Immunopathology of Endometriosis, Molecular Approaches
Bibliographic record
Abstract
Endometriosis (EMS) is a common chronic gynecological disorder affecting 5%-10% of reproductive-age women, often causing infertility, dyspareunia, pain, and limitations in physical and sexual activities. This condition is defined by the presence of endometrial tissue outside the uterus, commonly explained by Sampson's theory of retrograde menstruation. Although its etiology remains unclear, genetic, epigenetic, hormonal imbalances, oxidative stress, and immune factors play critical roles. Immune dysregulation, involving inflammatory factors, cytokines, and immune cells facilitates the implantation, proliferation, angiogenesis, and development of ectopic endometrial stromal cells (ESCs). Research indicates that the implantation of ESCs in the peritoneum triggers an inflammatory response, recruiting various immune cells and leading to a cycle of inflammation characterized by elevated growth factors and cytokines. In this review, we discuss the immune system's role in EMS pathogenesis, emphasizing the contributions of immune cells, inflammatory mediators, oxidative stress, and so forth. This review also highlights that while current treatments, including hormonal therapies and surgical interventions, aim to alleviate symptoms and improve fertility, emerging evidence suggests that advancements in immunotherapies targeting specific immune cell activities hold promise as innovative future treatment strategies enhancing healthcare management for affected women.
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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 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.007 | 0.002 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".