Skip to main content
Erschienen in: Journal of General Internal Medicine 3/2014

01.08.2014 | Original Research

Quantifying a Rare Disease in Administrative Data: The Example of Calciphylaxis

verfasst von: Sagar U. Nigwekar, M.D., M.M.Sc., Craig A. Solid, Ph. D., Elizabeth Ankers, B.A., Rajeev Malhotra, M.D., William Eggert, B.A., Alexander Turchin, M.D., M.S., Ravi I. Thadhani, M.D., M.P.H., Charles A. Herzog, M.D.

Erschienen in: Journal of General Internal Medicine | Sonderheft 3/2014

Einloggen, um Zugang zu erhalten

ABSTRACT

BACKGROUND

Calciphylaxis, a rare disease seen in chronic dialysis patients, is associated with significant morbidity and mortality. As is the case with other rare diseases, the precise epidemiology of calciphylaxis remains unknown. Absence of a unique International Classification of Diseases (ICD) code impedes its identification in large administrative databases such as the United States Renal Data System (USRDS) and hinders patient-oriented research. This study was designed to develop an algorithm to accurately identify cases of calciphylaxis and to examine its incidence and mortality.

DESIGN, PARTICIPANTS, AND MAIN MEASURES

Along with many other diagnoses, calciphylaxis is included in ICD-9 code 275.49, Other Disorders of Calcium Metabolism. Since calciphylaxis is the only disorder listed under this code that requires a skin biopsy for diagnosis, we theorized that simultaneous application of code 275.49 and skin biopsy procedure codes would accurately identify calciphylaxis cases. This novel algorithm was developed using the Partners Research Patient Data Registry (RPDR) (n = 11,451 chronic hemodialysis patients over study period January 2002 to December 2011) using natural language processing and review of medical and pathology records (the gold-standard strategy). We then applied this algorithm to the USRDS to investigate calciphylaxis incidence and mortality.

KEY RESULTS

Comparison of our novel research strategy against the gold standard yielded: sensitivity 89.2 %, specificity 99.9 %, positive likelihood ratio 3,382.3, negative likelihood ratio 0.11, and area under the curve 0.96. Application of the algorithm to the USRDS identified 649 incident calciphylaxis cases over the study period. Although calciphylaxis is rare, its incidence has been increasing, with a major inflection point during 2006–2007, which corresponded with specific addition of calciphylaxis under code 275.49 in October 2006. Calciphylaxis incidence continued to rise even after limiting the study period to 2007 onwards (from 3.7 to 5.7 per 10,000 chronic hemodialysis patients; r = 0.91, p = 0.02). Mortality rates among calciphylaxis patients were noted to be 2.5–3 times higher than average mortality rates for chronic hemodialysis patients.

CONCLUSIONS

By developing and successfully applying a novel algorithm, we observed a significant increase in calciphylaxis incidence. Because calciphylaxis is associated with extremely high mortality, our study provides valuable information for future patient-oriented calciphylaxis research, and also serves as a template for investigating other rare diseases.
Literatur
1.
Zurück zum Zitat Rogers NM, Coates PT. Calcific uraemic arteriolopathy: an update. Curr Opin Nephrol Hypertens. 2008;17(6):629–34.PubMedCrossRef Rogers NM, Coates PT. Calcific uraemic arteriolopathy: an update. Curr Opin Nephrol Hypertens. 2008;17(6):629–34.PubMedCrossRef
2.
Zurück zum Zitat Brandenburg VM, Cozzolino M, Ketteler M. Calciphylaxis: a still unmet challenge. J Nephrol. 2011;24(2):142–8.PubMedCrossRef Brandenburg VM, Cozzolino M, Ketteler M. Calciphylaxis: a still unmet challenge. J Nephrol. 2011;24(2):142–8.PubMedCrossRef
3.
Zurück zum Zitat Budisavljevic MN, Cheek D, Ploth DW. Calciphylaxis in chronic renal failure. J Am Soc Nephrol. 1996;7(7):978–82.PubMed Budisavljevic MN, Cheek D, Ploth DW. Calciphylaxis in chronic renal failure. J Am Soc Nephrol. 1996;7(7):978–82.PubMed
4.
Zurück zum Zitat Weenig RH, Sewell LD, Davis MD, McCarthy JT, Pittelkow MR. Calciphylaxis: natural history, risk factor analysis, and outcome. J Am Acad Dermatol. 2007;56(4):569–79.PubMedCrossRef Weenig RH, Sewell LD, Davis MD, McCarthy JT, Pittelkow MR. Calciphylaxis: natural history, risk factor analysis, and outcome. J Am Acad Dermatol. 2007;56(4):569–79.PubMedCrossRef
5.
Zurück zum Zitat Fine A, Zacharias J. Calciphylaxis is usually non-ulcerating: risk factors, outcome and therapy. Kidney Int. 2002;61(6):2210–7.PubMedCrossRef Fine A, Zacharias J. Calciphylaxis is usually non-ulcerating: risk factors, outcome and therapy. Kidney Int. 2002;61(6):2210–7.PubMedCrossRef
6.
Zurück zum Zitat Polizzotto MN, Bryan T, Ashby MA, Martin P. Symptomatic management of calciphylaxis: a case series and review of the literature. J Pain Symptom Manag. 2006;32(2):186–90.CrossRef Polizzotto MN, Bryan T, Ashby MA, Martin P. Symptomatic management of calciphylaxis: a case series and review of the literature. J Pain Symptom Manag. 2006;32(2):186–90.CrossRef
8.
Zurück zum Zitat Selye H, Gentile G, Prioreschi P. Cutaneous molt induced by calciphylaxis in the rat. Science. 1961;134(3493):1876–7.PubMedCrossRef Selye H, Gentile G, Prioreschi P. Cutaneous molt induced by calciphylaxis in the rat. Science. 1961;134(3493):1876–7.PubMedCrossRef
9.
Zurück zum Zitat Brandenburg VM, Kramann R, Specht P, Ketteler M. Calciphylaxis in CKD and beyond. Nephrol Dial Transplant. 2012;27(4):1314–8.PubMedCrossRef Brandenburg VM, Kramann R, Specht P, Ketteler M. Calciphylaxis in CKD and beyond. Nephrol Dial Transplant. 2012;27(4):1314–8.PubMedCrossRef
11.
Zurück zum Zitat Nalichowski R, Keogh D, Chueh HC, Murphy SN. Calculating the benefits of a Research Patient Data Repository. AMIA Annu Symp Proc. 2006: 1044. Nalichowski R, Keogh D, Chueh HC, Murphy SN. Calculating the benefits of a Research Patient Data Repository. AMIA Annu Symp Proc. 2006: 1044.
13.
Zurück zum Zitat Essary LR, Wick MR. Cutaneous calciphylaxis. An underrecognized clinicopathologic entity. Am J Clin Pathol. 2000;113(2):280–7.PubMedCrossRef Essary LR, Wick MR. Cutaneous calciphylaxis. An underrecognized clinicopathologic entity. Am J Clin Pathol. 2000;113(2):280–7.PubMedCrossRef
15.
Zurück zum Zitat Sulkowski JP, Deans KJ, Asti L, Mattei P, Minneci PC. Using the Pediatric Health Information System to study rare congenital pediatric surgical diseases: development of a cohort of esophageal atresia patients. J Pediatr Surg. 2013;48(9):1850–5.PubMedCrossRef Sulkowski JP, Deans KJ, Asti L, Mattei P, Minneci PC. Using the Pediatric Health Information System to study rare congenital pediatric surgical diseases: development of a cohort of esophageal atresia patients. J Pediatr Surg. 2013;48(9):1850–5.PubMedCrossRef
16.
18.
Zurück zum Zitat Murff HJ, FitzHenry F, Matheny ME, et al. Automated identification of postoperative complications within an electronic medical record using natural language processing. JAMA. 2011;306(8):848–55.PubMedCrossRef Murff HJ, FitzHenry F, Matheny ME, et al. Automated identification of postoperative complications within an electronic medical record using natural language processing. JAMA. 2011;306(8):848–55.PubMedCrossRef
19.
Zurück zum Zitat Beaubrun AC, Brookhart MA, Sleath B, Wang L, Kshirsagar AV. Trends and variations in intravenous vitamin D use among hemodialysis patients in the United States. Ren Fail. 2013;35(1):1–8.PubMedCrossRef Beaubrun AC, Brookhart MA, Sleath B, Wang L, Kshirsagar AV. Trends and variations in intravenous vitamin D use among hemodialysis patients in the United States. Ren Fail. 2013;35(1):1–8.PubMedCrossRef
20.
Zurück zum Zitat St Peter WL, Li Q, Liu J, et al. Cinacalcet use patterns and effect on laboratory values and other medications in a large dialysis organization, 2004 through 2006. Clin J Am Soc Nephrol. 2009;4(2):354–60.PubMedCentralPubMedCrossRef St Peter WL, Li Q, Liu J, et al. Cinacalcet use patterns and effect on laboratory values and other medications in a large dialysis organization, 2004 through 2006. Clin J Am Soc Nephrol. 2009;4(2):354–60.PubMedCentralPubMedCrossRef
21.
Zurück zum Zitat Weir MA, Jain AK, Gomes T, et al. Sevelamer prescriptions after reporting of the Dialysis Clinical Outcomes Revisited (DCOR) trial findings: An analysis of 5,495 patients receiving maintenance dialysis in Ontario, Canada. Am J Kidney Dis. 2011;57(2):357–9.PubMedCrossRef Weir MA, Jain AK, Gomes T, et al. Sevelamer prescriptions after reporting of the Dialysis Clinical Outcomes Revisited (DCOR) trial findings: An analysis of 5,495 patients receiving maintenance dialysis in Ontario, Canada. Am J Kidney Dis. 2011;57(2):357–9.PubMedCrossRef
22.
Zurück zum Zitat Shen JI, Turakhia MP, Winkelmayer WC. Anticoagulation for atrial fibrillation in patients on dialysis: are the benefits worth the risks? Curr Opin Nephrol Hypertens. 2012;21(6):600–6.PubMedCrossRef Shen JI, Turakhia MP, Winkelmayer WC. Anticoagulation for atrial fibrillation in patients on dialysis: are the benefits worth the risks? Curr Opin Nephrol Hypertens. 2012;21(6):600–6.PubMedCrossRef
23.
Zurück zum Zitat Kramer HJ, Saranathan A, Luke A, et al. Increasing body mass index and obesity in the incident ESRD population. J Am Soc Nephrol. 2006;17(5):1453–9.PubMedCrossRef Kramer HJ, Saranathan A, Luke A, et al. Increasing body mass index and obesity in the incident ESRD population. J Am Soc Nephrol. 2006;17(5):1453–9.PubMedCrossRef
24.
Zurück zum Zitat Hart RG, Eikelboom JW, Ingram AJ, Herzog CA. Anticoagulants in atrial fibrillation patients with chronic kidney disease. Nat Rev Nephrol. 2012;8(10):569–78.PubMedCrossRef Hart RG, Eikelboom JW, Ingram AJ, Herzog CA. Anticoagulants in atrial fibrillation patients with chronic kidney disease. Nat Rev Nephrol. 2012;8(10):569–78.PubMedCrossRef
25.
Zurück zum Zitat Nigwekar SU, Bhan I, Turchin A, et al. Statin use and calcific uremic arteriolopathy: a matched case–control study. Am J Nephrol. 2013;37(4):325–32.PubMedCentralPubMedCrossRef Nigwekar SU, Bhan I, Turchin A, et al. Statin use and calcific uremic arteriolopathy: a matched case–control study. Am J Nephrol. 2013;37(4):325–32.PubMedCentralPubMedCrossRef
26.
Zurück zum Zitat Hayashi M, Takamatsu I, Kanno Y, et al. A case–control study of calciphylaxis in Japanese end-stage renal disease patients. Nephrol Dial Transplant. 2012;27(4):1580–4.PubMedCrossRef Hayashi M, Takamatsu I, Kanno Y, et al. A case–control study of calciphylaxis in Japanese end-stage renal disease patients. Nephrol Dial Transplant. 2012;27(4):1580–4.PubMedCrossRef
27.
Zurück zum Zitat Moe SM, Chen NX. Mechanisms of vascular calcification in chronic kidney disease. J Am Soc Nephrol. 2008;19(2):213–6.PubMedCrossRef Moe SM, Chen NX. Mechanisms of vascular calcification in chronic kidney disease. J Am Soc Nephrol. 2008;19(2):213–6.PubMedCrossRef
28.
Zurück zum Zitat Chatrou ML, Winckers K, Hackeng TM, Reutelingsperger CP, Schurgers LJ. Vascular calcification: the price to pay for anticoagulation therapy with vitamin K-antagonists. Blood Rev. 2012;26(4):155–66.PubMedCrossRef Chatrou ML, Winckers K, Hackeng TM, Reutelingsperger CP, Schurgers LJ. Vascular calcification: the price to pay for anticoagulation therapy with vitamin K-antagonists. Blood Rev. 2012;26(4):155–66.PubMedCrossRef
29.
Zurück zum Zitat Neven E, De Schutter TM, Behets GJ, Gupta A, D’Haese PC. Iron and vascular calcification. Is there a link? Nephrol Dial Transplant. 2011;26(4):1137–45.PubMedCrossRef Neven E, De Schutter TM, Behets GJ, Gupta A, D’Haese PC. Iron and vascular calcification. Is there a link? Nephrol Dial Transplant. 2011;26(4):1137–45.PubMedCrossRef
30.
Zurück zum Zitat Chertow GM, Block GA, Correa-Rotter R, et al. Effect of cinacalcet on cardiovascular disease in patients undergoing dialysis. N Engl J Med. 2012;367(26):2482–94.PubMedCrossRef Chertow GM, Block GA, Correa-Rotter R, et al. Effect of cinacalcet on cardiovascular disease in patients undergoing dialysis. N Engl J Med. 2012;367(26):2482–94.PubMedCrossRef
31.
Zurück zum Zitat Salmhofer H, Franzen M, Hitzl W, et al. Multi-Modal Treatment Of Calciphylaxis With Sodium-Thiosulfate, Cinacalcet And Sevelamer Including Long-Term Data. Kidney Blood Press Res. 2013;37(4–5):346–59.PubMedCrossRef Salmhofer H, Franzen M, Hitzl W, et al. Multi-Modal Treatment Of Calciphylaxis With Sodium-Thiosulfate, Cinacalcet And Sevelamer Including Long-Term Data. Kidney Blood Press Res. 2013;37(4–5):346–59.PubMedCrossRef
32.
33.
34.
Zurück zum Zitat Nigwekar SU. An unusual case of nonhealing leg ulcer in a diabetic patient. South Med J. 2007;100(8):851–2.PubMedCrossRef Nigwekar SU. An unusual case of nonhealing leg ulcer in a diabetic patient. South Med J. 2007;100(8):851–2.PubMedCrossRef
35.
Zurück zum Zitat Brewster UC, Perazella MA. Calcific uremic arteriolopathy in a transplanted kidney. Am J Med Sci. 2005;329(2):102–3.PubMedCrossRef Brewster UC, Perazella MA. Calcific uremic arteriolopathy in a transplanted kidney. Am J Med Sci. 2005;329(2):102–3.PubMedCrossRef
36.
Zurück zum Zitat Strazzula L, Nigwekar SU, Steele D, et al. Intralesional sodium thiosulfate for the treatment of calciphylaxis. JAMA Dermatol. 2013;149(8):946–9.PubMedCrossRef Strazzula L, Nigwekar SU, Steele D, et al. Intralesional sodium thiosulfate for the treatment of calciphylaxis. JAMA Dermatol. 2013;149(8):946–9.PubMedCrossRef
37.
Zurück zum Zitat Nigwekar SU, Brunelli SM, Meade D, Wang W, Hymes J, Lacson E Jr. Sodium thiosulfate therapy for calcific uremic arteriolopathy. Clin J Am Soc Nephrol. 2013;8(7):1162–70.PubMedCentralPubMedCrossRef Nigwekar SU, Brunelli SM, Meade D, Wang W, Hymes J, Lacson E Jr. Sodium thiosulfate therapy for calcific uremic arteriolopathy. Clin J Am Soc Nephrol. 2013;8(7):1162–70.PubMedCentralPubMedCrossRef
Metadaten
Titel
Quantifying a Rare Disease in Administrative Data: The Example of Calciphylaxis
verfasst von
Sagar U. Nigwekar, M.D., M.M.Sc.
Craig A. Solid, Ph. D.
Elizabeth Ankers, B.A.
Rajeev Malhotra, M.D.
William Eggert, B.A.
Alexander Turchin, M.D., M.S.
Ravi I. Thadhani, M.D., M.P.H.
Charles A. Herzog, M.D.
Publikationsdatum
01.08.2014
Verlag
Springer US
Erschienen in
Journal of General Internal Medicine / Ausgabe Sonderheft 3/2014
Print ISSN: 0884-8734
Elektronische ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-014-2910-1

Weitere Artikel der Sonderheft 3/2014

Journal of General Internal Medicine 3/2014 Zur Ausgabe

Leitlinien kompakt für die Innere Medizin

Mit medbee Pocketcards sicher entscheiden.

Seit 2022 gehört die medbee GmbH zum Springer Medizin Verlag

Update Innere Medizin

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.