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Proteomic and machine learning analysis predicts treatment response signatures in Myasthenia Gravis.

BACKGROUND: Myasthenia gravis (MG) is a prototypical antibody-mediated autoimmune disease with variable treatment responses with a need for biomarkers to guide therapeutic decision making. Proteomic profiling, coupled with machine learning, offers a hypothesis-free approach to identify multi-protein signatures associated with treatment response. METHODS: We analyzed sera collected at entry (baseline) from participants in a phase 3 trial randomized trial comparing thymectomy plus prednisone versus prednisone alone, along with matched controls using liquid chromatography-mass spectrometry. We derived disease-specific proteomic signatures and evaluated associations between baseline proteins and 6-month clinical outcomes using multiple machine-learning approaches with internal validation. RESULTS: Baseline serum proteomes distinguished MG from controls, with pathway enrichment implicating complement activation, immunoglobulin production, and T-cell receptor signaling. Distinct protein panels predicted 6-month clinical improvement within each treatment arm. In the thymectomy-plus-prednisone group, models captured non-linear relationships of predictive proteins in contrast with the predominant additive patterns observed in the prednisone-alone group. Predictive proteins were enriched for T-cell signaling and leukocyte trafficking functions, providing insight into treatment-specific biology. CONCLUSIONS: Baseline serum proteomics captures core disease characteristics of MG and predicts short-term clinical response in a treatment-specific manner. While our results require validation in independent cohorts, these findings could enable biomarker-guided selection of thymectomy, refine risk stratification, and furnish mechanistic readouts for future MG trials and clinical care. We aim to conduct future studies using -omic approaches to validate these baseline predictive biomarkers and pathways of treatment response in patients with MG.

Adult↗

Treatment of antenatal myasthenia gravis.

Maternal myasthenia gravis has been associated with the presence of neonatal myasthenia and sometimes fatal congenital anomalies. As a result, antenatal therapy directed at fetal sequelae may be indicated. We present the case of a pregnant myasthenic woman whose two previous pregnancies had ended in neonatal deaths from fetal deformations that were presumably due to maternal myasthenia. Serial plasmaphereses and oral prednisone therapy were used in an attempt to depress maternal anti-acetylcholine receptor antibody titers. As anti-acetylcholine receptor antibody titers fell, fetal breathing movements became apparent by ultrasound, and as these titers rose, no fetal breathing movements were apparent. Our patient delivered an infant with transient neonatal myasthenia but normal pulmonary development and no deformations. We suggest that the therapy given may have improved the outcome of this pregnancy compared with her two previous pregnancies.

Administration, Oral↗

Ocular aspects of myasthenia gravis.

Ocular myasthenia gravis is a not uncommon autoimmune disorder causing diplopia, ptosis, and weakness of lid closure. The predilection of myasthenia for the ocular muscles may be related to differences between limb and extraocular muscles in either physiological function or antigenicity. Clinically, ocular myasthenia can mimic any form of pupil-sparing ocular motility disorder. Dynamic abnormalities of myasthenic eye movements may reflect the primary hallmarks of the disease, which are fatigability and variability in strength, or secondary adaptive effects by the central nervous system. Tests to confirm the diagnosis include edrophonium challenge, repetitive nerve stimulation, single-fiber electromyography (EMG) of the frontalis, and assays for antibody directed against the acetylcholine receptor: all are less sensitive for ocular myasthenia than for generalized myasthenia. There is a higher incidence of other autoimmune conditions in myasthenia, notably thymoma and thyroid dysfunction. The differential diagnosis includes other diseases of the neuromuscular junction, such as Lambert-Eaton syndrome and botulism. Treatment consists of symptomatic use of acetylcholinesterase inhibitors and immunosuppression with steroids or azathioprine. Between 50 and 70% of patients with ocular myasthenia will eventually develop generalized disease: there is some retrospective data that steroids or azathioprine may reduce this by about 75%. The role of thymectomy in ocular myasthenia remains unclear.

Humans↗

Motor nerve ending disorder in myasthenia gravis.

Mild myasthenia gravis patients were compared with normals with respect to the capacity of their motor nerve endings (MNEs) to generate a neostigmine-induced postactivation repetition (PAR). Dose-response analyses of PAR recorded from muscle electrically and by contractile measurement disclose a loss of this pharmacologic responsiveness in myasthenia. Since mild myasthenics transmitted nerve impulse trains of 20 to 200 Hz, as did normals, it was evident that PAR is transmitted insofar as it can be generated by MNEs. The dose-response analyses support this. These data indicate an MNE disorder in the disease.

Action Potentials↗

Seronegative myasthenia gravis.

Some myasthenia gravis (MG) patients do not have detectable acetylcholine receptor (AChR) antibodies and have been termed "seronegative" (SNMG) in many previous studies. A high proportion of patients with purely ocular symptoms, ocular MG, are seronegative; this may be because the sensitivity of the assay is insufficient to detect low levels of circulating AChR antibodies and because of intrinsic differences in the ocular muscles that make them more susceptible to circulating factors. Seronegative generalized myasthenia is proving to be heterogeneous both clinically and immunologically. Plasma from SNMG patients often contains a factor, probably an immunoglobulin M antibody, that alters AChR function in in vitro assays, but its target is not yet clear. A variable proportion of SNMG patients have antibodies to the muscle-specific tyrosine kinase (MuSK). These antibodies are directed against the extracellular domain of MuSK and inhibit agrin-induced AChR clustering in muscle myotubes. Although the role of these antibodies in causing myasthenic symptoms in vivo has not been elucidated, MuSK antibodies appear to define a group of patients who are often female with bulbar weakness, contrasting with MuSK antibody-negative SNMG patients who are more likely to have generalized weakness. MuSK antibody-positive patients may also differ in the distribution of their electrophysiological abnormalities and their responses to treatments.

Autoantibodies↗

Interstitial pneumonitis in myasthenia gravis.

Both myasthenia gravis and interstitial pneumonitis are associated with various autoimmune phenomena and can coexist with other immune disorders, but the two have not been described together. We present a woman with such a concurrence whose clinical picture improved following plasmapheresis and thymectomy.

Female↗

Rare cardiopulmonary complications of chronically decompensated myasthenia gravis.

Although myasthenia gravis (MG) is frequently mentioned in standard textbooks and journal articles as a rare cause for pulmonary hypertension and right heart failure, no case can actually be found in the literature. The case described in this report is the first documented case of chronically decompensated MG manifesting itself as pulmonary hypertension, severe right heart failure, and functional prolapse of both the mitral and tricuspid valves. Interestingly, no hepatic biochemical abnormalities were present in spite of significant congestive hepatomegaly.

Female↗

Early-onset myasthenia gravis.

Signs of myasthenia gravis developed by age 3 years in 11 children. Six of these patients had persistent neonatal myasthenia gravis, a familial abnormality of neuromuscular transmission that is not immunologically mediated. Five patients had juvenile onset myasthenia gravis, an autoimmune disorder similar to myasthenia gravis in adults. Autoimmune myasthenia has rarely been recognized by age 3 years, but the presence of five cases in our series suggests that the disorder may be more common in young children than once believed. The development of anti-acetylcholine receptor antibody assays makes it easier to distinguish autoimmune myasthenia gravis from the congenital forms. This distinction is important, because the prognosis, treatment, and risk of recurrence in family members is different for each type of myasthenia.

Antibodies↗

Autoimmunity against the ryanodine receptor in myasthenia gravis.

Some myasthenia gravis (MG) patients have antibodies against skeletal muscle antigens in addition to the acetylcholine receptor (AChR). A major antigen for these antibodies is the Ca2+ release channel of the sarcoplasmic reticulum the ryanodine receptor (RyR). These antibodies are found mainly in MG patients with a thymoma MG and correlate with severe MG symptoms. The antibodies recognize a region near the N-terminus on the RyR, which seems to be of importance for RyR regulation. The antibodies cause allosteric inhibition of RyR function in vitro, inhibiting Ca2+ release from sarcoplasmic reticulum.

Animals↗

Electroconvulsive therapy in myasthenia gravis.

BACKGROUND: Myasthenia gravis (MG) is a neuromuscular disease sometimes associated with severe psychiatric complications. The use of electroconvulsive therapy (ECT) in MG raises certain challenges. METHODS: We describe a patient with MG and a steroid-induced major depressive episode with psychotic features treated with ECT. We also review the literature on similar cases and on the safety of ECT with muscle relaxation in this condition. RESULTS: The use of ECT in patients with MG is a viable therapeutic option when psychiatric complications secondary to MG or its treatment do not respond to psychotropic medications. CONCLUSION: ECT with muscle relaxants could be administered safely, with appropriate precautions kept in mind.

Aged↗

Neuromuscular effects of isoflurane in patients with myasthenia gravis.

Seventeen myasthenia gravis and seven control patients were studied mechano (MMG)- and electromyographically (EMG) during isoflurane/oxygen/air anaesthesia. In myasthenic patients the mean train-of-four ratio and neuromuscular block (by MMG) during 1.9 MAC isoflurane anaesthesia were 55 +/- 9% and 46 +/- 12%, respectively. The correlation between simultaneous MMG and EMG measurements was excellent (r2 = 0.933, P less than 0.001). The occurrence of HLA-B8 together with acetylcholine receptor antibodies seems to predispose myasthenic patients to a neuromuscular depression produced by isoflurane. Our current and prior results show that isoflurane possesses approximately twice as strong a neuromuscular blocking effect as halothane in myasthenic patients.

Adult↗

Expression of ciliary neurotrophic factor receptor in myasthenia gravis.

In myasthenia gravis, high anti-nicotinic receptor (AChR) antibody titers are not always associated with severity of the disease, suggesting the involvement of other pathological effectors. We showed that ciliary neurotrophic factor receptor (CNTFR) gene expression was higher in muscle biopsy tissue from severely affected MG patients regardless of anti-nAChR antibody titer. This increase was also triggered in vitro by a seric factor from MG patients. CNTFR protein expression was decreased in muscles from seropositive MG patients only.Altogether, our data indicate that the alteration of CNTFR expression in some MG patients could contribute to the severity of the disease in a subgroup of patients.

Adolescent↗

Intravenous immunoglobulin for the treatment of acquired myasthenia gravis.

Acquired myasthenia gravis (MG) is an autoimmune disorder characterized by exertional fatigue and weakness that is made worse with activity and improved with rest, only to recur with the resumption of activity. The pathology results from an antibody-mediated attack to several different epitopes of the acetylcholine receptor (AChR) complex. The consensus of an expert panel is that intravenous immunoglobulin (IVIg) is effective in reversing myasthenic weakness. Although the mechanism of action is not known, it is likely that there is a downregulation of antibody production. IVIg appears to have a role as an acute treatment intervention in rapidly progressive weakness or as a chronic maintenance therapy when all other treatment modalities have failed. Its response is similar to but slower than the response of plasma exchange (PE), but it offers advantages when therapeutic apheresis is not available or when vascular access is problematic.

Humans↗

Immunodominant regions for T helper-cell sensitization on the human nicotinic receptor alpha subunit in myasthenia gravis.

In myasthenia gravis an autoimmune response against the nicotinic acetylcholine receptor (AChR) occurs. The alpha subunit of the AChR contains both the epitope(s) that dominates the antibody response (main immunogenic region) and epitopes involved in T helper cell sensitization. In this study, overlapping synthetic peptides corresponding to the complete AChR alpha-subunit sequence were used to propagate polyclonal AChR-specific T helper cell lines from four myasthenic patients of different HLA types. Response of the T helper lines to the individual peptides was studied. Four immunodominant sequence segments were identified--i.e., residues 48-67, 101-120, 304-322, and 419-437. These regions did not include residues known to form the main immunogenic region or the cholinergic binding site, and they frequently contained sequence motifs that have been proposed to be related to T-epitope formation.

Amino Acid Sequence↗

Titin and ryanodine receptor antibodies in myasthenia gravis.

Some myasthenia gravis (MG) patients have antibodies against skeletal muscle antigens in addition to the acetylcholine receptor (AChR). Two major antigens for non-AchR antibodies in MG are the Ca(2+) release channel of the sarcoplasmic reticulum, the ryanodine receptor (RyR) and titin, a gigantic filamentous muscle protein essential for muscle structure, function and development. RyR and titin antibodies are found mainly in thymoma MG patients and in a few late-onset MG patients and correlate with a severe MG disease. The presence of titin antibodies, which bind to key regions near the A/I junction and in the central I-band, correlates with myopathy. The immunosuppressant (FK506), which enhances Ca(2+) release from the RyR, seems to have a symptomatic effect on MG patients with RyR antibodies. The RyR antibodies recognize a region near the N-terminus important for channel regulation and inhibit Ca(2+) release in vitro. However, evidence that antibodies against the intracellular antigens RyR and titin are pathogenic in vivo is still missing.

Antibodies↗

A comparative histological and immunohistochemical study of thymomas with and without myasthenia gravis.

Because myasthenia gravis (MG) is frequently associated with thymoma, in this study the histological patterns of thymomas from 11 patients with MG (group A) were compared with those from 8 patients without MG (group B). An immunohistochemical examination was also conducted to determine whether the thymoma associated with MG is the site where autoantibodies are produced or secreted. Lymphoid follicles (LFs) and medullary differentiation (MD) were histologically evident only in group A in 4 and 5 patients, respectively, but were completely absent in group B. Moreover, an elevated serum antiacetylcholine receptor antibody titer was found in group A. Typical LFs were histologically and phenotypically similar to the lymph follicles seen in reactive lymph nodes. The number of cells expressing the B-cell antigen differed between groups A and B in terms of IgM- or IgD-bearing cells in the mantle zones and LN1-positive cells in the germinal centers of LFs. Thus, it is thought that LFs consist of B cells under stimulatory conditions and that these B cells may have the potential to produce autoantibodies in MG; however, since the differentiation of these Ig-bearing cells to plasma cells was hardly evident, the thymoma itself is possibly not the site of autoantibody production or secretion in patients with MG.

Adult↗