Systematic Uncovering of Multiple Pathways Underlying the Pathology of Huntington Disease by an Acid-cleavable Isotope-coded Affinity Tag Approach
Bibliographic record
Abstract
Huntington disease (HD) is an autosomal dominant neurodegenerative disease that results from a CAG (glutamine) trinucleotide expansion in exon 1 of huntingtin (Htt). The aggregation of mutant Htt has been implicated in the progression of HD. The earliest degeneration occurs in the striatum. To identify proteins critical for the progression of HD, we applied acid-cleavable ICAT technology to quantitatively determine changes in protein expressions in the striatum of a transgenic HD mouse model (R6/2). The cysteine residues of striatal proteins from HD and wild-type mice were labeled, respectively, with the heavy and light forms of the ICAT reagents. Samples were trypsinized, uncovered by avidin affinity chromatography, and analyzed by nano-LC-MS/MS. Western blot analyses were used to confirm and to calibrate the ICAT ratios. Linear regression was used to uncover a group of proteins that exhibited consistent changes. In two independent ICAT experiments, we identified 427 cysteine-containing striatal proteins among which ∼66% (203 proteins) were detected in both ICAT experiments. Approximately two-thirds of proteins identified in each ICAT experiment were detected in both ICAT experiments. In total, 68 proteins with altered expressions in HD mice were identified. Elevated expressions of two down-regulated proteins (14-3-3ς and FKBP12) effectively reduced Htt aggregates in a striatal cell line, supporting the functional relevance of the above findings. Collectively by using a well defined protocol for data analysis, large scale comparisons of protein expressions by ICAT can be reliable and can provide valuable clues for identifying proteins critical for pathophysiological functions. Huntington disease (HD) is an autosomal dominant neurodegenerative disease that results from a CAG (glutamine) trinucleotide expansion in exon 1 of huntingtin (Htt). The aggregation of mutant Htt has been implicated in the progression of HD. The earliest degeneration occurs in the striatum. To identify proteins critical for the progression of HD, we applied acid-cleavable ICAT technology to quantitatively determine changes in protein expressions in the striatum of a transgenic HD mouse model (R6/2). The cysteine residues of striatal proteins from HD and wild-type mice were labeled, respectively, with the heavy and light forms of the ICAT reagents. Samples were trypsinized, uncovered by avidin affinity chromatography, and analyzed by nano-LC-MS/MS. Western blot analyses were used to confirm and to calibrate the ICAT ratios. Linear regression was used to uncover a group of proteins that exhibited consistent changes. In two independent ICAT experiments, we identified 427 cysteine-containing striatal proteins among which ∼66% (203 proteins) were detected in both ICAT experiments. Approximately two-thirds of proteins identified in each ICAT experiment were detected in both ICAT experiments. In total, 68 proteins with altered expressions in HD mice were identified. Elevated expressions of two down-regulated proteins (14-3-3ς and FKBP12) effectively reduced Htt aggregates in a striatal cell line, supporting the functional relevance of the above findings. Collectively by using a well defined protocol for data analysis, large scale comparisons of protein expressions by ICAT can be reliable and can provide valuable clues for identifying proteins critical for pathophysiological functions. Huntington disease (HD) 1The abbreviations used are: HD, Huntington disease; Htt, Huntingtin; PKC, protein kinase C; FKBP12, FK506-binding protein, 12 kDa; PrxV, peroxiredoxin 5; CSPG, chondroitin sulfate proteoglycan protein; CREB, cAMP-response element-binding protein; WT, wild-type; RSD, relative standard deviation; hrGFP, humanized Renilla green fluorescent protein; GAPDH, glyceraldehyde-3-phosphate dehydrogenase; 2DGE, two-dimensional gel electrophoresis; PDE, phosphodiesterase. is a hereditary neurodegenerative disease characterized by dementia, chorea, and psychiatric symptoms. The causative mutation is a CAG (glutamine) trinucleotide expansion in exon 1 of the huntingtin (Htt) gene. The normal Htt gene has 35 or fewer repeats in the N-terminal region, whereas the appearance of neurological symptoms is associated with 36 or more CAG repeats (1The Huntington’s Disease Collaborative Research GroupA novel gene containing a trinucleotide repeat that is expanded and unstable on Huntington’s disease chromosomes. The Huntington’s Disease Collaborative Research Group.Cell. 1993; 72: 971-983Abstract Full Text PDF PubMed Scopus (7118) Google Scholar). The major characteristic of HD is regional degeneration of neurons in the striatum and cortex that leads to movement disorders and dementia (2Martin J.B. Gusella J.F. Huntington’s disease. Pathogenesis and management.N. Engl. J. Med. 1986; 315: 1267-1276Crossref PubMed Scopus (17) Google Scholar, 3Vonsattel J.P. Myers R.H. Stevens T.J. Ferrante R.J. Bird E.D. Richardson Jr., E.P. Neuropathological classification of Huntington’s disease.J. Neuropathol. Exp. Neurol. 1985; 44: 559-577Crossref PubMed Scopus (2093) Google Scholar). The toxicity of Htt in specific neurons correlates with the length of polyglutamine expansion (4Davies S.W. Turmaine M. Cozens B.A. DiFiglia M. Sharp A.H. Ross C.A. Scherzinger E. Wanker E.E. Mangiarini L. Bates G.P. Formation of neuronal intranuclear inclusions underlies the neurological dysfunction in mice transgenic for the HD mutation.Cell. 1997; 90: 537Abstract Full Text Full Text PDF PubMed Scopus (1918) Google Scholar). The of mutant Htt with expansion a of M. in the of Huntington’s Full Text Full Text PDF PubMed Scopus Google Scholar, M. E. S.W. Bates G.P. J.P. of huntingtin in neuronal intranuclear inclusions and in 1997; PubMed Scopus Google Scholar). protein has been a major Scherzinger E. Wanker E.E. of mutant huntingtin in a of protein PubMed Scopus Google Scholar). Htt aggregates were to of protein and and of the and proteins M. of and with N-terminal in of aggregation and PubMed Scopus Google Scholar, J. J. J. M. and gene changes to cell in an cell model of Huntington’s PubMed Google Scholar, J. J. J. of protein and on protein aggregation in of Huntington’s PubMed Scopus Google Scholar, J.P. of proteins in aggregates from with polyglutamine PubMed Scopus Google Scholar). In dysfunction by mutant Htt is critical for polyglutamine a PubMed Scopus Google Scholar, M. M. M. mutant and and cell Full Text Full Text PDF PubMed Scopus Google Scholar). Htt with expansion was to with proteins for the CREB, protein, and M. Wanker E.E. Bates G.P. The Huntington’s disease protein with and protein and PubMed Scopus Google Scholar, Jr., M. M. J. Ross C.A. by huntingtin and with to PubMed Scopus Google Scholar, and in Huntington’s PubMed Scopus Google Scholar, E. E. DiFiglia M. is in the with the protein, and Full Text Full Text PDF PubMed Scopus Google Scholar, M. of Huntington disease protein with PubMed Scopus Google Scholar, cAMP-response element-binding protein to of the by mutant huntingtin with expanded polyglutamine Full Text Full Text PDF PubMed Scopus Google Scholar). changes specific analyses that expressions of a of altered Ross C.A. J. of striatal in a mouse model of Huntington’s PubMed Scopus Google Scholar). be that the the toxicity by mutant Htt L. of huntingtin and polyglutamine and of PubMed Scopus Google Scholar). aggregation is with HD and M. M. M. in a mouse model of Huntington Med. PubMed Scopus Google Scholar, symptoms of Huntington’s disease in a transgenic mouse PubMed Scopus Google from that the toxicity by mutant Htt with expansion M. of mutant huntingtin and the of neuronal PubMed Scopus Google Scholar, M. J.P. 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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".