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Erschienen in: Neurocritical Care 2/2019

30.10.2018 | Original Article

External Validation of Hematoma Expansion Scores in Spontaneous Intracerebral Hemorrhage in an Asian Patient Cohort

verfasst von: Jia Xu Lim, Julian Xinguang Han, Angela An Qi See, Voon Hao Lew, Wan Ting Chock, Vin Fei Ban, Sohil Pothiawala, Winston Eng Hoe Lim, Louis Elliot McAdory, Michael Lucas James, Nicolas Kon Kam King

Erschienen in: Neurocritical Care | Ausgabe 2/2019

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Abstract

Background

Hematoma expansion (HE) occurs in approximately one-third of patients with intracerebral hemorrhage (ICH) and is known to be a strong predictor of neurological deterioration as well as poor functional outcome. This study aims to externally validate three risk prediction models of HE (PREDICT, 9-point, and BRAIN scores) in an Asian population.

Methods

A prospective cohort of 123 spontaneous ICH patients admitted to a tertiary hospital (certified stroke center) in Singapore was recruited. Logistic recalibrations were performed to obtain updated calibration slopes and intercepts for all models. The discrimination (c-statistic), calibration (Hosmer–Lemeshow test, le Cessie–van Houwelingen–Copas–Hosmer test, Akaike information criterion), overall performance (Brier score, R2), and clinical usefulness (decision curve analysis) of the risk prediction models were examined.

Results

Overall, the recalibrated PREDICT performed best among the three models in our study cohort based on the novel matrix comprising of Akaike information criterion and c-statistic. The PREDICT model had the highest R2 (0.26) and lowest Brier score (0.14). Decision curve analyses showed that recalibrated PREDICT was more clinically useful than 9-point and BRAIN models over the greatest range of threshold probabilities. The two scores (PREDICT and 9-point) which incorporated computed tomography (CT) angiography spot sign outperformed the one without (BRAIN).

Conclusions

To our knowledge, this is the first study to validate HE scores, namely PREDICT, 9-Point and BRAIN, in a multi-ethnic Asian ICH patient population. The PREDICT score was the best performing model in our study cohort, based on the performance metrics employed in this study. Our findings also showed support for CT angiography spot sign as a predictor of outcome after ICH. Although the models assessed are sufficient for risk stratification, the discrimination and calibration are at best moderate and could be improved.
Literatur
1.
Zurück zum Zitat Feigin VL, Krishnamurthi RV, Parmar P, Norrving B, Mensah GA, Bennett DA, GBD 2013 Writing Group, GBD 2013 Stroke Panel Experts Group. Update on the global burden of ischemic and hemorrhagic stroke in 1990–2013: the GBD 2013 study. Neuroepidemiology. 2015;2015(45):161–76.CrossRef Feigin VL, Krishnamurthi RV, Parmar P, Norrving B, Mensah GA, Bennett DA, GBD 2013 Writing Group, GBD 2013 Stroke Panel Experts Group. Update on the global burden of ischemic and hemorrhagic stroke in 1990–2013: the GBD 2013 study. Neuroepidemiology. 2015;2015(45):161–76.CrossRef
3.
Zurück zum Zitat Kannel WB, Wolf PA, Verter J, McNamara PM. Epidemiologic assessment of the role of blood pressure in stroke: the Framingham study. JAMA. 1970;214:301–10.CrossRefPubMed Kannel WB, Wolf PA, Verter J, McNamara PM. Epidemiologic assessment of the role of blood pressure in stroke: the Framingham study. JAMA. 1970;214:301–10.CrossRefPubMed
4.
Zurück zum Zitat Broderick J, Connolly S, Feldmann E, Hanley D, Kase C, Krieger D, et al. Guidelines for the management of spontaneous intracerebral hemorrhage in adults: 2007 update: a guideline from the American Heart Association/American Stroke Association Stroke Council, High Blood Pressure Research Council, and the Quality of Care and Outcomes in Research Interdisciplinary Working Group. Circulation. 2007;116:e391–413.CrossRefPubMed Broderick J, Connolly S, Feldmann E, Hanley D, Kase C, Krieger D, et al. Guidelines for the management of spontaneous intracerebral hemorrhage in adults: 2007 update: a guideline from the American Heart Association/American Stroke Association Stroke Council, High Blood Pressure Research Council, and the Quality of Care and Outcomes in Research Interdisciplinary Working Group. Circulation. 2007;116:e391–413.CrossRefPubMed
5.
Zurück zum Zitat Hong KS, Bang OY, Kang DW, Yu KH, Bae HJ, Lee JS, et al. Stroke statistics in Korea: part I. Epidemiology and risk factors: a report from the korean stroke society and clinical research center for stroke. J Stroke. 2013;15:2–20.CrossRefPubMedPubMedCentral Hong KS, Bang OY, Kang DW, Yu KH, Bae HJ, Lee JS, et al. Stroke statistics in Korea: part I. Epidemiology and risk factors: a report from the korean stroke society and clinical research center for stroke. J Stroke. 2013;15:2–20.CrossRefPubMedPubMedCentral
7.
Zurück zum Zitat Davis SM, Broderick J, Hennerici M, Brun NC, Diringer MN, Mayer SA, et al. Recombinant Activated Factor VII Intracerebral Hemorrhage Trial Investigators. Haematoma growth is a determinant of mortality and poor outcome after intracerebral hemorrhage. Neurology. 2006;66:1175–81.CrossRef Davis SM, Broderick J, Hennerici M, Brun NC, Diringer MN, Mayer SA, et al. Recombinant Activated Factor VII Intracerebral Hemorrhage Trial Investigators. Haematoma growth is a determinant of mortality and poor outcome after intracerebral hemorrhage. Neurology. 2006;66:1175–81.CrossRef
8.
Zurück zum Zitat Dowlatshahi D, Demchuk AM, Flaherty ML, Ali M, Lyden PL, Smith EE, VISTA Collaboration. Defining hematoma expansion in intracerebral hemorrhage: relationship with patient outcomes. Neurology. 2011;76:1238–44.CrossRefPubMedPubMedCentral Dowlatshahi D, Demchuk AM, Flaherty ML, Ali M, Lyden PL, Smith EE, VISTA Collaboration. Defining hematoma expansion in intracerebral hemorrhage: relationship with patient outcomes. Neurology. 2011;76:1238–44.CrossRefPubMedPubMedCentral
9.
Zurück zum Zitat Huynh TJ, Aviv RI, Dowlatshahi D, Gladstone DJ, Laupacis A, Kiss A, et al. PREDICT/Sunnybrook CTA Investigators. Validation of the 9-point and 24-point hematoma expansion prediction scores and derivation of the PREDICT A/B scores. Stroke. 2015;46:3105–10.CrossRefPubMed Huynh TJ, Aviv RI, Dowlatshahi D, Gladstone DJ, Laupacis A, Kiss A, et al. PREDICT/Sunnybrook CTA Investigators. Validation of the 9-point and 24-point hematoma expansion prediction scores and derivation of the PREDICT A/B scores. Stroke. 2015;46:3105–10.CrossRefPubMed
10.
Zurück zum Zitat Brouwers HB, Chang Y, Falcone GJ, Cai X, Ayres AM, Battey TW, et al. Predicting hematoma expansion after primary intracerebral hemorrhage. JAMA Neurol. 2014;71:158–64.CrossRefPubMedPubMedCentral Brouwers HB, Chang Y, Falcone GJ, Cai X, Ayres AM, Battey TW, et al. Predicting hematoma expansion after primary intracerebral hemorrhage. JAMA Neurol. 2014;71:158–64.CrossRefPubMedPubMedCentral
11.
Zurück zum Zitat Wang X, Arima H, Al-Shahi SR, Woodward M, Heeley E, Stapf C, et al. INTERACT Investigators. Clinical prediction algorithm (BRAIN) to determine risk of hematoma growth in acute intracerebral hemorrhage. Stroke. 2015;46:376–81.CrossRefPubMed Wang X, Arima H, Al-Shahi SR, Woodward M, Heeley E, Stapf C, et al. INTERACT Investigators. Clinical prediction algorithm (BRAIN) to determine risk of hematoma growth in acute intracerebral hemorrhage. Stroke. 2015;46:376–81.CrossRefPubMed
12.
Zurück zum Zitat Flaherty ML, Woo D, Broderick JP. Epidemiology. In Carhuapoma JR, Mayer SA, & Hanley DF. Intracerebral Hemorrhage. [Online] Cambridge: Cambridge University Press, 2009; 1–16. Flaherty ML, Woo D, Broderick JP. Epidemiology. In Carhuapoma JR, Mayer SA, & Hanley DF. Intracerebral Hemorrhage. [Online] Cambridge: Cambridge University Press, 2009; 1–16.
13.
Zurück zum Zitat Jiang B, Wang W, Chen H, Hong Z, Yang QD, Wu SP, et al. Incidence and trends of stroke and its subtypes in China: results from three large cities. Stroke. 2006;37:63–8.CrossRefPubMed Jiang B, Wang W, Chen H, Hong Z, Yang QD, Wu SP, et al. Incidence and trends of stroke and its subtypes in China: results from three large cities. Stroke. 2006;37:63–8.CrossRefPubMed
14.
Zurück zum Zitat Flaherty ML, Woo D, Haverbusch M, Sekar P, Khoury J, Sauerbeck L, et al. Racial variations in location and risk of intracerebral hemorrhage. Stroke. 2005;36:934–7.CrossRefPubMed Flaherty ML, Woo D, Haverbusch M, Sekar P, Khoury J, Sauerbeck L, et al. Racial variations in location and risk of intracerebral hemorrhage. Stroke. 2005;36:934–7.CrossRefPubMed
16.
Zurück zum Zitat Collins GS, Reitsma JB, Altman DG, Moons KG. Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD Statement. Br J Surg. 2015;102:148–58.CrossRefPubMed Collins GS, Reitsma JB, Altman DG, Moons KG. Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD Statement. Br J Surg. 2015;102:148–58.CrossRefPubMed
17.
Zurück zum Zitat Hemphill JC, Greenberg SM, Anderson CS, Becker K, Bendok BR, Cushman M, et al. American Heart Association Stroke Council; Council on Cardiovascular and Stroke Nursing; Council on Clinical Cardiology. Guidelines for the management of spontaneous intracerebral hemorrhage: a guideline for healthcare professionals from the American Heart Association/American Stroke Association. Stroke. 2015;46:2032–60.CrossRefPubMed Hemphill JC, Greenberg SM, Anderson CS, Becker K, Bendok BR, Cushman M, et al. American Heart Association Stroke Council; Council on Cardiovascular and Stroke Nursing; Council on Clinical Cardiology. Guidelines for the management of spontaneous intracerebral hemorrhage: a guideline for healthcare professionals from the American Heart Association/American Stroke Association. Stroke. 2015;46:2032–60.CrossRefPubMed
18.
Zurück zum Zitat Ciura VA, Brouwers HB, Pizzolato R, Ortiz CJ, Rosand J, Goldstein JN, et al. Spot sign on 90-second delayed computed tomography angiography improves sensitivity for haematoma expansion and mortality: a prospective study. Stroke. 2014;45:3293–7.CrossRefPubMedPubMedCentral Ciura VA, Brouwers HB, Pizzolato R, Ortiz CJ, Rosand J, Goldstein JN, et al. Spot sign on 90-second delayed computed tomography angiography improves sensitivity for haematoma expansion and mortality: a prospective study. Stroke. 2014;45:3293–7.CrossRefPubMedPubMedCentral
19.
Zurück zum Zitat Yushkevich PA, Piven J, Hazlett HC, Smith RG, Ho S, Gee JC, et al. User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability. Neuroimage. 2006;31:1116–28.CrossRef Yushkevich PA, Piven J, Hazlett HC, Smith RG, Ho S, Gee JC, et al. User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability. Neuroimage. 2006;31:1116–28.CrossRef
20.
Zurück zum Zitat Thompson AL, Kosior JC, Gladstone DJ, Hopyan JJ, Symons SP, Romero F, et al. PREDICT/Sunnybrook ICH CTA Study Group. Defining the CT angiography ‘spot sign’ in primary intracerebral hemorrhage. Can J Neurol Sci. 2009;36:456–61.CrossRefPubMed Thompson AL, Kosior JC, Gladstone DJ, Hopyan JJ, Symons SP, Romero F, et al. PREDICT/Sunnybrook ICH CTA Study Group. Defining the CT angiography ‘spot sign’ in primary intracerebral hemorrhage. Can J Neurol Sci. 2009;36:456–61.CrossRefPubMed
21.
Zurück zum Zitat Steyerberg EW. Clinical prediction models: a practical approach to development, validation, and updating. New York: Springer; 2008. Steyerberg EW. Clinical prediction models: a practical approach to development, validation, and updating. New York: Springer; 2008.
22.
Zurück zum Zitat Mushkudiani NA, Hukkelhoven CW, Hernández AV, Murray Gd, Choi SC, Maas AI, et al. A systematic review finds methodological improvements necessary for prognostic models in determining traumatic brain injury outcomes. J Clin Epidemiol. 2008;61:331–43.CrossRefPubMed Mushkudiani NA, Hukkelhoven CW, Hernández AV, Murray Gd, Choi SC, Maas AI, et al. A systematic review finds methodological improvements necessary for prognostic models in determining traumatic brain injury outcomes. J Clin Epidemiol. 2008;61:331–43.CrossRefPubMed
23.
Zurück zum Zitat Hosmer DW, Lemeshow S. Applied Logistic Regression. 2nd ed. Wiley: New York; 2000.CrossRef Hosmer DW, Lemeshow S. Applied Logistic Regression. 2nd ed. Wiley: New York; 2000.CrossRef
24.
Zurück zum Zitat Hosmer DW, Hosmer T, Le Cessie S, Lemeshow S. A comparison of goodness-of-fit tests for the logistic regression model. Stat Med. 1997;16(9):965–80.CrossRefPubMed Hosmer DW, Hosmer T, Le Cessie S, Lemeshow S. A comparison of goodness-of-fit tests for the logistic regression model. Stat Med. 1997;16(9):965–80.CrossRefPubMed
25.
Zurück zum Zitat Burnham KP, Anderson DR, Huyvaert KP. AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons. Behav Ecol Sociobiol. 2011;65:23–5.CrossRef Burnham KP, Anderson DR, Huyvaert KP. AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons. Behav Ecol Sociobiol. 2011;65:23–5.CrossRef
27.
Zurück zum Zitat Goldstein JN, Fazen LE, Snider R, Schwab K, Greenberg SM, Smith EE, et al. Contrast extravasation on CT angiography predicts hematoma expansion in intracerebral hemorrhage. Neurology. 2007;68:889–94.CrossRefPubMed Goldstein JN, Fazen LE, Snider R, Schwab K, Greenberg SM, Smith EE, et al. Contrast extravasation on CT angiography predicts hematoma expansion in intracerebral hemorrhage. Neurology. 2007;68:889–94.CrossRefPubMed
28.
Zurück zum Zitat Wada R, Aviv RI, Fox AJ, Sahlas DJ, Gladstone DJ, Tomlinson G, et al. CT angiography “spot sign” predicts hematoma expansion in acute intracerebral hemorrhage. Stroke. 2007;38:1257–62.CrossRefPubMed Wada R, Aviv RI, Fox AJ, Sahlas DJ, Gladstone DJ, Tomlinson G, et al. CT angiography “spot sign” predicts hematoma expansion in acute intracerebral hemorrhage. Stroke. 2007;38:1257–62.CrossRefPubMed
29.
Zurück zum Zitat Morotti A, Dowlatshahi D, Boulouis G, Al-Ajlan F, Demchuk AM, Aviv RI, et al. ATACH-II, NETT, and PREDICT Investigators. predicting intracerebral hemorrhage expansion with noncontrast computed tomography: the BAT score. Stroke. 2018;49:1163–9.CrossRefPubMedPubMedCentral Morotti A, Dowlatshahi D, Boulouis G, Al-Ajlan F, Demchuk AM, Aviv RI, et al. ATACH-II, NETT, and PREDICT Investigators. predicting intracerebral hemorrhage expansion with noncontrast computed tomography: the BAT score. Stroke. 2018;49:1163–9.CrossRefPubMedPubMedCentral
30.
Zurück zum Zitat Ye J, Rust G, Baltrus P, Daniels E. Cardiovascular risk factors among Asian Americans: results from a National Health Survey. Ann Epidemiol. 2009;19:718–23.CrossRefPubMed Ye J, Rust G, Baltrus P, Daniels E. Cardiovascular risk factors among Asian Americans: results from a National Health Survey. Ann Epidemiol. 2009;19:718–23.CrossRefPubMed
31.
Zurück zum Zitat Moons KG, Altman DG, Reitsma JB, Ioannidis JP, Macaskill P, Steyerberg EW, et al. Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration. Ann Intern Med. 2015;162:W1–73.CrossRefPubMed Moons KG, Altman DG, Reitsma JB, Ioannidis JP, Macaskill P, Steyerberg EW, et al. Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration. Ann Intern Med. 2015;162:W1–73.CrossRefPubMed
32.
Zurück zum Zitat Eikelboom J, Merli G. Bleeding with direct oral anticoagulants vs warfarin: clinical experience. Am J Med. 2016;129(11):S33–40.CrossRefPubMed Eikelboom J, Merli G. Bleeding with direct oral anticoagulants vs warfarin: clinical experience. Am J Med. 2016;129(11):S33–40.CrossRefPubMed
33.
Zurück zum Zitat Demchuk AM, Dowlatshahi D, Rodriguez-Luna D, Molina CA, Blas YS, Dzialowski I, et al. PREDICT/Sunnybrook ICH CTA study group. Prediction of hematoma growth and outcome in patients with intracerebral hemorrhage using the CT-angiography spot sign (PREDICT): a prospective observational study. Lancet Neurol. 2012;11:307–14.CrossRefPubMed Demchuk AM, Dowlatshahi D, Rodriguez-Luna D, Molina CA, Blas YS, Dzialowski I, et al. PREDICT/Sunnybrook ICH CTA study group. Prediction of hematoma growth and outcome in patients with intracerebral hemorrhage using the CT-angiography spot sign (PREDICT): a prospective observational study. Lancet Neurol. 2012;11:307–14.CrossRefPubMed
34.
Zurück zum Zitat Delcourt C, Huang Y, Wang J, Heeley E, Lindley R, Stapf C, et al. INTERACT2 Investigators. The second (main) phase of an open, randomised, multicentre study to investigate the effectiveness of an intensive blood pressure reduction in acute cerebral haemorrhage trial (INTERACT2). Int J Stroke. 2010;5:110–6.CrossRefPubMed Delcourt C, Huang Y, Wang J, Heeley E, Lindley R, Stapf C, et al. INTERACT2 Investigators. The second (main) phase of an open, randomised, multicentre study to investigate the effectiveness of an intensive blood pressure reduction in acute cerebral haemorrhage trial (INTERACT2). Int J Stroke. 2010;5:110–6.CrossRefPubMed
35.
Zurück zum Zitat Delcourt C, Huang Y, Arima H, Chalmers J, Davis SM, Heeley EL, et al. INTERACT 1 Investigators. Hematoma growth and outcomes in intracerebral hemorrhage: the INTERACT1 study. Neurology. 2012;79:314–9.CrossRefPubMed Delcourt C, Huang Y, Arima H, Chalmers J, Davis SM, Heeley EL, et al. INTERACT 1 Investigators. Hematoma growth and outcomes in intracerebral hemorrhage: the INTERACT1 study. Neurology. 2012;79:314–9.CrossRefPubMed
Metadaten
Titel
External Validation of Hematoma Expansion Scores in Spontaneous Intracerebral Hemorrhage in an Asian Patient Cohort
verfasst von
Jia Xu Lim
Julian Xinguang Han
Angela An Qi See
Voon Hao Lew
Wan Ting Chock
Vin Fei Ban
Sohil Pothiawala
Winston Eng Hoe Lim
Louis Elliot McAdory
Michael Lucas James
Nicolas Kon Kam King
Publikationsdatum
30.10.2018
Verlag
Springer US
Erschienen in
Neurocritical Care / Ausgabe 2/2019
Print ISSN: 1541-6933
Elektronische ISSN: 1556-0961
DOI
https://doi.org/10.1007/s12028-018-0631-8

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