Development and internal validation of the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU)

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Development and internal validation of the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU). / Granholm, A.; Perner, A.; Krag, M.; Hjortrup, P. B.; Haase, N.; Holst, L. B.; Marker, S.; Collet, M. O.; Jensen, A. K.G.; Møller, M. H.

In: Acta Anaesthesiologica Scandinavica, Vol. 62, No. 3, 03.2018, p. 336-346.

Research output: Contribution to journalJournal articleResearchpeer-review

Harvard

Granholm, A, Perner, A, Krag, M, Hjortrup, PB, Haase, N, Holst, LB, Marker, S, Collet, MO, Jensen, AKG & Møller, MH 2018, 'Development and internal validation of the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU)', Acta Anaesthesiologica Scandinavica, vol. 62, no. 3, pp. 336-346. https://doi.org/10.1111/aas.13048

APA

Granholm, A., Perner, A., Krag, M., Hjortrup, P. B., Haase, N., Holst, L. B., Marker, S., Collet, M. O., Jensen, A. K. G., & Møller, M. H. (2018). Development and internal validation of the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU). Acta Anaesthesiologica Scandinavica, 62(3), 336-346. https://doi.org/10.1111/aas.13048

Vancouver

Granholm A, Perner A, Krag M, Hjortrup PB, Haase N, Holst LB et al. Development and internal validation of the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU). Acta Anaesthesiologica Scandinavica. 2018 Mar;62(3):336-346. https://doi.org/10.1111/aas.13048

Author

Granholm, A. ; Perner, A. ; Krag, M. ; Hjortrup, P. B. ; Haase, N. ; Holst, L. B. ; Marker, S. ; Collet, M. O. ; Jensen, A. K.G. ; Møller, M. H. / Development and internal validation of the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU). In: Acta Anaesthesiologica Scandinavica. 2018 ; Vol. 62, No. 3. pp. 336-346.

Bibtex

@article{60b8842dbdbe418cbd56de480d2f5d95,
title = "Development and internal validation of the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU)",
abstract = "Background: Intensive care unit (ICU) mortality prediction scores deteriorate over time, and their complexity decreases clinical applicability and commonly causes problems with missing data. We aimed to develop and internally validate a new and simple score that predicts 90-day mortality in adults upon acute admission to the ICU: the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU). Methods: We used data from an international cohort of 2139 patients acutely admitted to the ICU and 1947 ICU patients with severe sepsis/septic shock from 2009 to 2016. We performed multiple imputations for missing data and used binary logistic regression analysis with variable selection by backward elimination, followed by conversion to a simple point-based score. We assessed the apparent performance and validated the score internally using bootstrapping to present optimism-corrected performance estimates. Results: The SMS-ICU comprises seven variables available in 99.5% of the patients: two numeric variables: age and lowest systolic blood pressure, and five dichotomous variables: haematologic malignancy/metastatic cancer, acute surgical admission and use of vasopressors/inotropes, respiratory support and renal replacement therapy. Discrimination (area under the receiver operating characteristic curve) was 0.72 (95% CI: 0.71-0.74), overall performance (Nagelkerke's R2) was 0.19 and calibration (intercept and slope) was 0.00 and 0.99, respectively. Optimism-corrected performance was similar to apparent performance. Conclusions: The SMS-ICU predicted 90-day mortality with reasonable and stable performance. If performance remains adequate after external validation, the SMS-ICU could prove a valuable tool for ICU clinicians and researchers because of its simplicity and expected very low number of missing values.",
author = "A. Granholm and A. Perner and M. Krag and Hjortrup, {P. B.} and N. Haase and Holst, {L. B.} and S. Marker and Collet, {M. O.} and Jensen, {A. K.G.} and M{\o}ller, {M. H.}",
year = "2018",
month = mar,
doi = "10.1111/aas.13048",
language = "English",
volume = "62",
pages = "336--346",
journal = "Acta Anaesthesiologica Scandinavica",
issn = "0001-5172",
publisher = "Wiley-Blackwell",
number = "3",

}

RIS

TY - JOUR

T1 - Development and internal validation of the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU)

AU - Granholm, A.

AU - Perner, A.

AU - Krag, M.

AU - Hjortrup, P. B.

AU - Haase, N.

AU - Holst, L. B.

AU - Marker, S.

AU - Collet, M. O.

AU - Jensen, A. K.G.

AU - Møller, M. H.

PY - 2018/3

Y1 - 2018/3

N2 - Background: Intensive care unit (ICU) mortality prediction scores deteriorate over time, and their complexity decreases clinical applicability and commonly causes problems with missing data. We aimed to develop and internally validate a new and simple score that predicts 90-day mortality in adults upon acute admission to the ICU: the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU). Methods: We used data from an international cohort of 2139 patients acutely admitted to the ICU and 1947 ICU patients with severe sepsis/septic shock from 2009 to 2016. We performed multiple imputations for missing data and used binary logistic regression analysis with variable selection by backward elimination, followed by conversion to a simple point-based score. We assessed the apparent performance and validated the score internally using bootstrapping to present optimism-corrected performance estimates. Results: The SMS-ICU comprises seven variables available in 99.5% of the patients: two numeric variables: age and lowest systolic blood pressure, and five dichotomous variables: haematologic malignancy/metastatic cancer, acute surgical admission and use of vasopressors/inotropes, respiratory support and renal replacement therapy. Discrimination (area under the receiver operating characteristic curve) was 0.72 (95% CI: 0.71-0.74), overall performance (Nagelkerke's R2) was 0.19 and calibration (intercept and slope) was 0.00 and 0.99, respectively. Optimism-corrected performance was similar to apparent performance. Conclusions: The SMS-ICU predicted 90-day mortality with reasonable and stable performance. If performance remains adequate after external validation, the SMS-ICU could prove a valuable tool for ICU clinicians and researchers because of its simplicity and expected very low number of missing values.

AB - Background: Intensive care unit (ICU) mortality prediction scores deteriorate over time, and their complexity decreases clinical applicability and commonly causes problems with missing data. We aimed to develop and internally validate a new and simple score that predicts 90-day mortality in adults upon acute admission to the ICU: the Simplified Mortality Score for the Intensive Care Unit (SMS-ICU). Methods: We used data from an international cohort of 2139 patients acutely admitted to the ICU and 1947 ICU patients with severe sepsis/septic shock from 2009 to 2016. We performed multiple imputations for missing data and used binary logistic regression analysis with variable selection by backward elimination, followed by conversion to a simple point-based score. We assessed the apparent performance and validated the score internally using bootstrapping to present optimism-corrected performance estimates. Results: The SMS-ICU comprises seven variables available in 99.5% of the patients: two numeric variables: age and lowest systolic blood pressure, and five dichotomous variables: haematologic malignancy/metastatic cancer, acute surgical admission and use of vasopressors/inotropes, respiratory support and renal replacement therapy. Discrimination (area under the receiver operating characteristic curve) was 0.72 (95% CI: 0.71-0.74), overall performance (Nagelkerke's R2) was 0.19 and calibration (intercept and slope) was 0.00 and 0.99, respectively. Optimism-corrected performance was similar to apparent performance. Conclusions: The SMS-ICU predicted 90-day mortality with reasonable and stable performance. If performance remains adequate after external validation, the SMS-ICU could prove a valuable tool for ICU clinicians and researchers because of its simplicity and expected very low number of missing values.

UR - http://www.scopus.com/inward/record.url?scp=85038250365&partnerID=8YFLogxK

U2 - 10.1111/aas.13048

DO - 10.1111/aas.13048

M3 - Journal article

C2 - 29210058

AN - SCOPUS:85038250365

VL - 62

SP - 336

EP - 346

JO - Acta Anaesthesiologica Scandinavica

JF - Acta Anaesthesiologica Scandinavica

SN - 0001-5172

IS - 3

ER -

ID: 187314392