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65 yaş üstü hastalarda puanlama sistemlerinin şiddetli akut pankreatiti ve mortaliteyi erken öngörme açısından değerlendirilmesi

Yıl 2022, Cilt: 47 Sayı: 3, 1327 - 1338, 30.09.2022
https://doi.org/10.17826/cumj.1121730

Öz

Amaç: Bu çalışmanın amacı, acil serviste akut pankreatit tanısı alan 65 yaş üstü hastalarda hastalık şiddeti skorlarının erken dönemde Şiddetli Akut Pankreatit (SAP) gelişimini ve mortaliteyi öngörme gücünü araştırmayı amaçladık.
Gereç ve Yöntem: Acil servise başvuru sırasında Yatak Başı Akut Pankreatit Şiddet İndeksi (BISAP) skoruna ek olarak RANSON (ilk başvuru) ve Bilgisayarlı Tomografi Şiddet İndeksi (CTSI) hesaplandı.
Bulgular: Çalışmaya yüz altmış hasta (%46,9'u 80 yaş üstü) dahil edildi. 80 yaş üstü hastalarda istatistiksel olarak daha yüksek hastanede yatış süresi, yoğun bakımda kalış süresi, SAP ve daha yüksek mortalite gözlemledik. ROC eğrisini incelediğimizde, BISAP puanının AUC değerlerinin hem SAP hem de mortalite tahmininde en yüksek olduğunu belirledik (AUC: 0.911, %95 CI 0.861-0.962; AUC: 0.918, %95 CI 0.864- 0.9722, sırasıyla). İkili lojistik analiz, BİSAP puan değerindeki her birim artış için SAP için 4,7 kat artan risk ve 12,3 kat artan ölüm oranı gösterdi.
Sonuç: BISAP, 65 yaş üstü akut pankreatitli hastalarda acil servise başvuruda SAP ve mortalite tahmini için iyi bir öngörücü olabilir.

Kaynakça

  • References 1. Quero G, Covino M, Ojetti V, et al. Acute pancreatitis in oldest old: a 10-year retrospective analysis of patients referred to the emergency department of a large tertiary hospital. Eur J Gastroenterol Hepatol. 2020, 32(2):159-165 https://doi.org/10.1097/MEG.0000000000001570.
  • 2. Henden Çam P, Baydin A, Yürüker S, et al. Investigation of Geriatric Patients with Abdominal Pain Admitted to Emergency Department. Curr Gerontol Geriatr Res. 2018, 30; 2018:9109326. https://doi.org/10.1155/2018/9109326.
  • 3. Roberts-Thomson, I.C. The Non-surgical Acute Abdomen. In: Wichmann, M., McCullough, T., Roberts-Thomson, I., Maddern, G. (eds) Gastroenterology For General Surgeons. Springer, Cham. 2019. https://doi.org/10.1007/978-3-319-92768-8_17
  • 4. De Dombal FT. Acute abdominal pain in the elderly. J ClinGastroenterol. 1994, 19(4):331-5. https://doi.org/10.1097/00004836-199412000-00016 5. Laurell H, Hansson LE, Gunnarsson U. Acute Abdominal Pain among Elderly Patients. Gerontology. 2006, 52(6), 339–344. https://doi.org/doi:10.1159/000094982
  • 6. Osterwalder I, Özkan M, Malinovska A, et al. Acute Abdominal Pain: Missed Diagnoses, Extra-Abdominal Conditions, and Outcomes. J Clin Med. 2020, 9(4):899. https://doi.org/10.3390/jcm9040899
  • 7. Quero G, Covino M, Fiorillo C, et al. Acute pancreatitis in elderly patients: a single-center retrospective evaluation of clinical outcomes. Scandinavian Journal of Gastroenterology. 2019, 54:4,492-498. https://doi.org/10.1080/00365521.2019.1588369
  • 8. Somasekar K, Foulkes R, Morris-Stiff G, et al. Acute pancreatitis in the elderly-can we perform better? Surgeon. 2011, 9:305–308. https://doi.org/10.1016/j.surge.2010.11.001
  • 9. Rossetti B, Spizzirri A, Migliaccio C, et al. Acute pancreatitis in the elderly: Our experience. BMC Geriatrics. 2009, 9(47). https://doi.org/10.1186/1471-2318-9-S1-A47
  • 10. Banks PA, Bollen TL, Dervenis C, et all. Classification of acute pancreatitis-2012: revision of the Atlanta classification and definitions by international consensus. Gut. 2013, 62(1):102–11. http://doi.org/10.1136/ gutjnl-2012-302779.
  • 11. Chen L, Lu G, Zhou Q, et al. Evaluation of the BISAP score in predicting severity and prognosis of acute pancreatitis in Chineese patients. Int Surg. 2013, 98;6-12. http://doi.org/10.9738/0020- 8868-98.1.6.
  • 12. Głuszek S, Kozieł D. Prevalence and progression of acute pancreatitis in the Świętokrzyskie Voivodeship population. Pol Przegl Chir. 2012, 84(12):618–625.
  • 13. Roberts SE, Morrison-Rees S, John A, et al. The incidence and aetiology of acute pancreatitis across Europe. Pancreatology. 2017, 17(2):155–165.
  • 14. Carvalho JR, Fernandes SR, Santos P, et al. Acute pancreatitis in the elderly: a cause for increased concern? Eur J Gastroenterol Hepatol. 2018, 30:337–341. https://doi.org/10.1097/MEG.0000000000001028
  • 15. García-Alonso FJ, de Lucas Gallego M, Bonillo Cambrodón D, et al. Gallstone-Related Disease in the Elderly: Is There Room for Improvement? Dig Dis Sci. 2015, 60, 1770–1777. https://doi.org/10.1007/s10620-014-3497-4
  • 16. Gardner TB, Vege SS, Chari ST, et al. The effect of age on hospital outcomes in severe acute pancreatitis. Pancreatology. 2008, 8:265–270. https://doi.org/10.1159/000134274
  • 17. Papachristou GI, Whitcomb DC. Predictors of severity and necrosis in acute pancreatitis. Gastroenterol Clin North Am. 2004, 33:871–890.
  • 18. Marshall JC, Cook DJ, Christou NV, et al. Multiple organ dysfunction score: a reliable descriptor of a complex clinical outcome. Crit Care Med. 1995, 23(10):1638–52.
  • 19. Wu BU, Johannes RS, Sun X, et al. The early prediction of mortality in acute pancreatitis: a large population-based study. Gut. 2008, 57(12):1645-46. https://doi.org/10.1136/gut.2008.158170
  • 20. Ranson JH, Rifkind KM, Roses DF, et al. Prognostic signs and the role of operative management in acute pancreatitis. Surg Gynecol Obstet. 1974, 139:69–81.
  • 21. Balthazar EJ (2002). Acute pancreatitis: assessment of severity with clinical and CT evaluation. Radiology. 2002, 223 (3): 603-13. https://doi.org/10.1148/radiol.2233010680
  • 22. https://www.un.org/development/desa/pdf/.
  • 23. https://www.who.int/news-room/fact-sheets/detail/ageing-and-health.
  • 24. Márta K, Lazarescu AM, Farkas N, et al. Aging and Comorbidities in Acute Pancreatitis I: A Meta-Analysis and Systematic Review Based on 194,702 Patients. Front. Physiol. 2019, 10:328. https://doi.org/10.3389/fphys.2019.00328
  • 25. Machado MCC, da Silva FP, Coelho AMM. Do Elderly Patients with Acute Pancreatitis Need a Special Treatment Strategy? In: Rodrigo L, editor. Acute and Chronic Pancreatitis [Internet]. London: IntechOpen; 2015, [cited 2022 Apr 11]. Available from: https://www.intechopen.com/chapters/47337. https://doi.org/10.5772/58916.
  • 26. Okamura D, Starr ME, Lee EY, et al. Age-dependent vulnerability to experimental acute pancreatitis is associated with increased systemic inflammation and thrombosis. Aging Cell. 2012, 11(5):760-9. https://doi.org/10.1111/j.1474-9726.2012.00841.x.
  • 27. McKay CJ, Evans S, Sinclair M, et al. High early mortality rate from acute pancreatitis in Scotland, 1984–1995. Br J Surg. 1999, 86:1302–1305.
  • 28. Kozıel D, Ga-Osuch M, Sulıga E, et al. Elderly persons with acute pancreatitis- specifics of the clinical course of the disease. Clin Interv Aging. 2019, 14:33-41.
  • 29. Chalfin DB, Trzeciak S, Likourezos A, et al. Impact of delayed transfer of critically ill patients from the emergency department to the intensive care unit. Critical Care Medicine. 2007, 35(6);1477-83. https://doi.org/10.1097/01.CCM.0000266585.74905.5A
  • 30. Pereverzeva L, Uhel F, Peters Sengers, et al. Association between delay in intensive care unit admission and the host response in patients with community-acquired pneumonia. Ann Intensive Care. 2021, 11;142. https://doi.org/10.1186/s13613-021-00930-5.
  • 31. Larvin M, McMahon MJ. APACHE-II score for assessment and monitoring of acute pancreatitis. Lancet. 1989, 2: 201–5.
  • 32. Blamey S, Imrie C, O’neill J, et al. Prognostic factors in acute pancreatitis. Gut. 1984, 25: 1340-1346.
  • 33. Lankisch PG, Weber–Dany B, Hebel K, et al. The harmless acute pancreatitis score: a clinical algorithm for rapid initial stratification of nonsevere disease. Clinical Gastroenterology and Hepatology. 2009, 7: 702-705.
  • 34. Balthazar EJ, Freeny PC, van Sonnenberg E. İmaging and intervention in acute pancreatitis. Radiology. 1994, 193(2),297–306.
  • 35. Williford ME, Foster Jr WL, Halvorsen RA, et al. Pancreatic pseudocyst: comparative evaluation by sonography and computed tomography. American Journal of Roentgenology. 1983, 140(1):53-57.
  • 36. Khanna AK, Meher S, Prakash S, et al. Comparison of Ranson, Glasgow, MOSS, SIRS, BISAP, APACHE-II, CTSI scores, IL-6, CRP, and procalcitonin in predicting severity, organ failure, pancreatic necrosis, and mortality in acute pancreatitis. 2013, HPB Surg Article ID 367581. http://dx.doi.org/10.1155/2013/367581
  • 37. Venkatesh N, Vijayakumar C, Balasubramaniyan G, et al. Comparison of different scoring Systems in Predicting the severity of acute Pancreatitis: A Prospective Observational Study. Cureus. 2020, 10;12(2): e6943. http://dx.doi.org/10.7759/cureus.6943.
  • 38. Ryu JK. Evaluation of severity in acute pancreatitis. Korean J. Gastroenterol. 2009, 54, 205–211. http://dx.doi.org/10.4166/kjg.2009.54.4.205
  • 39. Working Group IAP/APA Acute Pancreatitis Guidelines. IAP/APA evidence-based guidelines for the management of acute pancreatitis. Pancreatology. 2013, 13; e1–15. https://doi.org/10.1016/j.pan.2013.07.063
  • 40. Hritz I, Czako L, Dubravcsik Z, et al. Acute pancreatitis. Evidence-based practice guidelines, prepared by the Hungarian Pancreatic Study Group. Orv. Hetil. 2015, 156, 244–261. https://doi.org/10.1556/OH.2015.30059
  • 41. Ong Y, Shelat VG. Ranson score to stratify severity in Acute Pancreatitis remains valid – Old is gold. Expert Review of Gastroenterology & Hepatology. 2021, 15(8), 865–877. http://dx.doi.org/10.1080/17474124.2021.1924058
  • 42. Di MY, Liu H, Yang ZY, et al. Prediction Models of Mortality in Acute Pancreatitis in Adults. Annals of Internal Medicine. 2016, 165(7);482. http://dx.doi.org/10.7326/m16-0650
  • 43. Chandra S, Muralı A, Bansal R, et al. The Bedside Index for Severity in Acute Pancreatitis: a systematic review of prospective studies to determine predictive performance. J Community Hosp Intern Med Perspect. 2017, 7: 208-213
  • 44. Arvanıtakıs M, Dumonceau JM, Albert J, et al. Endoscopic management of acute necrotizing pancreatitis: European Society of Gastrointestinal Endoscopy (ESGE) evidence-based multidisciplinary guidelines. Endoscopy. 2018, 50: 524-546.

Evaluation of scoring systems in terms of early prediction of severe acute pancreatitis and mortality in patients over 65 years of age.

Yıl 2022, Cilt: 47 Sayı: 3, 1327 - 1338, 30.09.2022
https://doi.org/10.17826/cumj.1121730

Öz

Purpose: The aim of this study is to investigate the power of disease severity scores to predict the development of Severe Acute Pancreatitis (SAP) and mortality in the early period over 65 years old diagnosed with acute pancreatitis in the emergency department.
Materials and Methods: We calculated RANSON (on admission) and Computed Tomography Severity Index (CTSI) in addition to Bedside Index for Severity in Acute Pancreatitis (BISAP) score on admission to the emergency department.
Results: One hundred and sixty patients (46.9% over 80 years of age) were included in the study. We observed statistically higher length of hospitalization, longer duration of stay in the intensive care unit, SAP and higher mortality in patients over 80 years of age. When we examined the ROC curve, we determined that the AUC values of the BISAP score were highest in both SAP and mortality estimation (AUC: 0.911, 95% CI 0.861-0.962; AUC: 0.918, 95% CI 0.864-0.9722, respectively). Binary logistic analysis indicated a 4.7-fold increased risk for SAP and a 12.3-fold increased mortality for each unit increase in BISAP score value.
Conclusion: BISAP may be a good predictor for SAP and mortality estimation on admission to the emergency department in patients over 65 years of age with acute pancreatitis.

Kaynakça

  • References 1. Quero G, Covino M, Ojetti V, et al. Acute pancreatitis in oldest old: a 10-year retrospective analysis of patients referred to the emergency department of a large tertiary hospital. Eur J Gastroenterol Hepatol. 2020, 32(2):159-165 https://doi.org/10.1097/MEG.0000000000001570.
  • 2. Henden Çam P, Baydin A, Yürüker S, et al. Investigation of Geriatric Patients with Abdominal Pain Admitted to Emergency Department. Curr Gerontol Geriatr Res. 2018, 30; 2018:9109326. https://doi.org/10.1155/2018/9109326.
  • 3. Roberts-Thomson, I.C. The Non-surgical Acute Abdomen. In: Wichmann, M., McCullough, T., Roberts-Thomson, I., Maddern, G. (eds) Gastroenterology For General Surgeons. Springer, Cham. 2019. https://doi.org/10.1007/978-3-319-92768-8_17
  • 4. De Dombal FT. Acute abdominal pain in the elderly. J ClinGastroenterol. 1994, 19(4):331-5. https://doi.org/10.1097/00004836-199412000-00016 5. Laurell H, Hansson LE, Gunnarsson U. Acute Abdominal Pain among Elderly Patients. Gerontology. 2006, 52(6), 339–344. https://doi.org/doi:10.1159/000094982
  • 6. Osterwalder I, Özkan M, Malinovska A, et al. Acute Abdominal Pain: Missed Diagnoses, Extra-Abdominal Conditions, and Outcomes. J Clin Med. 2020, 9(4):899. https://doi.org/10.3390/jcm9040899
  • 7. Quero G, Covino M, Fiorillo C, et al. Acute pancreatitis in elderly patients: a single-center retrospective evaluation of clinical outcomes. Scandinavian Journal of Gastroenterology. 2019, 54:4,492-498. https://doi.org/10.1080/00365521.2019.1588369
  • 8. Somasekar K, Foulkes R, Morris-Stiff G, et al. Acute pancreatitis in the elderly-can we perform better? Surgeon. 2011, 9:305–308. https://doi.org/10.1016/j.surge.2010.11.001
  • 9. Rossetti B, Spizzirri A, Migliaccio C, et al. Acute pancreatitis in the elderly: Our experience. BMC Geriatrics. 2009, 9(47). https://doi.org/10.1186/1471-2318-9-S1-A47
  • 10. Banks PA, Bollen TL, Dervenis C, et all. Classification of acute pancreatitis-2012: revision of the Atlanta classification and definitions by international consensus. Gut. 2013, 62(1):102–11. http://doi.org/10.1136/ gutjnl-2012-302779.
  • 11. Chen L, Lu G, Zhou Q, et al. Evaluation of the BISAP score in predicting severity and prognosis of acute pancreatitis in Chineese patients. Int Surg. 2013, 98;6-12. http://doi.org/10.9738/0020- 8868-98.1.6.
  • 12. Głuszek S, Kozieł D. Prevalence and progression of acute pancreatitis in the Świętokrzyskie Voivodeship population. Pol Przegl Chir. 2012, 84(12):618–625.
  • 13. Roberts SE, Morrison-Rees S, John A, et al. The incidence and aetiology of acute pancreatitis across Europe. Pancreatology. 2017, 17(2):155–165.
  • 14. Carvalho JR, Fernandes SR, Santos P, et al. Acute pancreatitis in the elderly: a cause for increased concern? Eur J Gastroenterol Hepatol. 2018, 30:337–341. https://doi.org/10.1097/MEG.0000000000001028
  • 15. García-Alonso FJ, de Lucas Gallego M, Bonillo Cambrodón D, et al. Gallstone-Related Disease in the Elderly: Is There Room for Improvement? Dig Dis Sci. 2015, 60, 1770–1777. https://doi.org/10.1007/s10620-014-3497-4
  • 16. Gardner TB, Vege SS, Chari ST, et al. The effect of age on hospital outcomes in severe acute pancreatitis. Pancreatology. 2008, 8:265–270. https://doi.org/10.1159/000134274
  • 17. Papachristou GI, Whitcomb DC. Predictors of severity and necrosis in acute pancreatitis. Gastroenterol Clin North Am. 2004, 33:871–890.
  • 18. Marshall JC, Cook DJ, Christou NV, et al. Multiple organ dysfunction score: a reliable descriptor of a complex clinical outcome. Crit Care Med. 1995, 23(10):1638–52.
  • 19. Wu BU, Johannes RS, Sun X, et al. The early prediction of mortality in acute pancreatitis: a large population-based study. Gut. 2008, 57(12):1645-46. https://doi.org/10.1136/gut.2008.158170
  • 20. Ranson JH, Rifkind KM, Roses DF, et al. Prognostic signs and the role of operative management in acute pancreatitis. Surg Gynecol Obstet. 1974, 139:69–81.
  • 21. Balthazar EJ (2002). Acute pancreatitis: assessment of severity with clinical and CT evaluation. Radiology. 2002, 223 (3): 603-13. https://doi.org/10.1148/radiol.2233010680
  • 22. https://www.un.org/development/desa/pdf/.
  • 23. https://www.who.int/news-room/fact-sheets/detail/ageing-and-health.
  • 24. Márta K, Lazarescu AM, Farkas N, et al. Aging and Comorbidities in Acute Pancreatitis I: A Meta-Analysis and Systematic Review Based on 194,702 Patients. Front. Physiol. 2019, 10:328. https://doi.org/10.3389/fphys.2019.00328
  • 25. Machado MCC, da Silva FP, Coelho AMM. Do Elderly Patients with Acute Pancreatitis Need a Special Treatment Strategy? In: Rodrigo L, editor. Acute and Chronic Pancreatitis [Internet]. London: IntechOpen; 2015, [cited 2022 Apr 11]. Available from: https://www.intechopen.com/chapters/47337. https://doi.org/10.5772/58916.
  • 26. Okamura D, Starr ME, Lee EY, et al. Age-dependent vulnerability to experimental acute pancreatitis is associated with increased systemic inflammation and thrombosis. Aging Cell. 2012, 11(5):760-9. https://doi.org/10.1111/j.1474-9726.2012.00841.x.
  • 27. McKay CJ, Evans S, Sinclair M, et al. High early mortality rate from acute pancreatitis in Scotland, 1984–1995. Br J Surg. 1999, 86:1302–1305.
  • 28. Kozıel D, Ga-Osuch M, Sulıga E, et al. Elderly persons with acute pancreatitis- specifics of the clinical course of the disease. Clin Interv Aging. 2019, 14:33-41.
  • 29. Chalfin DB, Trzeciak S, Likourezos A, et al. Impact of delayed transfer of critically ill patients from the emergency department to the intensive care unit. Critical Care Medicine. 2007, 35(6);1477-83. https://doi.org/10.1097/01.CCM.0000266585.74905.5A
  • 30. Pereverzeva L, Uhel F, Peters Sengers, et al. Association between delay in intensive care unit admission and the host response in patients with community-acquired pneumonia. Ann Intensive Care. 2021, 11;142. https://doi.org/10.1186/s13613-021-00930-5.
  • 31. Larvin M, McMahon MJ. APACHE-II score for assessment and monitoring of acute pancreatitis. Lancet. 1989, 2: 201–5.
  • 32. Blamey S, Imrie C, O’neill J, et al. Prognostic factors in acute pancreatitis. Gut. 1984, 25: 1340-1346.
  • 33. Lankisch PG, Weber–Dany B, Hebel K, et al. The harmless acute pancreatitis score: a clinical algorithm for rapid initial stratification of nonsevere disease. Clinical Gastroenterology and Hepatology. 2009, 7: 702-705.
  • 34. Balthazar EJ, Freeny PC, van Sonnenberg E. İmaging and intervention in acute pancreatitis. Radiology. 1994, 193(2),297–306.
  • 35. Williford ME, Foster Jr WL, Halvorsen RA, et al. Pancreatic pseudocyst: comparative evaluation by sonography and computed tomography. American Journal of Roentgenology. 1983, 140(1):53-57.
  • 36. Khanna AK, Meher S, Prakash S, et al. Comparison of Ranson, Glasgow, MOSS, SIRS, BISAP, APACHE-II, CTSI scores, IL-6, CRP, and procalcitonin in predicting severity, organ failure, pancreatic necrosis, and mortality in acute pancreatitis. 2013, HPB Surg Article ID 367581. http://dx.doi.org/10.1155/2013/367581
  • 37. Venkatesh N, Vijayakumar C, Balasubramaniyan G, et al. Comparison of different scoring Systems in Predicting the severity of acute Pancreatitis: A Prospective Observational Study. Cureus. 2020, 10;12(2): e6943. http://dx.doi.org/10.7759/cureus.6943.
  • 38. Ryu JK. Evaluation of severity in acute pancreatitis. Korean J. Gastroenterol. 2009, 54, 205–211. http://dx.doi.org/10.4166/kjg.2009.54.4.205
  • 39. Working Group IAP/APA Acute Pancreatitis Guidelines. IAP/APA evidence-based guidelines for the management of acute pancreatitis. Pancreatology. 2013, 13; e1–15. https://doi.org/10.1016/j.pan.2013.07.063
  • 40. Hritz I, Czako L, Dubravcsik Z, et al. Acute pancreatitis. Evidence-based practice guidelines, prepared by the Hungarian Pancreatic Study Group. Orv. Hetil. 2015, 156, 244–261. https://doi.org/10.1556/OH.2015.30059
  • 41. Ong Y, Shelat VG. Ranson score to stratify severity in Acute Pancreatitis remains valid – Old is gold. Expert Review of Gastroenterology & Hepatology. 2021, 15(8), 865–877. http://dx.doi.org/10.1080/17474124.2021.1924058
  • 42. Di MY, Liu H, Yang ZY, et al. Prediction Models of Mortality in Acute Pancreatitis in Adults. Annals of Internal Medicine. 2016, 165(7);482. http://dx.doi.org/10.7326/m16-0650
  • 43. Chandra S, Muralı A, Bansal R, et al. The Bedside Index for Severity in Acute Pancreatitis: a systematic review of prospective studies to determine predictive performance. J Community Hosp Intern Med Perspect. 2017, 7: 208-213
  • 44. Arvanıtakıs M, Dumonceau JM, Albert J, et al. Endoscopic management of acute necrotizing pancreatitis: European Society of Gastrointestinal Endoscopy (ESGE) evidence-based multidisciplinary guidelines. Endoscopy. 2018, 50: 524-546.
Toplam 43 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Klinik Tıp Bilimleri
Bölüm Araştırma
Yazarlar

Selen Acehan 0000-0003-4390-6593

Salim Satar 0000-0001-6080-4287

Müge Gülen 0000-0002-5080-3501

Basak Toptas Firat 0000-0001-8327-8814

Deniz Aka Satar 0000-0002-7257-8683

Adnan Taş 0000-0002-5706-2136

Yayımlanma Tarihi 30 Eylül 2022
Kabul Tarihi 5 Eylül 2022
Yayımlandığı Sayı Yıl 2022 Cilt: 47 Sayı: 3

Kaynak Göster

MLA Acehan, Selen vd. “Evaluation of Scoring Systems in Terms of Early Prediction of Severe Acute Pancreatitis and Mortality in Patients over 65 Years of Age”. Cukurova Medical Journal, c. 47, sy. 3, 2022, ss. 1327-38, doi:10.17826/cumj.1121730.