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Published in: Neurocritical Care 2/2015

01-10-2015 | Original Article

Blood Metabolomic Predictors of 1-Year Outcome in Subarachnoid Hemorrhage

Authors: Rickard L. Sjöberg, Tommy Bergenheim, Lina Mörén, Henrik Antti, Cecilia Lindgren, Silvana Naredi, Peter Lindvall

Published in: Neurocritical Care | Issue 2/2015

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Abstract

Background

Delayed neurological deficit (DND) is the most important cause of morbidity and mortality in patients with subarachnoid hemorrhage (SAH) whose aneurysms have been secured. However, the methods currently used to predict the development of DND, such as trans-cranial Doppler or levels biochemical markers in blood and cerebrospinal fluid are not very accurate.

Method

Venous blood was drawn from 50 patients with SAH, admitted to the neurosurgical department Umeå University Hospital, at day 1–3 and day 7 after the bleed. The clinical status of the patients was followed up approximately 1 year after this episode and classified according to the Glasgow Outcome Score (GOS).

Results

Results showed considerable differences in blood metabolomic patterns between day 1–3 and 7 after the hemorrhage. Fifty-six out of 98 metabolites could be identified from our in-house library and 17 of these metabolites changed significantly from day 1–3 to 7 after the bleed. One of these, myo-inositol, was predictive of clinical outcome even after correction for multiple testing. An estimation of the diagnostic accuracy of high levels of this substance in predicting good outcome (GOS 4–5) yielded a sensitivity of .763 and a specificity of .5 at the optimal cut off point.

Conclusions

SAH is an event with a profound effect on blood metabolomics profiles. Myo-inositol might be an interesting compound for future study to focus on in the search for metabolic markers in venous blood of delayed neurological deterioration in SAH patients.
Literature
1.
go back to reference Bernstein LM, Ivy AC. Inositol and mannitol hexanitrates in hypertension management. Circulation. 1955;12:353–60.CrossRefPubMed Bernstein LM, Ivy AC. Inositol and mannitol hexanitrates in hypertension management. Circulation. 1955;12:353–60.CrossRefPubMed
2.
go back to reference Budohoski KP, Czosnyka M, Smielewski P, Kasprowicz M, Helmy A, Bulters D, Pickard JD, Kirkpatrick PJ. Impairment of cerebral autoregulation predicts delayed cerebral ischemia after subarachnoid hemorrhage: a prospective observational study. Stroke. 2012;43(12):3230–7.CrossRefPubMed Budohoski KP, Czosnyka M, Smielewski P, Kasprowicz M, Helmy A, Bulters D, Pickard JD, Kirkpatrick PJ. Impairment of cerebral autoregulation predicts delayed cerebral ischemia after subarachnoid hemorrhage: a prospective observational study. Stroke. 2012;43(12):3230–7.CrossRefPubMed
3.
go back to reference Burg MB. Molecular basis for osmoregulation of organic osmolytes in renal medullary cells. J Exp Zoo. 1994;268:171–5.CrossRef Burg MB. Molecular basis for osmoregulation of organic osmolytes in renal medullary cells. J Exp Zoo. 1994;268:171–5.CrossRef
4.
go back to reference Cahill WJ, Calvert JH, Zhang JH. Mechanisms of early brain injury after subarachnoid hemorrhage. J Cereb Blood Flow Metab. 2006;26:1341–55.CrossRefPubMed Cahill WJ, Calvert JH, Zhang JH. Mechanisms of early brain injury after subarachnoid hemorrhage. J Cereb Blood Flow Metab. 2006;26:1341–55.CrossRefPubMed
5.
go back to reference Carrera E, Schmidt JM, Oddo M, Fernandez L, Claassen J, Seder D, Lee K, Badjatia M, Connoly ES, Mayer S. Transcranial doppler for predicting delayed cerebral ischemia after subarachnoid hemorrhage. Neurosurgery. 2009;65:316–24.CrossRefPubMed Carrera E, Schmidt JM, Oddo M, Fernandez L, Claassen J, Seder D, Lee K, Badjatia M, Connoly ES, Mayer S. Transcranial doppler for predicting delayed cerebral ischemia after subarachnoid hemorrhage. Neurosurgery. 2009;65:316–24.CrossRefPubMed
6.
go back to reference Dreier J, Ebert N, Priller J, Megow D, Lindauer U, Klee R, Reuter U, Imai Y, Einhäupl KM, Victorov I, Dimagl U. Products of hemolysis in the subarachnoid space inducing spreading ischemia in the cortex and focal necrosis in rats: a model for delayed ischemic neurological deficits after subarachnoid hemorrhage? J Neurosurg. 2000;93:658–66.CrossRefPubMed Dreier J, Ebert N, Priller J, Megow D, Lindauer U, Klee R, Reuter U, Imai Y, Einhäupl KM, Victorov I, Dimagl U. Products of hemolysis in the subarachnoid space inducing spreading ischemia in the cortex and focal necrosis in rats: a model for delayed ischemic neurological deficits after subarachnoid hemorrhage? J Neurosurg. 2000;93:658–66.CrossRefPubMed
7.
go back to reference Ekelund A, Säveland H, Romner B, Brandt L. Is transcranial doppler sonography useful in detecting late cerebral ischaemia after aneurysmal subarachnoid hemorrhage. Br J Neurosurg. 1996;10:19–25.CrossRefPubMed Ekelund A, Säveland H, Romner B, Brandt L. Is transcranial doppler sonography useful in detecting late cerebral ischaemia after aneurysmal subarachnoid hemorrhage. Br J Neurosurg. 1996;10:19–25.CrossRefPubMed
8.
go back to reference Etminan N, Vergouwen MD, Ilodigwe D, Macdonald RL. Effect of pharmaceutical treatment on vasospasm, delayed cerebral ischemia, and clinical outcome in patients with aneurysmal subarachnoid hemorrhage: a systematic review and meta-analysis. J Cereb Blood Flow Metab. 2011;31(6):1443–51.PubMedCentralCrossRefPubMed Etminan N, Vergouwen MD, Ilodigwe D, Macdonald RL. Effect of pharmaceutical treatment on vasospasm, delayed cerebral ischemia, and clinical outcome in patients with aneurysmal subarachnoid hemorrhage: a systematic review and meta-analysis. J Cereb Blood Flow Metab. 2011;31(6):1443–51.PubMedCentralCrossRefPubMed
10.
go back to reference Fisher C, Kistler J, Davis J. Relation of cerebral vasospasm to subarachnoid hemorrhage visualized by computerized tomographic scanning. Neurosurgery. 1980;6(1):1–9.CrossRefPubMed Fisher C, Kistler J, Davis J. Relation of cerebral vasospasm to subarachnoid hemorrhage visualized by computerized tomographic scanning. Neurosurgery. 1980;6(1):1–9.CrossRefPubMed
11.
go back to reference Hou J, Zhang JH. Does prevention of vasospasm in subarachnoid hemorrhage improve clinical outcome? No. Stroke. 2013;44:S34–6.CrossRefPubMed Hou J, Zhang JH. Does prevention of vasospasm in subarachnoid hemorrhage improve clinical outcome? No. Stroke. 2013;44:S34–6.CrossRefPubMed
12.
go back to reference Hunt WE, Hess RM. Surgical risk as related to the time of intervention in the repair of intracranial aneurysms. J Neurosurg. 1968;28:14–20.CrossRefPubMed Hunt WE, Hess RM. Surgical risk as related to the time of intervention in the repair of intracranial aneurysms. J Neurosurg. 1968;28:14–20.CrossRefPubMed
13.
14.
go back to reference Jennett B, Bond M. Assessment of outcome after severe brain damage. Lancet. 1975;305:480–4.CrossRef Jennett B, Bond M. Assessment of outcome after severe brain damage. Lancet. 1975;305:480–4.CrossRef
15.
go back to reference Jung CS, Lange B, Zimmerman M, Zimmerman S. The CSF concentration of ADMA, but not of ET-1, is correlated with the occurrence and severity of cerebral vasospasm after subarachnoid hemorrhage. Neurosci Lett. 2012;22(524):20416. Jung CS, Lange B, Zimmerman M, Zimmerman S. The CSF concentration of ADMA, but not of ET-1, is correlated with the occurrence and severity of cerebral vasospasm after subarachnoid hemorrhage. Neurosci Lett. 2012;22(524):20416.
17.
go back to reference Kasseckert SA, Shahzad T, Miqdad M, Stein M, Abdallah Y, Scharbrodt W, Oertel M. The mechanisms of energy crisis in human astrocytes after subarachnoid hemorrhage. Neurosurgery. 2013;72:468–74.CrossRefPubMed Kasseckert SA, Shahzad T, Miqdad M, Stein M, Abdallah Y, Scharbrodt W, Oertel M. The mechanisms of energy crisis in human astrocytes after subarachnoid hemorrhage. Neurosurgery. 2013;72:468–74.CrossRefPubMed
18.
go back to reference Kassell N, Torner J, Haley E Jr. The international cooperative study on the timing of aneurysm surgery. Part 1: overall management results. J Neurosurg. 1990;73:18–36.CrossRefPubMed Kassell N, Torner J, Haley E Jr. The international cooperative study on the timing of aneurysm surgery. Part 1: overall management results. J Neurosurg. 1990;73:18–36.CrossRefPubMed
19.
go back to reference Laumer R, Steinmeier R, Gönner F, Vogtmann T, Priem R, Fahlbush R. Cerebral hemodynamics in subarachnoid hemorrhage evaluated by transcranial doppler sonography. Part 1: reliability of flow velocities in clinical management. Neurosurgery. 2003;33:1–9.CrossRef Laumer R, Steinmeier R, Gönner F, Vogtmann T, Priem R, Fahlbush R. Cerebral hemodynamics in subarachnoid hemorrhage evaluated by transcranial doppler sonography. Part 1: reliability of flow velocities in clinical management. Neurosurgery. 2003;33:1–9.CrossRef
20.
go back to reference Lindegaard KF, Nornes H, Bakke SJ, Sorteberg W, Nakstad P. Cerebral vasospasm diagnosis by means of angiography and blood velocity measurements. Acta Neurochir. 1989;100:12–24.CrossRefPubMed Lindegaard KF, Nornes H, Bakke SJ, Sorteberg W, Nakstad P. Cerebral vasospasm diagnosis by means of angiography and blood velocity measurements. Acta Neurochir. 1989;100:12–24.CrossRefPubMed
21.
go back to reference Lindgren C, Dahlqvist P, Lindvall P, Nilsson L, Koskinen L-O, Naredi S. Cortisol levels are influenced by sedation in the acute phase after subarachnoid haemorrhage. Acta Anaesthesiol Scand. 2013;57:452–60.CrossRefPubMed Lindgren C, Dahlqvist P, Lindvall P, Nilsson L, Koskinen L-O, Naredi S. Cortisol levels are influenced by sedation in the acute phase after subarachnoid haemorrhage. Acta Anaesthesiol Scand. 2013;57:452–60.CrossRefPubMed
22.
go back to reference Lindgren C, Hultin M, Koskinen LO, Lindvall P, Borota L, Naredi S. ADMA levels and arginine/ADMA ratios reflect severity of disease and extent of inflammation after subarachnoid hemorrhage. Neurocrit Care. 2014;21(1):91–101. doi:10.1007/s12028-013-9945-8.CrossRefPubMed Lindgren C, Hultin M, Koskinen LO, Lindvall P, Borota L, Naredi S. ADMA levels and arginine/ADMA ratios reflect severity of disease and extent of inflammation after subarachnoid hemorrhage. Neurocrit Care. 2014;21(1):91–101. doi:10.​1007/​s12028-013-9945-8.CrossRefPubMed
23.
go back to reference Liu C-L, Wang J-M, Chu C-Y, Cheng M-T, Tseng T-H. In vivo protective effect of protocatechuic acid on tert-butyl hydroperoxide-induced rat hepatotoxicity. Food Chem Toxicol. 2002;40:635–41.CrossRefPubMed Liu C-L, Wang J-M, Chu C-Y, Cheng M-T, Tseng T-H. In vivo protective effect of protocatechuic acid on tert-butyl hydroperoxide-induced rat hepatotoxicity. Food Chem Toxicol. 2002;40:635–41.CrossRefPubMed
24.
go back to reference MacDonald RL. Does prevention of vasospasm in subarachnoid hemorrhage improve clinical outcome? Yes. Stroke. 2013;44:S31–3.CrossRefPubMed MacDonald RL. Does prevention of vasospasm in subarachnoid hemorrhage improve clinical outcome? Yes. Stroke. 2013;44:S31–3.CrossRefPubMed
25.
go back to reference MacDonald RL, Pluta RM, Zhang JH. Cerebral vasospasm after subarachnoid hemorrhage: the emerging revolution. Nat Clin Pract Neurol. 2009;3(5):256–63.CrossRef MacDonald RL, Pluta RM, Zhang JH. Cerebral vasospasm after subarachnoid hemorrhage: the emerging revolution. Nat Clin Pract Neurol. 2009;3(5):256–63.CrossRef
26.
go back to reference Nicholson J, Connelly JC, Lindon JC, Holmes E. Metabonomics: a platform for studying drug and gene function. Nat Rev Drug Metab. 2002;1:153–61.CrossRef Nicholson J, Connelly JC, Lindon JC, Holmes E. Metabonomics: a platform for studying drug and gene function. Nat Rev Drug Metab. 2002;1:153–61.CrossRef
27.
go back to reference Öhman J, Servo A, Heiskanen O. Long-term effects of nimodipine on cerebral infarcts and outcome after aneurysmal subarachnoid hemorrhage and surgery. J Neurosurg. 1991;74:8–13.CrossRefPubMed Öhman J, Servo A, Heiskanen O. Long-term effects of nimodipine on cerebral infarcts and outcome after aneurysmal subarachnoid hemorrhage and surgery. J Neurosurg. 1991;74:8–13.CrossRefPubMed
28.
go back to reference Ostrowski RP, Colohan AR, Zhang JH. Molecular mechanisms of early brain injury after subarachnoid hemorrhage. Neurol Res. 2006;28(4):399–414.CrossRefPubMed Ostrowski RP, Colohan AR, Zhang JH. Molecular mechanisms of early brain injury after subarachnoid hemorrhage. Neurol Res. 2006;28(4):399–414.CrossRefPubMed
29.
go back to reference Pickard JD, Murray GD, Illingworth R, Shaw MDM, Teasdale GM, Foy PM, Humphrey PRD, Lang DA, Nelson R, Richards P, Sinar J, Bailey S, Skene A. Effect of oral nimodipine on cerebral infarction and outcome after subarachnoid haemorrhage: British aneurysm nimodipine trial. BMJ. 1989;298:636–42.PubMedCentralCrossRefPubMed Pickard JD, Murray GD, Illingworth R, Shaw MDM, Teasdale GM, Foy PM, Humphrey PRD, Lang DA, Nelson R, Richards P, Sinar J, Bailey S, Skene A. Effect of oral nimodipine on cerebral infarction and outcome after subarachnoid haemorrhage: British aneurysm nimodipine trial. BMJ. 1989;298:636–42.PubMedCentralCrossRefPubMed
30.
go back to reference Pluta R. Delayed cerebral vasospasm and nitric oxide: review, new hypothesis, and proposed treatment. Pharmacol Ther. 2005;105:23–56.CrossRefPubMed Pluta R. Delayed cerebral vasospasm and nitric oxide: review, new hypothesis, and proposed treatment. Pharmacol Ther. 2005;105:23–56.CrossRefPubMed
31.
go back to reference Pluta RM, Hansen-Schwartz J, Dreier J, Vajkoczy P, MacDonald L, Nishizawa S, Kasuva H, Wellman G, Keller E, Zauner A, Dorsch N, Clark J, Ono S, Kiris T, LeRoux P, Zhang JH. Cerebral vasospasm following subarachnoid hemorrhage: time for a new world of thought. Neurol Res. 2009;31:151–8.PubMedCentralCrossRefPubMed Pluta RM, Hansen-Schwartz J, Dreier J, Vajkoczy P, MacDonald L, Nishizawa S, Kasuva H, Wellman G, Keller E, Zauner A, Dorsch N, Clark J, Ono S, Kiris T, LeRoux P, Zhang JH. Cerebral vasospasm following subarachnoid hemorrhage: time for a new world of thought. Neurol Res. 2009;31:151–8.PubMedCentralCrossRefPubMed
32.
go back to reference Schebesch KM, Brawanski A, Bele S, Schödel P, Herbst A, Bründl E, Kagerbauer SM, Martin J, Lohmeier A, Stoerr EM, Proescholdt M. Neuropeptide Y—an early biomarker for cerebral vasospasm after aneurysmal subarachnoid hemorrhage. Neurol Res. 2013;35(10):1038–43.CrossRefPubMed Schebesch KM, Brawanski A, Bele S, Schödel P, Herbst A, Bründl E, Kagerbauer SM, Martin J, Lohmeier A, Stoerr EM, Proescholdt M. Neuropeptide Y—an early biomarker for cerebral vasospasm after aneurysmal subarachnoid hemorrhage. Neurol Res. 2013;35(10):1038–43.CrossRefPubMed
33.
go back to reference Serkova NJ, Brown MS. Quantitative analysis in magnetic resonance spectroscopy: from metabolic profiling to in vivo biomarkers. Bioanalysis. 2012;4(3):321–41.CrossRefPubMed Serkova NJ, Brown MS. Quantitative analysis in magnetic resonance spectroscopy: from metabolic profiling to in vivo biomarkers. Bioanalysis. 2012;4(3):321–41.CrossRefPubMed
34.
go back to reference Strange K, Morrison R, Heilig CW, Dipietro S, Gullans SR. Upregulation of inositol transport mediates inositol accumulation in hyperosmolar brain cells. Am J Physiol. 1991;260:C784–90.PubMed Strange K, Morrison R, Heilig CW, Dipietro S, Gullans SR. Upregulation of inositol transport mediates inositol accumulation in hyperosmolar brain cells. Am J Physiol. 1991;260:C784–90.PubMed
35.
go back to reference Weir B, Grace M, Hansen J, Rothberg C. Time course of vasospasm in man. J Neurosurg. 1978;48:173–8.CrossRefPubMed Weir B, Grace M, Hansen J, Rothberg C. Time course of vasospasm in man. J Neurosurg. 1978;48:173–8.CrossRefPubMed
36.
go back to reference Westermeier T, Pham M, Stetter C, Willner N, Solymosi L, Ernestus RI, Vince GH, Kunze E. Value of transcranial Doppler, perfusion-CT and neurological evaluation to forecast secondary ischemia after aneurysmal SAH. Neurocrit Care. 2013. doi:10.1007/s12028-013-9896-0. Westermeier T, Pham M, Stetter C, Willner N, Solymosi L, Ernestus RI, Vince GH, Kunze E. Value of transcranial Doppler, perfusion-CT and neurological evaluation to forecast secondary ischemia after aneurysmal SAH. Neurocrit Care. 2013. doi:10.​1007/​s12028-013-9896-0.
Metadata
Title
Blood Metabolomic Predictors of 1-Year Outcome in Subarachnoid Hemorrhage
Authors
Rickard L. Sjöberg
Tommy Bergenheim
Lina Mörén
Henrik Antti
Cecilia Lindgren
Silvana Naredi
Peter Lindvall
Publication date
01-10-2015
Publisher
Springer US
Published in
Neurocritical Care / Issue 2/2015
Print ISSN: 1541-6933
Electronic ISSN: 1556-0961
DOI
https://doi.org/10.1007/s12028-014-0089-2

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