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Published in: BMC Infectious Diseases 1/2021

Open Access 01-12-2021 | Candidiasis | Research article

A predictive nomogram for mortality of cancer patients with invasive candidiasis: a 10-year study in a cancer center of North China

Authors: Ding Li, Tianjiao Li, Changsen Bai, Qing Zhang, Zheng Li, Xichuan Li

Published in: BMC Infectious Diseases | Issue 1/2021

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Abstract

Background

Invasive candidiasis is the most common fungal disease among hospitalized patients and continues to be a major cause of mortality. Risk factors for mortality have been studied previously but rarely developed into a predictive nomogram, especially for cancer patients. We constructed a nomogram for mortality prediction based on a retrospective review of 10 years of data for cancer patients with invasive candidiasis.

Methods

Clinical data for cancer patients with invasive candidiasis during the period of 2010–2019 were studied; the cases were randomly divided into training and validation cohorts. Variables in the training cohort were subjected to a predictive nomogram based on multivariate logistic regression analysis and a stepwise algorithm. We assessed the performance of the nomogram through the area under the receiver operating characteristic (ROC) curve (AUC) and decision curve analysis (DCA) in both the training and validation cohorts.

Results

A total of 207 cases of invasive candidiasis were examined, and the crude 30-day mortality was 28.0%. Candida albicans (48.3%) was the predominant species responsible for infection, followed by the Candida glabrata complex (24.2%) and Candida tropicalis (10.1%). The training and validation cohorts contained 147 and 60 cases, respectively. The predictive nomogram consisted of bloodstream infections, intensive care unit (ICU) admitted > 3 days, no prior surgery, metastasis and no source control. The AUCs of the training and validation cohorts were 0.895 (95% confidence interval [CI], 0.846–0.945) and 0.862 (95% CI, 0.770–0.955), respectively. The net benefit of the model performed better than “treatment for all” in DCA and was also better for opting low-risk patients out of treatment than “treatment for none” in opt-out DCA.

Conclusion

Cancer patients with invasive candidiasis exhibit high crude mortality. The predictive nomogram established in this study can provide a probability of mortality for a given patient, which will be beneficial for therapeutic strategies and outcome improvement.
Literature
1.
go back to reference Bassetti M, Giacobbe DR, Vena A, Trucchi C, Ansaldi F, Antonelli M, et al. Incidence and outcome of invasive candidiasis in intensive care units (ICUs) in Europe: results of the EUCANDICU project. Crit Care. 2019;23:219.PubMedPubMedCentralCrossRef Bassetti M, Giacobbe DR, Vena A, Trucchi C, Ansaldi F, Antonelli M, et al. Incidence and outcome of invasive candidiasis in intensive care units (ICUs) in Europe: results of the EUCANDICU project. Crit Care. 2019;23:219.PubMedPubMedCentralCrossRef
2.
go back to reference Cleveland AA, Harrison LH, Farley MM, Hollick R, Stein B, Chiller TM, et al. Declining incidence of candidemia and the shifting epidemiology of Candida resistance in two US metropolitan areas, 2008-2013: results from population-based surveillance. PLoS One. 2015;10:e0120452.PubMedPubMedCentralCrossRef Cleveland AA, Harrison LH, Farley MM, Hollick R, Stein B, Chiller TM, et al. Declining incidence of candidemia and the shifting epidemiology of Candida resistance in two US metropolitan areas, 2008-2013: results from population-based surveillance. PLoS One. 2015;10:e0120452.PubMedPubMedCentralCrossRef
3.
go back to reference Magill SS, O'Leary E, Janelle SJ, Thompson DL, Dumyati G, Nadle J, et al. Changes in prevalence of health care-associated infections in U.S. hospitals. N Engl J Med. 2018;379:1732–44.PubMedCrossRefPubMedCentral Magill SS, O'Leary E, Janelle SJ, Thompson DL, Dumyati G, Nadle J, et al. Changes in prevalence of health care-associated infections in U.S. hospitals. N Engl J Med. 2018;379:1732–44.PubMedCrossRefPubMedCentral
4.
go back to reference Lortholary O, Renaudat C, Sitbon K, Madec Y, Denoeud-Ndam L, Wolff M, et al. Worrisome trends in incidence and mortality of candidemia in intensive care units (Paris area, 2002-2010). Intensive Care Med. 2014;40:1303–12.PubMedPubMedCentralCrossRef Lortholary O, Renaudat C, Sitbon K, Madec Y, Denoeud-Ndam L, Wolff M, et al. Worrisome trends in incidence and mortality of candidemia in intensive care units (Paris area, 2002-2010). Intensive Care Med. 2014;40:1303–12.PubMedPubMedCentralCrossRef
5.
go back to reference Pappas PG, Lionakis MS, Arendrup MC, Ostrosky-Zeichner L, Kullberg BJ. Invasive candidiasis. Nat Rev Dis Primers. 2018;4:18026.PubMedCrossRef Pappas PG, Lionakis MS, Arendrup MC, Ostrosky-Zeichner L, Kullberg BJ. Invasive candidiasis. Nat Rev Dis Primers. 2018;4:18026.PubMedCrossRef
6.
go back to reference Diekema DJ, Messer SA, Brueggemann AB, Coffman SL, Doern GV, Herwaldt LA, et al. Epidemiology of candidemia: 3-year results from the emerging infections and the epidemiology of Iowa organisms study. J Clin Microbiol. 2002;40:1298–302.PubMedPubMedCentralCrossRef Diekema DJ, Messer SA, Brueggemann AB, Coffman SL, Doern GV, Herwaldt LA, et al. Epidemiology of candidemia: 3-year results from the emerging infections and the epidemiology of Iowa organisms study. J Clin Microbiol. 2002;40:1298–302.PubMedPubMedCentralCrossRef
7.
go back to reference Lortholary O, Renaudat C, Sitbon K, Desnos-Ollivier M, Bretagne S, Dromer F, et al. The risk and clinical outcome of candidemia depending on underlying malignancy. Intensive Care Med. 2017;43:652–62.PubMedPubMedCentralCrossRef Lortholary O, Renaudat C, Sitbon K, Desnos-Ollivier M, Bretagne S, Dromer F, et al. The risk and clinical outcome of candidemia depending on underlying malignancy. Intensive Care Med. 2017;43:652–62.PubMedPubMedCentralCrossRef
8.
go back to reference Ortega-Loubon C, Cano-Hernández B, Poves-Alvarez R, Muñoz-Moreno MF, Román-García P, Balbás-Alvarez S, et al. The overlooked immune state in Candidemia: a risk factor for mortality. J Clin Med. 2019;8:1512.PubMedCentralCrossRef Ortega-Loubon C, Cano-Hernández B, Poves-Alvarez R, Muñoz-Moreno MF, Román-García P, Balbás-Alvarez S, et al. The overlooked immune state in Candidemia: a risk factor for mortality. J Clin Med. 2019;8:1512.PubMedCentralCrossRef
9.
go back to reference Doi AM, Pignatari AC, Edmond MB, Marra AR, Camargo LF, Siqueira RA, et al. Epidemiology and microbiologic characterization of nosocomial Candidemia from a Brazilian National Surveillance Program. PLoS One. 2016;11:e0146909.PubMedPubMedCentralCrossRef Doi AM, Pignatari AC, Edmond MB, Marra AR, Camargo LF, Siqueira RA, et al. Epidemiology and microbiologic characterization of nosocomial Candidemia from a Brazilian National Surveillance Program. PLoS One. 2016;11:e0146909.PubMedPubMedCentralCrossRef
10.
go back to reference León C, Ruiz-Santana S, Saavedra P, Galván B, Blanco A, Castro C, et al. Usefulness of the “Candida score” for discriminating between Candida colonization and invasive candidiasis in non-neutropenic critically ill patients: a prospective multicenter study. Crit Care Med. 2009;37:1624–33.PubMedCrossRef León C, Ruiz-Santana S, Saavedra P, Galván B, Blanco A, Castro C, et al. Usefulness of the “Candida score” for discriminating between Candida colonization and invasive candidiasis in non-neutropenic critically ill patients: a prospective multicenter study. Crit Care Med. 2009;37:1624–33.PubMedCrossRef
11.
go back to reference Keighley C, Chen SC, Marriott D, Pope A, Chapman B, Kennedy K, et al. Candidaemia and a risk predictive model for overall mortality: a prospective multicentre study. BMC Infect Dis. 2019;19:445.PubMedPubMedCentralCrossRef Keighley C, Chen SC, Marriott D, Pope A, Chapman B, Kennedy K, et al. Candidaemia and a risk predictive model for overall mortality: a prospective multicentre study. BMC Infect Dis. 2019;19:445.PubMedPubMedCentralCrossRef
12.
go back to reference Xia R, Wang D. Risk factors of invasive candidiasis in critical cancer patients after various gastrointestinal surgeries: a 4-year retrospective study. Medicine. 2019;98:e17704.PubMedPubMedCentralCrossRef Xia R, Wang D. Risk factors of invasive candidiasis in critical cancer patients after various gastrointestinal surgeries: a 4-year retrospective study. Medicine. 2019;98:e17704.PubMedPubMedCentralCrossRef
13.
go back to reference Wang H, Liu N, Yin M, Han H, Yue J, Zhang F, et al. The epidemiology, antifungal use and risk factors of death in elderly patients with candidemia: a multicentre retrospective study. BMC Infect Dis. 2014;14:609.PubMedPubMedCentralCrossRef Wang H, Liu N, Yin M, Han H, Yue J, Zhang F, et al. The epidemiology, antifungal use and risk factors of death in elderly patients with candidemia: a multicentre retrospective study. BMC Infect Dis. 2014;14:609.PubMedPubMedCentralCrossRef
14.
go back to reference Ma CF, Li FQ, Shi LN, Hu YA, Wang Y, Huang M, et al. Surveillance study of species distribution, antifungal susceptibility and mortality of nosocomial candidemia in a tertiary care hospital in China. BMC Infect Dis. 2013;13:337.PubMedPubMedCentralCrossRef Ma CF, Li FQ, Shi LN, Hu YA, Wang Y, Huang M, et al. Surveillance study of species distribution, antifungal susceptibility and mortality of nosocomial candidemia in a tertiary care hospital in China. BMC Infect Dis. 2013;13:337.PubMedPubMedCentralCrossRef
15.
go back to reference Barchiesi F, Orsetti E, Gesuita R, Skrami E, Manso E. Candidemia study group. Epidemiology, clinical characteristics, and outcome of candidemia in a tertiary referral center in Italy from 2010 to 2014. Infection. 2016;44:205–13.PubMedCrossRef Barchiesi F, Orsetti E, Gesuita R, Skrami E, Manso E. Candidemia study group. Epidemiology, clinical characteristics, and outcome of candidemia in a tertiary referral center in Italy from 2010 to 2014. Infection. 2016;44:205–13.PubMedCrossRef
17.
go back to reference Callegaro D, Miceli R, Mariani L, Raut CP, Gronchi A. Soft tissue sarcoma nomograms and their incorporation into practice. Cancer. 2017;123:2802–20.PubMedCrossRef Callegaro D, Miceli R, Mariani L, Raut CP, Gronchi A. Soft tissue sarcoma nomograms and their incorporation into practice. Cancer. 2017;123:2802–20.PubMedCrossRef
18.
go back to reference Iasonos A, Schrag D, Raj GV, Panageas KS. How to build and interpret a nomogram for cancer prognosis. J Clin Oncol. 2008;26:1364–70.PubMedCrossRef Iasonos A, Schrag D, Raj GV, Panageas KS. How to build and interpret a nomogram for cancer prognosis. J Clin Oncol. 2008;26:1364–70.PubMedCrossRef
19.
go back to reference Vickers AJ, Elkin EB. Decision curve analysis: a novel method for evaluating prediction models. Med Decis Mak. 2006;26:565–74.CrossRef Vickers AJ, Elkin EB. Decision curve analysis: a novel method for evaluating prediction models. Med Decis Mak. 2006;26:565–74.CrossRef
20.
21.
go back to reference Vickers AJ, Van Calster B, Steyerberg EW. Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests. BMJ. 2016;352:i6.PubMedPubMedCentralCrossRef Vickers AJ, Van Calster B, Steyerberg EW. Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests. BMJ. 2016;352:i6.PubMedPubMedCentralCrossRef
22.
go back to reference Kerr KF, Brown MD, Marsh TL, Janes H. Assessing the clinical impact of risk models for opting out of treatment. Med Decis Mak. 2019;39:86–90.CrossRef Kerr KF, Brown MD, Marsh TL, Janes H. Assessing the clinical impact of risk models for opting out of treatment. Med Decis Mak. 2019;39:86–90.CrossRef
23.
go back to reference Zeng ZR, Tian G, Ding YH, Yang K, Liu JB, Deng J. Surveillance study of the prevalence, species distribution, antifungal susceptibility, risk factors and mortality of invasive candidiasis in a tertiary teaching hospital in Southwest China. BMC Infect Dis. 2019;19:939.PubMedPubMedCentralCrossRef Zeng ZR, Tian G, Ding YH, Yang K, Liu JB, Deng J. Surveillance study of the prevalence, species distribution, antifungal susceptibility, risk factors and mortality of invasive candidiasis in a tertiary teaching hospital in Southwest China. BMC Infect Dis. 2019;19:939.PubMedPubMedCentralCrossRef
24.
go back to reference Leroy O, Bailly S, Gangneux JP, Mira JP, Devos P, Dupont H, et al. Systemic antifungal therapy for proven or suspected invasive candidiasis: the AmarCAND 2 study. Ann Intensive Care. 2016;6:2.PubMedPubMedCentralCrossRef Leroy O, Bailly S, Gangneux JP, Mira JP, Devos P, Dupont H, et al. Systemic antifungal therapy for proven or suspected invasive candidiasis: the AmarCAND 2 study. Ann Intensive Care. 2016;6:2.PubMedPubMedCentralCrossRef
25.
go back to reference Montagna MT, Caggiano G, Lovero G, De Giglio O, Coretti C, Cuna T, et al. Epidemiology of invasive fungal infections in the intensive care unit: results of a multicenter Italian survey (AURORA project). Infection. 2013;41:645–53.PubMedPubMedCentralCrossRef Montagna MT, Caggiano G, Lovero G, De Giglio O, Coretti C, Cuna T, et al. Epidemiology of invasive fungal infections in the intensive care unit: results of a multicenter Italian survey (AURORA project). Infection. 2013;41:645–53.PubMedPubMedCentralCrossRef
26.
go back to reference Lagunes L, Rey-Pérez A, Martín-Gómez MT, Vena A, de Egea V, Muñoz P, et al. Association between source control and mortality in 258 patients with intra-abdominal candidiasis: a retrospective multi-centric analysis comparing intensive care versus surgical wards in Spain. Eur J Clin Microbiol Infect Dis. 2017;36:95–104.PubMedCrossRef Lagunes L, Rey-Pérez A, Martín-Gómez MT, Vena A, de Egea V, Muñoz P, et al. Association between source control and mortality in 258 patients with intra-abdominal candidiasis: a retrospective multi-centric analysis comparing intensive care versus surgical wards in Spain. Eur J Clin Microbiol Infect Dis. 2017;36:95–104.PubMedCrossRef
27.
go back to reference Bassetti M, Righi E, Ansaldi F, Merelli M, Scarparo C, Antonelli M, et al. A multicenter multinational study of abdominal candidiasis: epidemiology, outcomes and predictors of mortality. Intensive Care Med. 2015;41:1601–10.PubMedCrossRef Bassetti M, Righi E, Ansaldi F, Merelli M, Scarparo C, Antonelli M, et al. A multicenter multinational study of abdominal candidiasis: epidemiology, outcomes and predictors of mortality. Intensive Care Med. 2015;41:1601–10.PubMedCrossRef
28.
go back to reference Kollef M, Micek S, Hampton N, Doherty JA, Kumar A. Septic shock attributed to Candida infection: importance of empiric therapy and source control. Clin Infect Dis. 2012;54:1739–46.PubMedCrossRef Kollef M, Micek S, Hampton N, Doherty JA, Kumar A. Septic shock attributed to Candida infection: importance of empiric therapy and source control. Clin Infect Dis. 2012;54:1739–46.PubMedCrossRef
29.
go back to reference Ghrenassia E, Mokart D, Mayaux J, Demoule A, Rezine I, Kerhuel L, et al. Candidemia in critically ill immunocompromised patients: report of a retrospective multicenter cohort study. Ann Intensive Care. 2019;9:62.PubMedPubMedCentralCrossRef Ghrenassia E, Mokart D, Mayaux J, Demoule A, Rezine I, Kerhuel L, et al. Candidemia in critically ill immunocompromised patients: report of a retrospective multicenter cohort study. Ann Intensive Care. 2019;9:62.PubMedPubMedCentralCrossRef
30.
go back to reference Liu Y, Cao X. Immunosuppressive cells in tumor immune escape and metastasis. J Mol Med (Berl). 2016;94:509–22.CrossRef Liu Y, Cao X. Immunosuppressive cells in tumor immune escape and metastasis. J Mol Med (Berl). 2016;94:509–22.CrossRef
31.
go back to reference Ramirez-Garcia A, Rementeria A, Aguirre-Urizar JM, Moragues MD, Antoran A, Pellon A, et al. Candida albicans and cancer: can this yeast induce cancer development or progression? Crit Rev Microbiol. 2016;42:181–93.PubMed Ramirez-Garcia A, Rementeria A, Aguirre-Urizar JM, Moragues MD, Antoran A, Pellon A, et al. Candida albicans and cancer: can this yeast induce cancer development or progression? Crit Rev Microbiol. 2016;42:181–93.PubMed
32.
go back to reference Luzzati R, Merelli M, Ansaldi F, Rosin C, Azzini A, Cavinato S, et al. Nosocomial candidemia in patients admitted to medicine wards compared to other wards: a multicentre study. Infection. 2016;44:747–55.PubMedCrossRef Luzzati R, Merelli M, Ansaldi F, Rosin C, Azzini A, Cavinato S, et al. Nosocomial candidemia in patients admitted to medicine wards compared to other wards: a multicentre study. Infection. 2016;44:747–55.PubMedCrossRef
33.
go back to reference Hirano R, Sakamoto Y, Kitazawa J, Yamamoto S, Kayaba H. Epidemiology, practice patterns, and prognostic factors for candidemia; and characteristics of fourteen patients with breakthrough Candida bloodstream infections: a single tertiary hospital experience in Japan. Infect Drug Resist. 2018;11:821–33.PubMedPubMedCentralCrossRef Hirano R, Sakamoto Y, Kitazawa J, Yamamoto S, Kayaba H. Epidemiology, practice patterns, and prognostic factors for candidemia; and characteristics of fourteen patients with breakthrough Candida bloodstream infections: a single tertiary hospital experience in Japan. Infect Drug Resist. 2018;11:821–33.PubMedPubMedCentralCrossRef
34.
go back to reference Orsetti E, Brescini L, Mazzanti S, Trave F, Morroni G, Masucci A, et al. Characterisation of candidemia in patients with recent surgery: a 7-year experience. Mycoses. 2019;62:1056–63.PubMedCrossRef Orsetti E, Brescini L, Mazzanti S, Trave F, Morroni G, Masucci A, et al. Characterisation of candidemia in patients with recent surgery: a 7-year experience. Mycoses. 2019;62:1056–63.PubMedCrossRef
35.
go back to reference Swoboda SM, Merz WG, Lipsetta PA. Candidemia: the impact of antifungal prophylaxis in a surgical intensive care unit. Surg Infect. 2003;4:345–54.CrossRef Swoboda SM, Merz WG, Lipsetta PA. Candidemia: the impact of antifungal prophylaxis in a surgical intensive care unit. Surg Infect. 2003;4:345–54.CrossRef
36.
go back to reference Poves-Alvarez R, Cano-Hernández B, Muñoz-Moreno MF, Balbás-Alvarez S, Román-García P, Gómez-Sánchez E, et al. Impact of empirical treatment with antifungal agents on survival of patients with candidemia. Rev Esp Quimioter. 2019;32:6–14.PubMedPubMedCentral Poves-Alvarez R, Cano-Hernández B, Muñoz-Moreno MF, Balbás-Alvarez S, Román-García P, Gómez-Sánchez E, et al. Impact of empirical treatment with antifungal agents on survival of patients with candidemia. Rev Esp Quimioter. 2019;32:6–14.PubMedPubMedCentral
37.
go back to reference Chapman B, Slavin M, Marriott D, Halliday C, Kidd S, Arthur I, et al. Changing epidemiology of candidaemia in Australia. J Antimicrob Chemother. 2017;72:1103–8.PubMedCrossRef Chapman B, Slavin M, Marriott D, Halliday C, Kidd S, Arthur I, et al. Changing epidemiology of candidaemia in Australia. J Antimicrob Chemother. 2017;72:1103–8.PubMedCrossRef
38.
go back to reference Wu JQ, Zhu LP, Ou XT, Xu B, Hu XP, Wang X, et al. Epidemiology and risk factors for non-Candida albicans candidemia in non-neutropenic patients at a Chinese teaching hospital. Med Mycol. 2011;49:552–5.PubMed Wu JQ, Zhu LP, Ou XT, Xu B, Hu XP, Wang X, et al. Epidemiology and risk factors for non-Candida albicans candidemia in non-neutropenic patients at a Chinese teaching hospital. Med Mycol. 2011;49:552–5.PubMed
39.
go back to reference Viscoli C, Girmenia C, Marinus A, Collette L, Martino P, Vandercam B, et al. Candidemia in cancer patients: a prospective, multicenter surveillance study by the invasive fungal infection group (IFIG) of the European Organization for Research and Treatment of Cancer (EORTC). Clin Infect Dis. 1999;28:1071–9.PubMedCrossRef Viscoli C, Girmenia C, Marinus A, Collette L, Martino P, Vandercam B, et al. Candidemia in cancer patients: a prospective, multicenter surveillance study by the invasive fungal infection group (IFIG) of the European Organization for Research and Treatment of Cancer (EORTC). Clin Infect Dis. 1999;28:1071–9.PubMedCrossRef
40.
go back to reference Tedeschi S, Tumietto F, Giannella M, Bartoletti M, Cristini F, Cioni G, et al. Epidemiology and outcome of candidemia in internal medicine wards: a regional study in Italy. Eur J Intern Med. 2016;34:39–44.PubMedCrossRef Tedeschi S, Tumietto F, Giannella M, Bartoletti M, Cristini F, Cioni G, et al. Epidemiology and outcome of candidemia in internal medicine wards: a regional study in Italy. Eur J Intern Med. 2016;34:39–44.PubMedCrossRef
41.
go back to reference Khatib R, Johnson LB, Fakih MG, Riederer K, Briski L. Current trends in candidemia and species distribution among adults: Candida glabrata surpasses C. albicans in diabetic patients and abdominal sources. Mycoses. 2016;59:781–6.PubMedCrossRef Khatib R, Johnson LB, Fakih MG, Riederer K, Briski L. Current trends in candidemia and species distribution among adults: Candida glabrata surpasses C. albicans in diabetic patients and abdominal sources. Mycoses. 2016;59:781–6.PubMedCrossRef
42.
go back to reference Le A, Farmakiotis D, Tarrand JJ, Kontoyiannis DP. Initial treatment of Cancer patients with fluconazole-susceptible dose-dependent Candida glabrata Fungemia: better outcome with an Echinocandin or Polyene compared to an azole? Antimicrob Agents Chemother. 2017;61:e00631–17.PubMedPubMedCentral Le A, Farmakiotis D, Tarrand JJ, Kontoyiannis DP. Initial treatment of Cancer patients with fluconazole-susceptible dose-dependent Candida glabrata Fungemia: better outcome with an Echinocandin or Polyene compared to an azole? Antimicrob Agents Chemother. 2017;61:e00631–17.PubMedPubMedCentral
Metadata
Title
A predictive nomogram for mortality of cancer patients with invasive candidiasis: a 10-year study in a cancer center of North China
Authors
Ding Li
Tianjiao Li
Changsen Bai
Qing Zhang
Zheng Li
Xichuan Li
Publication date
01-12-2021
Publisher
BioMed Central
Published in
BMC Infectious Diseases / Issue 1/2021
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/s12879-021-05780-x

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