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Published in: Annals of Surgical Oncology 8/2019

Open Access 01-08-2019 | Esophageal Cancer | Thoracic Oncology

Predicting the Risk of Weight Loss After Esophageal Cancer Surgery

Authors: Anna Schandl, PhD, Joonas H. Kauppila, PhD, Poorna Anandavadivelan, PhD, Asif Johar, MSc, Pernilla Lagergren, PhD

Published in: Annals of Surgical Oncology | Issue 8/2019

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Abstract

Background

Malnutrition after esophageal cancer surgery is associated with reduced health-related qualify of life. Therefore, a prediction model identifying patients at risk for severe weight loss after surgery was developed.

Methods

Data from a Swedish population-based cohort study, including 616 patients undergoing esophageal cancer surgery in 2001–2005, was used. Candidate predictors included risk factors available before and immediately after surgery. Severe weight loss was defined as ≥ 15% loss of body weight between the time of surgery and 6 months postoperatively. The prediction model was developed using multivariable models. The accuracy of the model was measured by the area under the receiver operating characteristics curve (AUC) with bootstrap validation. The model was externally validated in a hospital-based cohort of 91 surgically treated esophageal cancer patients in the United Kingdom in 2011–2016. Each predictor in the final model was assigned a corresponding risk score. The sum of risk scores was equivalent to an estimated probability for severe weight loss.

Results

Among the 351 patients with 6 months follow-up data, 125 (36%) suffered from severe postoperative weight loss. The final prediction model included body mass index at diagnosis, preoperative weight loss, and neoadjuvant therapy. The AUC for the model was 0.78 (95% CI 0.74–0.83). In the validation cohort, the AUC was 0.76. A clinical risk assessment guide was derived from the prediction model.

Conclusions

This prediction model can preoperatively identify individuals with high risk of severe weight loss after esophageal cancer surgery. Intensive nutritional interventions for these patients are recommended.
Literature
1.
go back to reference Bozzetti F, Group SW. Screening the nutritional status in oncology: a preliminary report on 1,000 outpatients. Support Care Cancer. 2009;17(3):279–84.CrossRef Bozzetti F, Group SW. Screening the nutritional status in oncology: a preliminary report on 1,000 outpatients. Support Care Cancer. 2009;17(3):279–84.CrossRef
2.
go back to reference Gupta R, Ihmaidat H. Nutritional effects of oesophageal, gastric and pancreatic carcinoma. Eur J Surg Oncol. 2003;29(8):634–43.CrossRefPubMed Gupta R, Ihmaidat H. Nutritional effects of oesophageal, gastric and pancreatic carcinoma. Eur J Surg Oncol. 2003;29(8):634–43.CrossRefPubMed
3.
go back to reference Daly JM, Fry WA, Little AG, Winchester DP, McKee RF, Stewart AK, et al. Esophageal cancer: results of an American College of Surgeons Patient Care Evaluation Study. J Am Coll Surg. 2000;190(5):562–72; discussion 72-3.CrossRefPubMed Daly JM, Fry WA, Little AG, Winchester DP, McKee RF, Stewart AK, et al. Esophageal cancer: results of an American College of Surgeons Patient Care Evaluation Study. J Am Coll Surg. 2000;190(5):562–72; discussion 72-3.CrossRefPubMed
4.
go back to reference Lis CG, Gupta D, Lammersfeld CA, Markman M, Vashi PG. Role of nutritional status in predicting quality of life outcomes in cancer: a systematic review of the epidemiological literature. Nutr J. 2012;11:27.CrossRefPubMedPubMedCentral Lis CG, Gupta D, Lammersfeld CA, Markman M, Vashi PG. Role of nutritional status in predicting quality of life outcomes in cancer: a systematic review of the epidemiological literature. Nutr J. 2012;11:27.CrossRefPubMedPubMedCentral
5.
go back to reference Van Cutsem E, Arends J. The causes and consequences of cancer-associated malnutrition. Eur J Oncol Nurs. 2005;9 Suppl 2:S51–63.CrossRefPubMed Van Cutsem E, Arends J. The causes and consequences of cancer-associated malnutrition. Eur J Oncol Nurs. 2005;9 Suppl 2:S51–63.CrossRefPubMed
6.
go back to reference Gustafsson UO, Ljungqvist O. Perioperative nutritional management in digestive tract surgery. Curr Opin Clin Nutr Metab Care. 2011;14(5):504–9.CrossRefPubMed Gustafsson UO, Ljungqvist O. Perioperative nutritional management in digestive tract surgery. Curr Opin Clin Nutr Metab Care. 2011;14(5):504–9.CrossRefPubMed
7.
go back to reference Schiesser M, Muller S, Kirchhoff P, Breitenstein S, Schafer M, Clavien PA. Assessment of a novel screening score for nutritional risk in predicting complications in gastro-intestinal surgery. Clin Nutr. 2008;27(4):565–70.CrossRefPubMed Schiesser M, Muller S, Kirchhoff P, Breitenstein S, Schafer M, Clavien PA. Assessment of a novel screening score for nutritional risk in predicting complications in gastro-intestinal surgery. Clin Nutr. 2008;27(4):565–70.CrossRefPubMed
8.
go back to reference Watt E, Whyte F. The experience of dysphagia and its effect on the quality of life of patients with oesophageal cancer. Eur J Cancer Care (Engl). 2003;12(2):183–93.CrossRef Watt E, Whyte F. The experience of dysphagia and its effect on the quality of life of patients with oesophageal cancer. Eur J Cancer Care (Engl). 2003;12(2):183–93.CrossRef
9.
go back to reference Yip C, Goh V, Davies A, Gossage J, Mitchell-Hay R, Hynes O, et al. Assessment of sarcopenia and changes in body composition after neoadjuvant chemotherapy and associations with clinical outcomes in oesophageal cancer. Eur Radiol. 2014;24(5):998–1005.CrossRefPubMed Yip C, Goh V, Davies A, Gossage J, Mitchell-Hay R, Hynes O, et al. Assessment of sarcopenia and changes in body composition after neoadjuvant chemotherapy and associations with clinical outcomes in oesophageal cancer. Eur Radiol. 2014;24(5):998–1005.CrossRefPubMed
10.
go back to reference Awad S, Tan BH, Cui H, Bhalla A, Fearon KC, Parsons SL, et al. Marked changes in body composition following neoadjuvant chemotherapy for oesophagogastric cancer. Clin Nutr. 2012;31(1):74–7.CrossRefPubMed Awad S, Tan BH, Cui H, Bhalla A, Fearon KC, Parsons SL, et al. Marked changes in body composition following neoadjuvant chemotherapy for oesophagogastric cancer. Clin Nutr. 2012;31(1):74–7.CrossRefPubMed
11.
go back to reference Lagergren J, Lagergren P. Recent developments in esophageal adenocarcinoma. CA Cancer J Clin. 2013;63(4):232–48.CrossRefPubMed Lagergren J, Lagergren P. Recent developments in esophageal adenocarcinoma. CA Cancer J Clin. 2013;63(4):232–48.CrossRefPubMed
12.
go back to reference Riccardi D, Allen K. Nutritional management of patients with esophageal and esophagogastric junction cancer. Cancer Control. 1999;6(1):64–72.CrossRefPubMed Riccardi D, Allen K. Nutritional management of patients with esophageal and esophagogastric junction cancer. Cancer Control. 1999;6(1):64–72.CrossRefPubMed
13.
go back to reference Braga M, Ljungqvist O, Soeters P, Fearon K, Weimann A, Bozzetti F, et al. ESPEN guidelines on parenteral nutrition: surgery. Clin Nutr. 2009;28(4):378–86.CrossRefPubMed Braga M, Ljungqvist O, Soeters P, Fearon K, Weimann A, Bozzetti F, et al. ESPEN guidelines on parenteral nutrition: surgery. Clin Nutr. 2009;28(4):378–86.CrossRefPubMed
14.
go back to reference Arends J, Bachmann P, Baracos V, Barthelemy N, Bertz H, Bozzetti F, et al. ESPEN guidelines on nutrition in cancer patients. Clin Nutr. 2017;36(1):11–48.CrossRefPubMed Arends J, Bachmann P, Baracos V, Barthelemy N, Bertz H, Bozzetti F, et al. ESPEN guidelines on nutrition in cancer patients. Clin Nutr. 2017;36(1):11–48.CrossRefPubMed
15.
go back to reference Viklund P, Lindblad M, Lu M, Ye W, Johansson J, Lagergren J. Risk factors for complications after esophageal cancer resection: a prospective population-based study in Sweden. Ann Surg. 2006;243(2):204–11.CrossRefPubMedPubMedCentral Viklund P, Lindblad M, Lu M, Ye W, Johansson J, Lagergren J. Risk factors for complications after esophageal cancer resection: a prospective population-based study in Sweden. Ann Surg. 2006;243(2):204–11.CrossRefPubMedPubMedCentral
16.
go back to reference Lagergren J, Bergstrom R, Lindgren A, Nyren O. Symptomatic gastroesophageal reflux as a risk factor for esophageal adenocarcinoma. N Engl J Med. 1999;340(11):825–31.CrossRefPubMed Lagergren J, Bergstrom R, Lindgren A, Nyren O. Symptomatic gastroesophageal reflux as a risk factor for esophageal adenocarcinoma. N Engl J Med. 1999;340(11):825–31.CrossRefPubMed
17.
go back to reference Kauppila JH, Johar A, Gossage JA, Davies AR, Zylstra J, Lagergren J, et al. Health-related quality of life after open transhiatal and transthoracic oesophagectomy for cancer. Br J Surg. 2018;105(3):230–6.CrossRefPubMed Kauppila JH, Johar A, Gossage JA, Davies AR, Zylstra J, Lagergren J, et al. Health-related quality of life after open transhiatal and transthoracic oesophagectomy for cancer. Br J Surg. 2018;105(3):230–6.CrossRefPubMed
18.
go back to reference Bedogni G. Clinical prediction models-a practical approach to development, validation and updating. J R Stat Soc Stat. 2009;172:944.CrossRef Bedogni G. Clinical prediction models-a practical approach to development, validation and updating. J R Stat Soc Stat. 2009;172:944.CrossRef
19.
go back to reference Shim H, Cheong JH, Lee KY, Lee H, Lee JG, Noh SH. Perioperative nutritional status changes in gastrointestinal cancer patients. Yonsei Med J. 2013;54(6):1370–6.CrossRefPubMedPubMedCentral Shim H, Cheong JH, Lee KY, Lee H, Lee JG, Noh SH. Perioperative nutritional status changes in gastrointestinal cancer patients. Yonsei Med J. 2013;54(6):1370–6.CrossRefPubMedPubMedCentral
20.
go back to reference Martin L, Jia C, Rouvelas I, Lagergren P. Risk factors for malnutrition after oesophageal and cardia cancer surgery. Br J Surg. 2008;95(11):1362–8.CrossRefPubMed Martin L, Jia C, Rouvelas I, Lagergren P. Risk factors for malnutrition after oesophageal and cardia cancer surgery. Br J Surg. 2008;95(11):1362–8.CrossRefPubMed
21.
go back to reference Deans DA, Tan BH, Wigmore SJ, Ross JA, de Beaux AC, Paterson-Brown S, et al. The influence of systemic inflammation, dietary intake and stage of disease on rate of weight loss in patients with gastro-oesophageal cancer. Br J Cancer. 2009;100(1):63–9.CrossRefPubMedPubMedCentral Deans DA, Tan BH, Wigmore SJ, Ross JA, de Beaux AC, Paterson-Brown S, et al. The influence of systemic inflammation, dietary intake and stage of disease on rate of weight loss in patients with gastro-oesophageal cancer. Br J Cancer. 2009;100(1):63–9.CrossRefPubMedPubMedCentral
22.
go back to reference Lochs H, Allison SP, Meier R, Pirlich M, Kondrup J, Schneider S, et al. Introductory to the ESPEN Guidelines on Enteral Nutrition: Terminology, definitions and general topics. Clin Nutr. 2006;25(2):180–6.CrossRefPubMed Lochs H, Allison SP, Meier R, Pirlich M, Kondrup J, Schneider S, et al. Introductory to the ESPEN Guidelines on Enteral Nutrition: Terminology, definitions and general topics. Clin Nutr. 2006;25(2):180–6.CrossRefPubMed
23.
go back to reference Lochs H, Dejong C, Hammarqvist F, Hebuterne X, Leon-Sanz M, Schutz T, et al. ESPEN guidelines on enteral nutrition: gastroenterology. Clin Nutr. 2006;25(2):260–74.CrossRefPubMed Lochs H, Dejong C, Hammarqvist F, Hebuterne X, Leon-Sanz M, Schutz T, et al. ESPEN guidelines on enteral nutrition: gastroenterology. Clin Nutr. 2006;25(2):260–74.CrossRefPubMed
24.
go back to reference Hosmer DW, Lemeshow S. Applied logistic regression, 2nd edn. New York: Wiley; 2000. xii, 373 pp. Hosmer DW, Lemeshow S. Applied logistic regression, 2nd edn. New York: Wiley; 2000. xii, 373 pp.
25.
go back to reference Martin L, Lagergren J, Lindblad M, Rouvelas I, Lagergren P. Malnutrition after oesophageal cancer surgery in Sweden. Br J Surg. 2007;94(12):1496–500.CrossRefPubMed Martin L, Lagergren J, Lindblad M, Rouvelas I, Lagergren P. Malnutrition after oesophageal cancer surgery in Sweden. Br J Surg. 2007;94(12):1496–500.CrossRefPubMed
26.
go back to reference Usher-Smith JA, Walter FM, Emery JD, Win AK, Griffin SJ. Risk prediction models for colorectal cancer: a systematic review. Cancer Prev Res (Phila). 2016;9(1):13–26.CrossRef Usher-Smith JA, Walter FM, Emery JD, Win AK, Griffin SJ. Risk prediction models for colorectal cancer: a systematic review. Cancer Prev Res (Phila). 2016;9(1):13–26.CrossRef
27.
go back to reference Hoyo C, Cook MB, Kamangar F, Freedman ND, Whiteman DC, Bernstein L, et al. Body mass index in relation to oesophageal and oesophagogastric junction adenocarcinomas: a pooled analysis from the International BEACON Consortium. Int J Epidemiol. 2012;41(6):1706–18.CrossRefPubMedPubMedCentral Hoyo C, Cook MB, Kamangar F, Freedman ND, Whiteman DC, Bernstein L, et al. Body mass index in relation to oesophageal and oesophagogastric junction adenocarcinomas: a pooled analysis from the International BEACON Consortium. Int J Epidemiol. 2012;41(6):1706–18.CrossRefPubMedPubMedCentral
28.
go back to reference Renehan AG, Tyson M, Egger M, Heller RF, Zwahlen M. Body-mass index and incidence of cancer: a systematic review and meta-analysis of prospective observational studies. Lancet. 2008;371(9612):569–78.CrossRefPubMed Renehan AG, Tyson M, Egger M, Heller RF, Zwahlen M. Body-mass index and incidence of cancer: a systematic review and meta-analysis of prospective observational studies. Lancet. 2008;371(9612):569–78.CrossRefPubMed
29.
go back to reference Viklund P, Wengstrom Y, Rouvelas I, Lindblad M, Lagergren J. Quality of life and persisting symptoms after oesophageal cancer surgery. Eur J Cancer. 2006;42(10):1407–14.CrossRefPubMed Viklund P, Wengstrom Y, Rouvelas I, Lindblad M, Lagergren J. Quality of life and persisting symptoms after oesophageal cancer surgery. Eur J Cancer. 2006;42(10):1407–14.CrossRefPubMed
30.
go back to reference Omlin A, Blum D, Wierecky J, Haile SR, Ottery FD, Strasser F. Nutrition impact symptoms in advanced cancer patients: frequency and specific interventions, a case-control study. J Cachexia Sarcopenia Muscle. 2013;4(1):55–61.CrossRefPubMedPubMedCentral Omlin A, Blum D, Wierecky J, Haile SR, Ottery FD, Strasser F. Nutrition impact symptoms in advanced cancer patients: frequency and specific interventions, a case-control study. J Cachexia Sarcopenia Muscle. 2013;4(1):55–61.CrossRefPubMedPubMedCentral
31.
go back to reference Lee JL, Leong LP, Lim SL. Nutrition intervention approaches to reduce malnutrition in oncology patients: a systematic review. Support Care Cancer. 2016;24(1):469–80.CrossRefPubMed Lee JL, Leong LP, Lim SL. Nutrition intervention approaches to reduce malnutrition in oncology patients: a systematic review. Support Care Cancer. 2016;24(1):469–80.CrossRefPubMed
Metadata
Title
Predicting the Risk of Weight Loss After Esophageal Cancer Surgery
Authors
Anna Schandl, PhD
Joonas H. Kauppila, PhD
Poorna Anandavadivelan, PhD
Asif Johar, MSc
Pernilla Lagergren, PhD
Publication date
01-08-2019
Publisher
Springer International Publishing
Published in
Annals of Surgical Oncology / Issue 8/2019
Print ISSN: 1068-9265
Electronic ISSN: 1534-4681
DOI
https://doi.org/10.1245/s10434-019-07352-5

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