Cerebrospinal Fluid Proteomic Changes after Nusinersen in Patients with Spinal Muscular Atrophy

被引:4
|
作者
Beaudin, Marie [1 ,2 ]
Kamali, Tahereh [1 ]
Tang, Whitney [1 ]
Hagerman, Katharine A. [1 ]
Dunaway Young, Sally [1 ,2 ]
Ghiglieri, Lisa [1 ]
Parker, Dana M. [1 ]
Lehallier, Benoit [1 ]
Tesi-Rocha, Carolina [1 ,2 ]
Sampson, Jacinda B. [1 ,2 ]
Duong, Tina [1 ,2 ]
Day, John W. [1 ,2 ]
机构
[1] Stanford Sch Med, Dept Neurol & Neurol Sci, Stanford, CA 94304 USA
[2] Stanford Hlth Care, Dept Neurol, Stanford, CA 94304 USA
关键词
spinal muscular atrophy; nusinersen; treatment; proteomics; biomarkers; neurofilament; 6-MINUTE WALK TEST; SHAM CONTROL; ADULTS; TYPE-2; NEUROFILAMENT; MULTICENTER; EXPRESSION; BIOMARKER; COHORT; CSF;
D O I
10.3390/jcm12206696
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Disease-modifying treatments have transformed the natural history of spinal muscular atrophy (SMA), but the cellular pathways altered by SMN restoration remain undefined and biomarkers cannot yet precisely predict treatment response. We performed an exploratory cerebrospinal fluid (CSF) proteomic study in a diverse sample of SMA patients treated with nusinersen to elucidate therapeutic pathways and identify predictors of motor improvement. Proteomic analyses were performed on CSF samples collected before treatment (T0) and at 6 months (T6) using an Olink panel to quantify 1113 peptides. A supervised machine learning approach was used to identify proteins that discriminated patients who improved functionally from those who did not after 2 years of treatment. A total of 49 SMA patients were included (10 type 1, 18 type 2, and 21 type 3), ranging in age from 3 months to 65 years. Most proteins showed a decrease in CSF concentration at T6. The machine learning algorithm identified ARSB, ENTPD2, NEFL, and IFI30 as the proteins most predictive of improvement. The machine learning model was able to predict motor improvement at 2 years with 79.6% accuracy. The results highlight the potential application of CSF biomarkers to predict motor improvement following SMA treatment. Validation in larger datasets is needed.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Cerebrospinal fluid proteomic profiling in nusinersen-treated patients with spinal muscular atrophy
    Kessler, Tobias
    Latzer, Pauline
    Schmid, Dominic
    Warnken, Uwe
    Saffari, Afshin
    Ziegler, Andreas
    Kollmer, Jennifer
    Moehlenbruch, Markus
    Ulfert, Christian
    Herweh, Christian
    Wildemann, Brigitte
    Wick, Wolfgang
    Weiler, Markus
    JOURNAL OF NEUROCHEMISTRY, 2020, 153 (05) : 650 - 661
  • [2] Cerebrospinal fluid characteristics of patients treated with intrathecal nusinersen for spinal muscular atrophy
    Orbach, Rotem
    Sagi, Liora
    Sadot, Efraim
    Latzer, Itay Tokatly
    Shtamler, Anna
    Zisberg, Tehila
    Fattal-Valevski, Aviva
    MUSCLE & NERVE, 2022, 66 (06) : 762 - 766
  • [3] Cathepsin D as biomarker in cerebrospinal fluid of nusinersen-treated patients with spinal muscular atrophy
    Schorling, David C.
    Koelbel, Heike
    Hentschel, Andreas
    Pechmann, Astrid
    Meyer, Nancy
    Wirth, Brunhilde
    Rombo, Roman
    Sickmann, Albert
    Kirschner, Janbernd
    Schara-Schmidt, Ulrike
    Lochmuller, Hanns
    Roos, Andreas
    EUROPEAN JOURNAL OF NEUROLOGY, 2022, 29 (07) : 2084 - 2096
  • [4] Changes in pNFH Levels in Cerebrospinal Fluid and Motor Evolution after the Loading Dose with Nusinersen in Different Types of Spinal Muscular Atrophy
    Badina, Mihaela
    Bejan, Gabriel Cristian
    Sporea, Corina
    Padure, Liliana
    Mirea, Andrada
    Leanca, Madalina-Cristina
    Axente, Mihaela
    Grigoras, Florin Petru
    Bejan, Mihaela
    Shelby, Elena-Silvia
    Neagu, Elena
    Ion, Daniela Adriana
    MEDICINA-LITHUANIA, 2023, 59 (07):
  • [5] Inflammatory markers in cerebrospinal fluid of paediatric spinal muscular atrophy patients receiving nusinersen treatment
    Scheijmans, F. E. V.
    Cuppen, I.
    Zwartkruis, M. M.
    Signoria, I.
    van Ekris, C.
    Asselman, F.
    Wadman, R. I.
    Knol, E. F.
    van der Pol, W. L.
    Groen, E. J. N.
    EUROPEAN JOURNAL OF PAEDIATRIC NEUROLOGY, 2023, 42 : 34 - 41
  • [6] Nusinersen for adults with spinal muscular atrophy
    Arslan, Doruk
    Inan, Berin
    Kilinc, Muhammed
    Bekircan-Kurt, Can Ebru
    Erdem-Ozdamar, Sevim
    Tan, Ersin
    NEUROLOGICAL SCIENCES, 2023, 44 (07) : 2393 - 2400
  • [7] The light at the end of the tunnel gets vivid for spinal muscular atrophy An Editorial Highlight for "Cerebrospinal fluid proteomic profiling in nusinersen-treated patients with spinal muscular atrophy" on
    Dutta, Debashis
    Chandra, Goutam
    Mohanakumar, Kochupurackal P.
    JOURNAL OF NEUROCHEMISTRY, 2020, 153 (05) : 545 - 548
  • [8] Muscle microRNAs in the cerebrospinal fluid predict clinical response to nusinersen therapy in type II and type III spinal muscular atrophy patients
    Magen, Iddo
    Aharoni, Sharon
    Yacovzada, Nancy Sarah
    Latzer, Itay Tokatly
    Alves, Christiano R. R.
    Sagi, Liora
    Fattal-Valevski, Aviva
    Swoboda, Kathryn J.
    Katz, Jacob
    Bruckheimer, Elchanan
    Nevo, Yoram
    Hornstein, Eran
    EUROPEAN JOURNAL OF NEUROLOGY, 2022, 29 (08) : 2420 - 2430
  • [9] Cerebrospinal fluid biomarkers of efficacy in patients affected by spinal muscular atrophy type 1 treated with nusinersen
    Maria Sframeli
    Francesca Polito
    Gianluca Vita
    Vincenzo Macaione
    Eloisa Gitto
    Giuseppe Vita
    M’hammed Aguennouz
    Sonia Messina
    Acta Neurologica Belgica, 2025, 125 (3) : 819 - 827
  • [10] Total tau in cerebrospinal fluid detects treatment responders among spinal muscular atrophy types 1-3 patients treated with nusinersen
    Simic, Goran
    Vukic, Vana
    Babic, Marija
    Banovic, Maria
    Berecic, Ivana
    Spanic, Ena
    Zubcic, Klara
    Golubic, Anja Tea
    Kutija, Marija Barisic
    Sorgic, Ana Merkler
    Vogrinc, Zeljka
    Lehman, Ivan
    Hof, Patrick R.
    Sertic, Jadranka
    Barisic, Nina
    CNS NEUROSCIENCE & THERAPEUTICS, 2024, 30 (03)