Abstract
Objective
To evaluate the diagnostic performance of iron-sensitive sequences targeting the substantia nigra for distinguishing patients with Parkinson’s disease from control participants and to identify factors causing heterogeneity.
Methods
A systematic literature search in the Ovid-MEDLINE and EMBASE databases was performed for studies reporting the relevant topic before March 6, 2020. The pooled sensitivity and specificity values with their 95% confidence intervals were calculated using bivariate random-effects modeling. Subgroup and meta-regression analyses were also performed to determine factors influencing heterogeneity affecting the diagnostic performance among the clinical, MRI, and analytic characteristics.
Results
A total of 22 articles including 1126 patients with Parkinson’s disease and 933 control participants were enrolled in this systematic review and meta-analysis. Of those, 12 studies used objective analyses of quantitative susceptibility measurements, and 10 visually assessed the nigrosome-1 in subjective analyses. Iron-sensitive nigral magnetic resonance imaging showed a pooled sensitivity of 92% (95% confidence interval 88–95%) and a pooled specificity of 90% (95% confidence interval 81–95%). According to subgroup and meta-regression analyses, a longer mean disease duration in patients with Parkinson’s disease (≥ 5 years), subjective analysis, a smaller size of pixel (< 0.6 mm2), a larger flip angle (> 15°), a smaller slice thickness (≤ 1 mm), and specific targeting of the substantia nigra pars compacta improved the diagnostic performance.
Conclusion
Iron-sensitive nigral magnetic resonance imaging had a favorable diagnostic performance in discriminating patients with Parkinson’s disease from control participants. Subjective analytic methods remain superior to objective approaches. Further improvements of the spatial resolution and contrast-to-noise ratio to specifically target the nigrosome-1 with objective analytic methods will be needed.
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Availability of data and materials
Yes (published data).
Code availability
Yes (statistical software: STATA 16MP).
References
Azuma M, Hirai T, Yamada K, Yamashita S, Ando Y, Tateishi M, Iryo Y, Yoneda T, Kitajima M, Wang Y, Yamashita Y (2016) Lateral asymmetry and spatial difference of iron deposition in the substantia Nigra of patients with Parkinson disease measured with quantitative susceptibility mapping. AJNR Am J Neuroradiol 37:782–788
Bae YJ, Kim JM, Kim E, Lee KM, Kang SY, Park HS, Kim KJ, Kim YE, Oh ES, Yun JY, Kim JS, Jeong HJ, Jeon B, Kim SE (2016) Loss of nigral hyperintensity on 3 tesla MRI of Parkinsonism: comparison with (123) I-FP-CIT SPECT. Mov Disord 31:684–692
Barbosa JH, Santos AC, Tumas V, Liu M, Zheng W, Haacke EM, Salmon CE (2015) Quantifying brain iron deposition in patients with Parkinson’s disease using quantitative susceptibility mapping, R2 and R2. Magn Reson Imaging 33:559–565
Calloni SF, Conte G, Sbaraini S, Cilia R, Contarino VE, Avignone S, Sacilotto G, Pezzoli G, Triulzi FM, Scola E (2018) Multiparametric MR imaging of Parkinsonisms at 3 tesla: its role in the differentiation of idiopathic Parkinson’s disease versus atypical Parkinsonian disorders. Eur J Radiol 109:95–100
Chen XQ, Niu JP, Peng RQ, Song YH, Xu N, Zhang YW (2019) The early diagnosis of Parkinson’s disease through combined biomarkers. Acta Neurol Scand 140:268–273
Cheng Z, He N, Huang P, Li Y, Tang R, Sethi SK, Ghassaban K, Yerramsetty KK, Palutla VK, Chen S, Yan F, Haacke EM (2020) Imaging the Nigrosome 1 in the substantia nigra using susceptibility weighted imaging and quantitative susceptibility mapping: an application to Parkinson’s disease. Neuroimage Clin 25:102103
Cheng Z, Zhang J, He N, Li Y, Wen Y, Xu H, Tang R, Jin Z, Mark Haacke E, Yan F, Qian D (2019) Radiomic features of the nigrosome-1 region of the substantia nigra: using quantitative susceptibility mapping to assist the diagnosis of idiopathic Parkinson’s disease. Front Aging Neurosci. https://doi.org/10.3389/fnagi.2019.00167
Cosottini M, Frosini D, Pesaresi I, Costagli M, Biagi L, Ceravolo R, Bonuccelli U, Tosetti M (2014) MR imaging of the substantia nigra at 7 T enables diagnosis of Parkinson disease. Radiology 271:831–838
Deeks JJ, Macaskill P, Irwig L (2005) The performance of tests of publication bias and other sample size effects in systematic reviews of diagnostic test accuracy was assessed. J Clin Epidemiol 58:882–893
Deville WL, Buntinx F, Bouter LM, Montori VM, de Vet HC, van der Windt DA, Bezemer PD (2002) Conducting systematic reviews of diagnostic studies: didactic guidelines. BMC Med Res Methodol 2:9
Dimov AV, Gupta A, Kopell BH, Wang Y (2018) High-resolution QSM for functional and structural depiction of subthalamic nuclei in DBS presurgical mapping. J Neurosurg 131:360–367
Du G, Liu T, Lewis MM, Kong L, Wang Y, Connor J, Mailman RB, Huang X (2016) Quantitative susceptibility mapping of the midbrain in Parkinson’s disease. Mov Disord 31:317–324
Gao P, Zhou PY, Wang PQ, Zhang GB, Liu JZ, Xu F, Yang F, Wu XX, Li G (2016) Universality analysis of the existence of substantia nigra “swallow tail” appearance of non-Parkinson patients in 3T SWI. Eur Rev Med Pharmacol Sci 20:1307–1314
Haacke EM, Mittal S, Wu Z, Neelavalli J, Cheng YC (2009) Susceptibility-weighted imaging: technical aspects and clinical applications, part 1. AJNR Am J Neuroradiol 30:19–30
Hetherington HP, Pan JW, Twieg D, Noa PJ, Kuzniecky R, Pohost GM (1994) High-resolution MR imaging of the brain: Neuro imaging at 4.1 tesla. Medicamundi 39:38–41
Hoaglin DC (2016) Misunderstandings about Q and “Cochran’s Q test” in meta-analysis. Stat Med 35:485–495
Kim EY, Sung YH, Shin HG, Noh Y, Nam Y, Lee J (2018) Diagnosis of early-stage idiopathic Parkinson’s disease using high-resolution quantitative susceptibility mapping combined with histogram analysis in the substantia Nigra at 3 T. J Clin Neurol 14:90–97
Kim KW, Lee J, Choi SH, Huh J, Park SH (2015) Systematic review and meta-analysis of studies evaluating diagnostic test accuracy: a practical review for clinical researchers-part I. general guidance and tips. Korean J Radiol 16:1175–1187
Langley J, He N, Huddleston DE, Chen S, Yan F, Crosson B, Factor S, Hu X (2019) Reproducible detection of nigral iron deposition in 2 Parkinson’s disease cohorts. Mov Disord 34:416–419
Lee J, Kim KW, Choi SH, Huh J, Park SH (2015) Systematic review and meta-analysis of studies evaluating diagnostic test accuracy: a practical review for clinical researchers-part II. statistical methods of meta-analysis. Korean J Radiol 16:1188–1196
Lefranc M, Derrey S, Merle P, Tir M, Constans JM, Montpellier D, Macron JM, Le Gars D, Peltier J, Baledentt O, Krystkowiak P (2014) High-resolution 3-dimensional T2*-weighted angiography (HR 3-D SWAN): an optimized 3-T magnetic resonance imaging sequence for targeting the subthalamic nucleus. Neurosurgery 74:615–626 (discussion 627)
Li G, Zhai G, Zhao X, An H, Spincemaille P, Gillen KM, Ku Y, Wang Y, Huang D, Li J (2019) 3D texture analyses within the substantia nigra of Parkinson’s disease patients on quantitative susceptibility maps and R2( *) maps. Neuroimage 188:465–472
Liberati A, Altman DG, Tetzlaff J, Mulrow C, Gotzsche PC, Ioannidis JP, Clarke M, Devereaux PJ, Kleijnen J, Moher D (2009) The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. Ann Intern Med 151:W65-94
Lotfipour AK, Wharton S, Schwarz ST, Gontu V, Schafer A, Peters AM, Bowtell RW, Auer DP, Gowland PA, Bajaj NP (2012) High resolution magnetic susceptibility mapping of the substantia nigra in Parkinson’s disease. J Magn Reson Imaging 35:48–55
Mahlknecht P, Krismer F, Poewe W, Seppi K (2017) Meta-analysis of dorsolateral nigral hyperintensity on magnetic resonance imaging as a marker for Parkinson’s disease. Mov Disord 32:619–623
Noh Y, Sung YH, Lee J, Kim EY (2015) Nigrosome 1 detection at 3T MRI for the diagnosis of early-stage idiopathic Parkinson disease: assessment of diagnostic accuracy and agreement on imaging asymmetry and clinical laterality. AJNR Am J Neuroradiol 36:2010–2016
Pyatigorskaya N, Magnin B, Mongin M, Yahia-Cherif L, Valabregue R, Arnaldi D, Ewenczyk C, Poupon C, Vidailhet M, Lehericy S (2018) Comparative study of MRI biomarkers in the substantia nigra to discriminate idiopathic Parkinson disease. AJNR Am J Neuroradiol 39:1460–1467
Reiter E, Mueller C, Pinter B, Krismer F, Scherfler C, Esterhammer R, Kremser C, Schocke M, Wenning GK, Poewe W, Seppi K (2015) Dorsolateral nigral hyperintensity on 3.0T susceptibility-weighted imaging in neurodegenerative Parkinsonism. Mov Disord 30:1068–1076
Reitsma JB, Glas AS, Rutjes AW, Scholten RJ, Bossuyt PM, Zwinderman AH (2005) Bivariate analysis of sensitivity and specificity produces informative summary measures in diagnostic reviews. J Clin Epidemiol 58:982–990
Rutter CM, Gatsonis CA (2001) A hierarchical regression approach to meta-analysis of diagnostic test accuracy evaluations. Stat Med 20:2865–2884
Schwarz ST, Afzal M, Morgan PS, Bajaj N, Gowland PA, Auer DP (2014) The “swallow tail” appearance of the healthy nigrosome—a new accurate test of Parkinson’s disease: a case-control and retrospective cross-sectional MRI study at 3T. PLoS ONE 9:e93814
Schwarz ST, Mougin O, Xing Y, Blazejewska A, Bajaj N, Auer DP, Gowland P (2018) Parkinson’s disease related signal change in the nigrosomes 1–5 and the substantia nigra using T2* weighted 7T MRI. Neuroimage Clin 19:683–689
Shahmaei V, Faeghi F, Mohammdbeigi A, Hashemi H, Ashrafi F (2019) Evaluation of iron deposition in brain basal ganglia of patients with Parkinson’s disease using quantitative susceptibility mapping. Eur J Radiol Open 6:169–174
Sjostrom H, Granberg T, Westman E, Svenningsson P (2017) Quantitative susceptibility mapping differentiates between parkinsonian disorders. Parkinsonism Relat Disord 44:51–57
Standring S, Borley NR (2008) Gray’s anatomy: the anatomical basis of clinical practice. Churchill Livingstone/Elsevier, London
Stezin A, Naduthota RM, Botta R, Varadharajan S, Lenka A, Saini J, Yadav R, Pal PK (2018) Clinical utility of visualisation of nigrosome-1 in patients with Parkinson’s disease. Eur Radiol 28:718–726
Sugiyama A, Sato N, Kimura Y, Ota M, Maekawa T, Sone D, Enokizono M, Murata M, Matsuda H, Kuwabara S (2018) MR findings in the substantia nigra on phase difference enhanced imaging in neurodegenerative parkinsonism. Parkinsonism Relat Disord 48:10–16
Suh CH, Park SH (2016) Successful publication of systematic review and meta-analysis of studies evaluating diagnostic test accuracy. Korean J Radiol 17:5–6
Takahashi H, Watanabe Y, Tanaka H, Mihara M, Mochizuki H, Takahashi K, Yamamoto K, Liu T, Wang Y, Tomiyama N (2018) Comprehensive MRI quantification of the substantia nigra pars compacta in Parkinson’s disease. Eur J Radiol 109:48–56
Trujillo P, Smith AK, Summers PE, Mainardi LM, Cerutti S, Smith SA, Costa A (2015) High-resolution quantitative imaging of the substantia nigra. In: Conf proc IEEE eng med biol soc, pp 5428–5431
Van Reeth E, Tham IW, Tan CH, Poh CL (2012) Super-resolution in magnetic resonance imaging: a review. Concepts Magn Resonan Part A 40:306–325
Whiting PF, Rutjes AW, Westwood ME, Mallett S, Deeks JJ, Reitsma JB, Leeflang MM, Sterne JA, Bossuyt PM (2011) QUADAS-2: a revised tool for the quality assessment of diagnostic accuracy studies. Ann Intern Med 155:529–536
Zecca L, Casella L, Albertini A, Bellei C, Zucca FA, Engelen M, Zadlo A, Szewczyk G, Zareba M, Sarna T (2008) Neuromelanin can protect against iron-mediated oxidative damage in system modeling iron overload of brain aging and Parkinson’s disease. J Neurochem 106:1866–1875
Zhong Z, Merkitch D, Karaman MM, Zhang J, Sui Y, Goldman JG, Zhou XJ (2019) High-spatial-resolution diffusion MRI in Parkinson disease: lateral asymmetry of the substantia nigra. Radiology 291:149–157
Acknowledgements
We would like to thank Editage (www.editage.co.kr) for English language editing.
Funding
This work was supported by the National Research Foundation of Korea (NRF) Grant funded by the Korean government (MSIT; No. 2019R1F1A1063771) and by the SNUBH Research Fund (Grant No. 09-2019-003).
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SJC and YJB contributed to the conception and design of the study. SJC, YJB, and HJK contributed to the acquisition and analysis of the data. SJC, YJB, JMK, HJK, SHB, LS, BSC, CJ, and JHK drafted significant portions of the manuscript or the figures.
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Cho, S.J., Bae, Y.J., Kim, JM. et al. Iron-sensitive magnetic resonance imaging in Parkinson’s disease: a systematic review and meta-analysis. J Neurol 268, 4721–4736 (2021). https://doi.org/10.1007/s00415-021-10582-x
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DOI: https://doi.org/10.1007/s00415-021-10582-x