Literature DB >> 33564058

Machine intelligence identifies soluble TNFa as a therapeutic target for spinal cord injury.

J R Huie1, A R Ferguson2,3, N Kyritsis1, J Z Pan4, K-A Irvine5,6, J L Nielson7,8, P G Schupp9, M C Oldham9, J C Gensel10, A Lin1, M R Segal11, R R Ratan12, J C Bresnahan1, M S Beattie13.   

Abstract

Traumatic spinal cord injury (SCI) produces a complex syndrome that is expressed across multiple endpoints ranging from molecular and cellular changes to functional behavioral deficits. Effective therapeutic strategies for CNS injury are therefore likely to manifest multi-factorial effects across a broad range of biological and functional outcome measures. Thus, multivariate analytic approaches are needed to capture the linkage between biological and neurobehavioral outcomes. Injury-induced neuroinflammation (NI) presents a particularly challenging therapeutic target, since NI is involved in both degeneration and repair. Here, we used big-data integration and large-scale analytics to examine a large dataset of preclinical efficacy tests combining five different blinded, fully counter-balanced treatment trials for different acute anti-inflammatory treatments for cervical spinal cord injury in rats. Multi-dimensional discovery, using topological data analysis (TDA) and principal components analysis (PCA) revealed that only one showed consistent multidimensional syndromic benefit: intrathecal application of recombinant soluble TNFα receptor 1 (sTNFR1), which showed an inverse-U dose response efficacy. Using the optimal acute dose, we showed that clinically-relevant 90 min delayed treatment profoundly affected multiple biological indices of NI in the first 48 h after injury, including reduction in pro-inflammatory cytokines and gene expression of a coherent complex of acute inflammatory mediators and receptors. Further, a 90 min delayed bolus dose of sTNFR1 reduced the expression of NI markers in the chronic perilesional spinal cord, and consistently improved neurological function over 6 weeks post SCI. These results provide validation of a novel strategy for precision preclinical drug discovery that is likely to improve translation in the difficult landscape of CNS trauma, and confirm the importance of TNFα signaling as a therapeutic target.

Entities:  

Year:  2021        PMID: 33564058      PMCID: PMC7873211          DOI: 10.1038/s41598-021-82951-5

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  45 in total

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Authors:  W Evan Johnson; Cheng Li; Ariel Rabinovic
Journal:  Biostatistics       Date:  2006-04-21       Impact factor: 5.899

2.  Damage control in the nervous system: beware the immune system in spinal cord injury.

Authors:  Phillip Popovich; Dana McTigue
Journal:  Nat Med       Date:  2009-07       Impact factor: 53.440

3.  Lack of neuroprotective effects of simvastatin and minocycline in a model of cervical spinal cord injury.

Authors:  Jae H T Lee; Seth Tigchelaar; Jie Liu; Anthea M T Stammers; Femke Streijger; Wolfram Tetzlaff; Brian K Kwon
Journal:  Exp Neurol       Date:  2010-06-28       Impact factor: 5.330

4.  Increasing value and reducing waste: addressing inaccessible research.

Authors:  An-Wen Chan; Fujian Song; Andrew Vickers; Tom Jefferson; Kay Dickersin; Peter C Gøtzsche; Harlan M Krumholz; Davina Ghersi; H Bart van der Worp
Journal:  Lancet       Date:  2014-01-08       Impact factor: 79.321

Review 5.  Big data from small data: data-sharing in the 'long tail' of neuroscience.

Authors:  Adam R Ferguson; Jessica L Nielson; Melissa H Cragin; Anita E Bandrowski; Maryann E Martone
Journal:  Nat Neurosci       Date:  2014-11       Impact factor: 24.884

6.  A call for transparent reporting to optimize the predictive value of preclinical research.

Authors:  Story C Landis; Susan G Amara; Khusru Asadullah; Chris P Austin; Robi Blumenstein; Eileen W Bradley; Ronald G Crystal; Robert B Darnell; Robert J Ferrante; Howard Fillit; Robert Finkelstein; Marc Fisher; Howard E Gendelman; Robert M Golub; John L Goudreau; Robert A Gross; Amelie K Gubitz; Sharon E Hesterlee; David W Howells; John Huguenard; Katrina Kelner; Walter Koroshetz; Dimitri Krainc; Stanley E Lazic; Michael S Levine; Malcolm R Macleod; John M McCall; Richard T Moxley; Kalyani Narasimhan; Linda J Noble; Steve Perrin; John D Porter; Oswald Steward; Ellis Unger; Ursula Utz; Shai D Silberberg
Journal:  Nature       Date:  2012-10-11       Impact factor: 49.962

7.  Minocycline reduces cell death and improves functional recovery after traumatic spinal cord injury in the rat.

Authors:  Sang M Lee; Tae Y Yune; Sun J Kim; Do W Park; Young K Lee; Young C Kim; Young J Oh; George J Markelonis; Tae H Oh
Journal:  J Neurotrauma       Date:  2003-10       Impact factor: 5.269

8.  Variation among intact tissue samples reveals the core transcriptional features of human CNS cell classes.

Authors:  Kevin W Kelley; Hiromi Nakao-Inoue; Anna V Molofsky; Michael C Oldham
Journal:  Nat Neurosci       Date:  2018-08-28       Impact factor: 24.884

9.  Reproducible analysis of disease space via principal components using the novel R package syndRomics.

Authors:  Abel Torres-Espín; Austin Chou; J Russell Huie; Nikos Kyritsis; Pavan S Upadhyayula; Adam R Ferguson
Journal:  Elife       Date:  2021-01-14       Impact factor: 8.140

10.  Extrapyramidal plasticity predicts recovery after spinal cord injury.

Authors:  E Huber; R Patel; M Hupp; N Weiskopf; M M Chakravarty; P Freund
Journal:  Sci Rep       Date:  2020-08-24       Impact factor: 4.379

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  6 in total

Review 1.  The Role of Tumor Necrosis Factor Following Spinal Cord Injury: A Systematic Review.

Authors:  Minna Christiansen Lund; Bettina Hjelm Clausen; Roberta Brambilla; Kate Lykke Lambertsen
Journal:  Cell Mol Neurobiol       Date:  2022-05-23       Impact factor: 5.046

2.  Optimization of the Duration and Dose of Photobiomodulation Therapy (660 nm Laser) for Spinal Cord Injury in Rats.

Authors:  Ali Neshasteh-Riz; Fatemeh Ramezani; Keihan Kookli; Seyedalireza Moghaddas Fazeli; Ali Motamed; Farinaaz Nasirinezhad; Atousa Janzadeh; Michael R Hamblin; Mohammadreza Asadi
Journal:  Photobiomodul Photomed Laser Surg       Date:  2022-07

3.  The Inflammatory Response after Moderate Contusion Spinal Cord Injury: A Time Study.

Authors:  Minna Christiansen Lund; Ditte Gry Ellman; Maiken Nissen; Pernille Sveistrup Nielsen; Pernille Vinther Nielsen; Carina Jørgensen; Ditte Caroline Andersen; Han Gao; Roberta Brambilla; Matilda Degn; Bettina Hjelm Clausen; Kate Lykke Lambertsen
Journal:  Biology (Basel)       Date:  2022-06-20

4.  Related Fluoxetine and Methylprednisolone Changes of TNF-α and IL-6 Expression in The Hypothyroidism Rat Model of Spinal Cord Injury.

Authors:  Atousa Zirak; Maryam Soleimani; Seyed Behnamedin Jameie; Mohammad Amin Abdollahifar; Fatemeh Fadaei Fathabadi; Sajad Hassanzadeh; Emran Esmaeilzadeh; Mohammad Hadi Farjoo; Mohsen Norouzian
Journal:  Cell J       Date:  2021-12-29       Impact factor: 2.479

5.  Pathophysiology, Classification and Comorbidities after Traumatic Spinal Cord Injury.

Authors:  James Guest; Nilanjana Datta; George Jimsheleishvili; David R Gater
Journal:  J Pers Med       Date:  2022-07-11

6.  Spinal Cord Injury: A Review of Current Management Considerations and Emerging Treatments.

Authors:  Michelot Michel; Matthew Goldman; Rodeania Peart; Melanie Martinez; Ramya Reddy; Brandon Lucke-Wold
Journal:  J Neurol Sci Res       Date:  2021-12-10
  6 in total

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