AIMC Topic: Pituitary ACTH Hypersecretion

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Identifying gray matter alterations in Cushing's disease using machine learning: An interpretable approach.

Medical physics Apr 1, 2024
BACKGROUND: Cushing's Disease (CD) is a rare clinical syndrome characterized by excessive secretion of adrenocorticotrophic hormone, leading to significant functional and structural brain alterations as observed in Magnetic Resonance Imaging (MRI). W...
Middle Aged Image Processing, Computer-Assisted Magnetic Resonance Imaging Gray Matter Pituitary ACTH Hypersecretion Humans Machine Learning Female Adult Male
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Machine Learning in Preoperative Prediction of Postoperative Immediate Remission of Histology-Positive Cushing's Disease.

Frontiers in endocrinology Mar 2, 2021
BACKGROUND: There are no established accurate models that use machine learning (ML) methods to preoperatively predict immediate remission after transsphenoidal surgery (TSS) in patients diagnosed with histology-positive Cushing's disease (CD).
Area Under Curve Remission Induction Pituitary ACTH Hypersecretion Adult Humans Male Retrospective Studies Middle Aged Female Pituitary Neoplasms Machine Learning Diagnosis, Computer-Assisted Predictive Value of Tests Algorithms Reproducibility of Results ROC Curve Computer Simulation
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Prediction of Recurrence after Transsphenoidal Surgery for Cushing's Disease: The Use of Machine Learning Algorithms.

Neuroendocrinology Jan 10, 2019
BACKGROUND: There are no reliable predictive models for recurrence after transsphenoidal surgery (TSS) for Cushing's disease (CD).
Young Adult Pituitary ACTH Hypersecretion Retrospective Studies Humans Adult Models, Statistical Machine Learning Male Female Data Mining Algorithms Risk Factors Recurrence
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Machine Learning May Be an Alternative to BIPSS in the Differential Diagnosis of ACTH-dependent Cushing Syndrome.

The Journal of clinical endocrinology and metabolism Jan 21, 2025
CONTEXT: Artificial intelligence research in the field of neuroendocrinology has accelerated. It is possible to develop noninvasive, easy-to-use and cost-effective procedures that can replace invasive procedures for the differential diagnosis of adre...
Young Adult Adult Male Machine Learning Algorithms Female Cushing Syndrome ACTH Syndrome, Ectopic Humans Adrenocorticotropic Hormone Pituitary ACTH Hypersecretion Middle Aged ROC Curve Diagnosis, Differential
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Development of Machine Learning Models for Predicting Postoperative Delayed Remission in Patients With Cushing's Disease.

The Journal of clinical endocrinology and metabolism Jan 1, 2021
CONTEXT: Postoperative hypercortisolemia mandates further therapy in patients with Cushing's disease (CD). Delayed remission (DR) is defined as not achieving postoperative immediate remission (IR), but having spontaneous remission during long-term fo...
China Time Factors Treatment Outcome Adult Male Middle Aged Neurosurgical Procedures Remission Induction Postoperative Period Pituitary ACTH Hypersecretion Follow-Up Studies Models, Statistical Adenoma Computer Simulation Prognosis Retrospective Studies Female Reproducibility of Results Young Adult Humans Machine Learning Algorithms ACTH-Secreting Pituitary Adenoma
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Editorial. Machine learning and artificial intelligence applied to the diagnosis and management of Cushing disease.

Neurosurgical focus Jun 1, 2020
Artificial Intelligence Humans Machine Learning Pituitary ACTH Hypersecretion Forecasting Neural Networks, Computer
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Machine learning-based prediction of outcomes of the endoscopic endonasal approach in Cushing disease: is the future coming?

Neurosurgical focus Jun 1, 2020
OBJECTIVE: Machine learning (ML) is an innovative method to analyze large and complex data sets. The aim of this study was to evaluate the use of ML to identify predictors of early postsurgical and long-term outcomes in patients treated for Cushing d...
Follow-Up Studies Predictive Value of Tests Nasal Cavity Forecasting Neuroendoscopy Pituitary ACTH Hypersecretion Retrospective Studies Humans Middle Aged Female Machine Learning Adolescent Young Adult Aged Treatment Outcome Adult Male
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