS Local, regional and distant disease control are relatively high following IMRT ± chemotherapy in a non-endemic population. There was considerable heterogeneity in terms of radiotherapy treatment and the use of chemotherapy, encouraging the development of treatment protocols and expert peer review in non-endemic regions.
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Affiliation(s)
- F Slevin
- Leeds Cancer Centre, Leeds Teaching Hospitals NHS Trust, Leeds, UK.
| | - S Pan
- The Christie NHS Foundation Trust, Manchester, UK
| | - H Mistry
- University of Manchester, Manchester, UK
| | - M Sen
- Leeds Cancer Centre, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - B Foran
- Weston Park Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK
| | - N Slevin
- The Christie NHS Foundation Trust, Manchester, UK
| | - L Dixon
- Weston Park Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK
| | - D Thomson
- The Christie NHS Foundation Trust, Manchester, UK; Division of Cancer Sciences, School of Medical Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - R Prestwich
- Leeds Cancer Centre, Leeds Teaching Hospitals NHS Trust, Leeds, UK
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5
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Petkar I, Bhide S, Newbold K, Harrington K, Nutting C. Practice patterns for the radical treatment of nasopharyngeal cancer by head and neck oncologists in the United Kingdom. Br J Radiol 2018; 91:20170590. [PMID: 29360397 PMCID: PMC6190791 DOI: 10.1259/bjr.20170590] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2017] [Revised: 01/10/2018] [Accepted: 01/17/2018] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVE Advances in radiation delivery, imaging techniques, and chemotherapy have significantly improved treatment options for non-metastatic nasopharyngeal cancers (NPC). However, their impact on the practice in the United Kingdom (UK), where this tumour is rare, is unknown. This study examined the current attitudes of UK head and neck oncologists to the treatment of NPC. METHODS UK head and neck oncologists representing 19/23 cancer networks were sent an invitation email with a personalised link to a web-based survey designed to identify the influence of tumour and nodal staging on current NPC management practices. RESULTS 26/42 (61%) of clinicians responded. Induction chemotherapy followed by concomitant chemoradiation was the treatment of choice for Stage III (69%) and IVa/b (96%), with cisplatin and 5-fluorouracil combination being the most commonly used induction chemotherapy regimen (88%). 16 centres (61%) used a geometric approach, adding variable margins of 0-10 mm to the gross tumour volume to define their therapeutic dose clinical target volume. 54% of respondents used 3 radiotherapy (RT) prescription doses to treat NPC. Retropharyngeal nodal region irradiation policy was inconsistent, with nearly one-quarter treating the entire group to a radical dose. CONCLUSION Significant heterogeneity currently exists in the RT practice of NPC in the UK. A consensus regarding the optimal curative, function-sparing treatment paradigm for NPC is necessary to ensure cancer survivors have satisfactory long-term health-related quality of life. Advances in knowledge: This is the first study to highlight the significant variation in RT practice of NPC in the UK.
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Affiliation(s)
| | | | - Kate Newbold
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | | | - Chris Nutting
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
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6
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Zhou W, Wan YH, Chen Q, Qiu YR, Luo XM. Effects of Tai Chi Exercise on Cancer-Related Fatigue in Patients With Nasopharyngeal Carcinoma Undergoing Chemoradiotherapy: A Randomized Controlled Trial. J Pain Symptom Manage 2018; 55:737-744. [PMID: 29122618 DOI: 10.1016/j.jpainsymman.2017.10.021] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/29/2016] [Revised: 10/29/2017] [Accepted: 10/30/2017] [Indexed: 11/25/2022]
Abstract
CONTEXT Tai Chi exercise has been shown to improve cancer-related fatigue (CRF) and autonomic nervous system (ANS) balance in some cancer patients or survivors; however, such effects are yet to be verified in nasopharyngeal carcinoma (NPC) patients undergoing chemoradiotherapy. OBJECTIVES To explore the effects of Tai Chi exercise on CRF in NPC patients undergoing chemoradiotherapy and then to evaluate ANS information indicated by heart rate variability parameters and their association with CRF. METHODS A randomized controlled trial of Tai Chi exercise was conducted from January 2014 to August 2015. Participants in the Tai Chi group practiced Tai Chi a one-hour session, five sessions/week during chemoradiotherapy. Participants in the control group received usual care. The primary end points were scores of the multidimensional fatigue symptom inventory-short form (MFSI-SF). Secondary end points were heart rate variability parameters, including normalized low-frequency (nLF) power, normalized high-frequency (nHF) power, and the nLF/nHF ratio, and their association with CRF. RESULTS One hundred fourteen patients were recruited in this study, and 83 patients completed the trial. The Tai Chi group and the control group had comparable baseline characteristics. After chemoradiotherapy, the Tai Chi group exhibited lower MFSI-SF total score and three negative subscale (general, physical, and emotional fatigue) scores and higher vigor score compared with the control group (P < 0.01 for all). The nLF/nHF ratio was significantly lower in the Tai Chi group compared to the control group after chemoradiotherapy. The MFSI-SF total score was markedly correlated with the nLF/nHF ratio. CONCLUSION Tai Chi exercise is conducive to alleviate CRF in NPC patients undergoing chemoradiotherapy. The improvement in ANS balance might fit into the process of Tai Chi for CRF management in this population.
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Affiliation(s)
- Wei Zhou
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Yong-Hui Wan
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Qian Chen
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Yan-Ru Qiu
- Cancer Center, Renmin Hospital of Wuhan University, Wuhan, Hubei, China
| | - Xiao-Min Luo
- Emergency Department, Renmin Hospital of Wuhan University, Wuhan, Hubei, China.
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7
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Dean J, Wong K, Gay H, Welsh L, Jones AB, Schick U, Oh JH, Apte A, Newbold K, Bhide S, Harrington K, Deasy J, Nutting C, Gulliford S. Incorporating spatial dose metrics in machine learning-based normal tissue complication probability (NTCP) models of severe acute dysphagia resulting from head and neck radiotherapy. Clin Transl Radiat Oncol 2018; 8:27-39. [PMID: 29399642 PMCID: PMC5796681 DOI: 10.1016/j.ctro.2017.11.009] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2017] [Revised: 11/16/2017] [Accepted: 11/17/2017] [Indexed: 12/20/2022] Open
Abstract
Severe acute dysphagia commonly results from head and neck radiotherapy (RT). A model enabling prediction of severity of acute dysphagia for individual patients could guide clinical decision-making. Statistical associations between RT dose distributions and dysphagia could inform RT planning protocols aiming to reduce the incidence of severe dysphagia. We aimed to establish such a model and associations incorporating spatial dose metrics. Models of severe acute dysphagia were developed using pharyngeal mucosa (PM) RT dose (dose-volume and spatial dose metrics) and clinical data. Penalized logistic regression (PLR), support vector classification and random forest classification (RFC) models were generated and internally (173 patients) and externally (90 patients) validated. These were compared using area under the receiver operating characteristic curve (AUC) to assess performance. Associations between treatment features and dysphagia were explored using RFC models. The PLR model using dose-volume metrics (PLRstandard) performed as well as the more complex models and had very good discrimination (AUC = 0.82) on external validation. The features with the highest RFC importance values were the volume, length and circumference of PM receiving 1 Gy/fraction and higher. The volumes of PM receiving 1 Gy/fraction or higher should be minimized to reduce the incidence of severe acute dysphagia.
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Key Words
- pm, pharyngeal mucosa
- plr, penalized logistic regression
- svc, support vector classification
- rfc, random forest classification
- auc, area under the receiver operating characteristic curve
- ntcp, normal tissue complication probability
- rt, radiotherapy
- imrt, intensity modulated radiotherapy
- ctcae, common terminology criteria for adverse events
- peg, percutaneous endoscopic gastrostomy
- dvh, dose-volume histogram
- dlh, dose-length histogram
- dch, dose-circumference histogram
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Affiliation(s)
- Jamie Dean
- Joint Department of Physics at the Institute of Cancer Research and The Royal Marsden NHS Foundation Trust, London SM2 5NG, UK
| | - Kee Wong
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London SW3 6JJ, UK
| | - Hiram Gay
- Department of Radiation Oncology, Washington University School of Medicine, St. Louis, MO, USA
| | - Liam Welsh
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London SW3 6JJ, UK
| | - Ann-Britt Jones
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London SW3 6JJ, UK
| | - Ulricke Schick
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London SW3 6JJ, UK
| | - Jung Hun Oh
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Aditya Apte
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Kate Newbold
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London SW3 6JJ, UK
- Division of Radiotherapy and Imaging, The Institute of Cancer Research, Fulham Road, London SW3 6JJ, UK
| | - Shreerang Bhide
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London SW3 6JJ, UK
- Division of Radiotherapy and Imaging, The Institute of Cancer Research, Fulham Road, London SW3 6JJ, UK
| | - Kevin Harrington
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London SW3 6JJ, UK
- Division of Radiotherapy and Imaging, The Institute of Cancer Research, Fulham Road, London SW3 6JJ, UK
| | - Joseph Deasy
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christopher Nutting
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, Fulham Road, London SW3 6JJ, UK
- Division of Radiotherapy and Imaging, The Institute of Cancer Research, Fulham Road, London SW3 6JJ, UK
| | - Sarah Gulliford
- Joint Department of Physics at the Institute of Cancer Research and The Royal Marsden NHS Foundation Trust, London SM2 5NG, UK
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8
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Richards TM, Hurley T, Grove L, Harrington KJ, Carpenter GH, Proctor GB, Nutting CM. The effect of parotid gland-sparing intensity-modulated radiotherapy on salivary composition, flow rate and xerostomia measures. Oral Dis 2017; 23:990-1000. [PMID: 28434191 DOI: 10.1111/odi.12686] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2016] [Revised: 03/11/2017] [Accepted: 04/05/2017] [Indexed: 12/01/2022]
Abstract
OBJECTIVES To describe parotid gland (PG) saliva organic and inorganic composition and flow rate changes, after curative intensity-modulated radiotherapy (IMRT) for head and neck cancer (HNC), and analyse the relationship between PG saliva analytes and xerostomia measures. METHODS AND MATERIALS Twenty-six patients recruited to five prospective phase 2 or 3 trials which assessed toxicity and efficacy of IMRT by HNC subsite, provided longitudinal PG saliva. Salivary flow rate, and subjective and objective xerostomia measures were prospectively collected and saliva tested for inorganic and organic analytes. Statistical comparisons of longitudinal analyte changes and analysis for a relationship between dichotomized xerostomia score and saliva analytes were performed. RESULTS One hundred and forty-two PG saliva samples from 26 patients were analysed. At 3-6 months after IMRT, stimulated and unstimulated saliva showed significantly decreased flow rate, total protein (TP) secretion rate, phosphate concentration and increased lactoferrin (LF) concentration. Stimulated saliva alone had elevated LF secretion rate and beta-2-microglobulin (B2 M) concentration with decreased calcium (Ca2+ ) and magnesium (Mg2+ ) concentrations and Ca2+ secretion rate. At >12 months, under stimulated and unstimulated conditions, increased LF concentration and decreased Mg2+ and phosphate concentration persisted and, in stimulated saliva, there was decreased potassium (K+ ) and Mg2+ concentration. Unstimulated TP secretion rate was lower in the presence of high-grade xerostomia. Otherwise, no relationship between xerostomia grade and PG salivary flow rate, TP and Ca2+ secretion rate was found. CONCLUSION Fewer significant differences in PG saliva analytes >12 months after IMRT indicate good functional recovery. Residual xerostomia after IMRT will only be further reduced by addressing the sparing of subsites of the PG or other salivary gland tissues, in addition to the PG.
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Affiliation(s)
- T M Richards
- Head and Neck Unit, Royal Marsden Hospitals NHS Foundation Trust, London, Surrey, UK
| | - T Hurley
- Head and Neck Unit, Royal Marsden Hospitals NHS Foundation Trust, London, Surrey, UK
| | - L Grove
- Head and Neck Unit, Royal Marsden Hospitals NHS Foundation Trust, London, Surrey, UK
| | - K J Harrington
- Head and Neck Unit, Royal Marsden Hospitals NHS Foundation Trust, London, Surrey, UK.,The Institute of Cancer Research, London, UK
| | - G H Carpenter
- Mucosal & Salivary Biology Division, Dental Institute, Kings College London, London, UK
| | - G B Proctor
- Mucosal & Salivary Biology Division, Dental Institute, Kings College London, London, UK
| | - C M Nutting
- Head and Neck Unit, Royal Marsden Hospitals NHS Foundation Trust, London, Surrey, UK.,The Institute of Cancer Research, London, UK
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9
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Dean JA, Welsh LC, Wong KH, Aleksic A, Dunne E, Islam MR, Patel A, Patel P, Petkar I, Phillips I, Sham J, Schick U, Newbold KL, Bhide SA, Harrington KJ, Nutting CM, Gulliford SL. Normal Tissue Complication Probability (NTCP) Modelling of Severe Acute Mucositis using a Novel Oral Mucosal Surface Organ at Risk. Clin Oncol (R Coll Radiol) 2017; 29:263-273. [PMID: 28057404 PMCID: PMC6175048 DOI: 10.1016/j.clon.2016.12.001] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Revised: 10/20/2016] [Accepted: 11/01/2016] [Indexed: 12/23/2022]
Abstract
AIMS A normal tissue complication probability (NTCP) model of severe acute mucositis would be highly useful to guide clinical decision making and inform radiotherapy planning. We aimed to improve upon our previous model by using a novel oral mucosal surface organ at risk (OAR) in place of an oral cavity OAR. MATERIALS AND METHODS Predictive models of severe acute mucositis were generated using radiotherapy dose to the oral cavity OAR or mucosal surface OAR and clinical data. Penalised logistic regression and random forest classification (RFC) models were generated for both OARs and compared. Internal validation was carried out with 100-iteration stratified shuffle split cross-validation, using multiple metrics to assess different aspects of model performance. Associations between treatment covariates and severe mucositis were explored using RFC feature importance. RESULTS Penalised logistic regression and RFC models using the oral cavity OAR performed at least as well as the models using mucosal surface OAR. Associations between dose metrics and severe mucositis were similar between the mucosal surface and oral cavity models. The volumes of oral cavity or mucosal surface receiving intermediate and high doses were most strongly associated with severe mucositis. CONCLUSIONS The simpler oral cavity OAR should be preferred over the mucosal surface OAR for NTCP modelling of severe mucositis. We recommend minimising the volume of mucosa receiving intermediate and high doses, where possible.
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Affiliation(s)
- J A Dean
- Joint Department of Physics at The Institute of Cancer Research and The Royal Marsden NHS Foundation Trust, London, UK.
| | - L C Welsh
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - K H Wong
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - A Aleksic
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - E Dunne
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - M R Islam
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - A Patel
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - P Patel
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - I Petkar
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - I Phillips
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - J Sham
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - U Schick
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - K L Newbold
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK
| | - S A Bhide
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK
| | - K J Harrington
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK
| | - C M Nutting
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK
| | - S L Gulliford
- Joint Department of Physics at The Institute of Cancer Research and The Royal Marsden NHS Foundation Trust, London, UK
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10
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Dean JA, Wong KH, Gay H, Welsh LC, Jones AB, Schick U, Oh JH, Apte A, Newbold KL, Bhide SA, Harrington KJ, Deasy JO, Nutting CM, Gulliford SL. Functional Data Analysis Applied to Modeling of Severe Acute Mucositis and Dysphagia Resulting From Head and Neck Radiation Therapy. Int J Radiat Oncol Biol Phys 2016; 96:820-831. [PMID: 27788955 PMCID: PMC5653218 DOI: 10.1016/j.ijrobp.2016.08.013] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Revised: 07/29/2016] [Accepted: 08/12/2016] [Indexed: 11/05/2022]
Abstract
Purpose Current normal tissue complication probability modeling using logistic regression suffers from bias and high uncertainty in the presence of highly correlated radiation therapy (RT) dose data. This hinders robust estimates of dose-response associations and, hence, optimal normal tissue—sparing strategies from being elucidated. Using functional data analysis (FDA) to reduce the dimensionality of the dose data could overcome this limitation. Methods and Materials FDA was applied to modeling of severe acute mucositis and dysphagia resulting from head and neck RT. Functional partial least squares regression (FPLS) and functional principal component analysis were used for dimensionality reduction of the dose-volume histogram data. The reduced dose data were input into functional logistic regression models (functional partial least squares—logistic regression [FPLS-LR] and functional principal component—logistic regression [FPC-LR]) along with clinical data. This approach was compared with penalized logistic regression (PLR) in terms of predictive performance and the significance of treatment covariate—response associations, assessed using bootstrapping. Results The area under the receiver operating characteristic curve for the PLR, FPC-LR, and FPLS-LR models was 0.65, 0.69, and 0.67, respectively, for mucositis (internal validation) and 0.81, 0.83, and 0.83, respectively, for dysphagia (external validation). The calibration slopes/intercepts for the PLR, FPC-LR, and FPLS-LR models were 1.6/−0.67, 0.45/0.47, and 0.40/0.49, respectively, for mucositis (internal validation) and 2.5/−0.96, 0.79/−0.04, and 0.79/0.00, respectively, for dysphagia (external validation). The bootstrapped odds ratios indicated significant associations between RT dose and severe toxicity in the mucositis and dysphagia FDA models. Cisplatin was significantly associated with severe dysphagia in the FDA models. None of the covariates was significantly associated with severe toxicity in the PLR models. Dose levels greater than approximately 1.0 Gy/fraction were most strongly associated with severe acute mucositis and dysphagia in the FDA models. Conclusions FPLS and functional principal component analysis marginally improved predictive performance compared with PLR and provided robust dose-response associations. FDA is recommended for use in normal tissue complication probability modeling.
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Affiliation(s)
- Jamie A Dean
- Joint Department of Physics, The Institute of Cancer Research and The Royal Marsden NHS Foundation Trust, London, UK.
| | - Kee H Wong
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - Hiram Gay
- Department of Radiation Oncology, School of Medicine, Washington University in St Louis, St Louis, Missouri
| | - Liam C Welsh
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - Ann-Britt Jones
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - Ulrike Schick
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK
| | - Jung Hun Oh
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Aditya Apte
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Kate L Newbold
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK
| | - Shreerang A Bhide
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK
| | - Kevin J Harrington
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK
| | - Joseph O Deasy
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Christopher M Nutting
- Head and Neck Unit, The Royal Marsden NHS Foundation Trust, London, UK; Division of Radiotherapy and Imaging, The Institute of Cancer Research, London, UK
| | - Sarah L Gulliford
- Joint Department of Physics, The Institute of Cancer Research and The Royal Marsden NHS Foundation Trust, London, UK
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