Unravelling Mitochondrial Dysfunction in Rheumatoid Arthritis patients
Bibliographic record
Abstract
Rheumatoid arthritis (RA) is a chronic, inflammatory, autoimmune disease associated with systemic, extra-articular and articular effects, causing permanent disability, early morbidity; making the patient compromised with a worldwide prevalence of 0.8%, commonly effecting women with a rate of 0.7% in India. With improved and developing therapeutics, this disease needs special focus for improved diagnosis and better treatment. The hyperactivity of immune cells is responsible for pathogenesis and progression of the disease. This study unravels the changes in mitochondria of RA patients which may be a potential reason for abnormal functioning of immune cells against self-antigens and occurrence of the disease. In this study we examine the following aspects of mitochondrial functions in the peripheral blood mononuclear cells (PBMCs) of patients and their paired control samples: 1) Change in mitochondrial membrane potential (MMP); 2) mitochondrial mass; 3) mitochondrial superoxide and 4) ATP levels. Patients satisfying the 2010 ACR/EULAR classification criteria for RA diagnosis were enrolled in this study. PBMCs of RA patients and controls were collected by differential gradient centrifugation. MMP, mass and superoxide levels were measured using respective commercially available dye using flow cytometry. ATP levels were measured by lysing equal number of cells from patients and controls using ATP measurement kit. In our case control cohort, we found a significant decrease in MMP (p<0.005) in PBMCs of RA patients where the change in mitochondrial mass was insignificant. The mitochondrial superoxide levels were found to be significantly low (p<0.05) in PBMCs of RA patients with significantly low (p<0.005) total cellular ATP as compared to controls. Our results indicate reduced potential and mitochondrial superoxides with decreased total cellular ATP. Reduced potential will disturb proper functioning of mitochondria in PBMCs which may affect most important function of mitochondria to produce ATP and various other functions. Results depict dysfunction in basic mitochondrial activities which may be a reason for abrupt functioning of immune cells, leading to autoimmunity in RA patients.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".