Development and Validation of a Deep Learning Algorithm to Automatic Detection of Pituitary Microadenoma From MRI

Background: It is often difficult to diagnose pituitary microadenoma (PM) by MRI alone, due to its relatively small size, variable anatomical structure, complex clinical symptoms, and signs among individuals. We develop and validate a deep learning -based system to diagnose PM from MRI.Methods: A total of 11,935 infertility participants were initially recruited for this project. After applying the exclusion criteria, 1,520 participants (556 PM patients and 964 controls subjects) were included for further stratified into 3 non-overlapping cohorts. The data used for the training set were derived from a retrospective study, and in the validation dataset, prospective temporal and geographical validation set were adopted. A total of 780 participants were used for training, 195 participants for testing, and 545 participants were used to validate the diagnosis performance. The PM-computer-aided diagnosis (PM-CAD) system consists of two parts: pituitary region detection and PM diagnosis. The diagnosis performance of the PM-CAD system was measured using the receiver operating characteristics (ROC) curve and area under the ROC curve (AUC), calibration curve, accuracy, sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and F1-score.Results: Pituitary microadenoma-computer-aided diagnosis system showed 94.36% diagnostic accuracy and 98.13% AUC score in the testing dataset. We confirm the robustness and generalization of our PM-CAD system, the diagnostic accuracy in the internal dataset was 96.50% and in the external dataset was 92.26 and 92.36%, the AUC was 95.5, 94.7, and 93.7%, respectively. In human-computer competition, the diagnosis performance of our PM-CAD system was comparable to radiologists with >10 years of professional expertise (diagnosis accuracy of 94.0% vs. 95.0%, AUC of 95.6% vs. 95.0%). For the misdiagnosis cases from radiologists, our system showed a 100% accurate diagnosis. A browser-based software was designed to assist the PM diagnosis.Conclusions: This is the first report showing that the PM-CAD system is a viable tool for detecting PM. Our results suggest that the PM-CAD system is applicable to radiology departments, especially in primary health care institutions.

Resolution of pituitary microadenoma after coronavirus disease 2019: a case report

Background This report describes the case of a patient whose pituitary microadenoma resolved after he contracted coronavirus disease 2019. To our knowledge, this is one of the first reported cases of pituitary tumor resolution due to viral illness. We present this case to further investigate the relationship between inflammatory response and tumor remission. Case presentation A 32-year-old man in Yemen presented to the hospital with fever, low blood oxygen saturation, and shortness of breath. The patient was diagnosed with coronavirus disease 2019. Past medical history included pituitary microadenoma that was diagnosed using magnetic resonance imaging and secondary adrenal insufficiency, which was treated with steroids. Due to the severity of coronavirus disease 2019, he was treated with steroids and supportive care. Three months after his initial presentation to the hospital, brain magnetic resonance imaging was performed and compared with past scans. Magnetic resonance imaging revealed changes in the microadenoma, including the disappearance of the hypointense lesion and hyperintense enhancement observed on the previous scan. Conclusions Pituitary adenomas rarely undergo spontaneous resolution. Therefore, we hypothesized that tumor resolution was secondary to an immune response to coronavirus disease 2019.

Pituitary microadenoma with hypopituitarism presenting as hyponatremia

The incidence of pituitary adenoma has been increasing these days. Majority of the cases are incidental findings on imaging; and these patients may be asymptomatic without any laboratory abnormalities. However, a non-functional sellar mass can initially present with hypopituitarism. The patient being described is an elderly female who presented with severe hyponatraemia. She has history of recurrent admissions for hyponatraemia in the past. Her biochemical evaluation revealed hypopituitarism and magnetic resonance imaging of brain showed pituitary microadenoma. Hyponatraemia as a presenting feature of hypopituitarism due to pituitary microadenoma is an uncommon scenario.

Cushing’s disease presenting with psychosis

Cushing’s disease is a rare endocrine condition in which a pituitary corticotroph adenoma drives excess adrenal cortisol production, and is one cause of endogenous Cushing’s syndrome. We present a young woman with 3 weeks of headaches and cognitive disturbance who subsequently developed florid psychosis requiring multiple admissions under neurology and psychiatry. Her clinical stigmata of hypercortisolism and biochemical abnormalities prompted an MR scan of the pituitary, which confirmed a pituitary microadenoma. Treatment with metyrapone and subsequent surgery led to complete recovery within 2 months. Cushing’s disease commonly causes neuropsychiatric symptoms and can present with psychosis. Diagnosing Cushing’s disease can be challenging, but with early diagnosis and treatment it has an excellent prognosis.

Subclinical Acromegaly: to Treat or Not to Treat?

Objective Patients with acromegaly usually present with the classical signs of acromegaly, whereas patients without the specific signs or symptoms are rarely diagnosed. This unique entity can be named "subclinical acromegaly". Methods This was a retrospective study. Our study group consisted of 8 patients (6 females) with incidentally diagnosed acromegaly, most following head MRI for unrelated reasons and without the specific signs of acromegaly. Results Mean age at diagnosis was 50.1 ± 16.3 years. Baseline IGF-1 ranged between 1.27–2.08 x upper limit of normal (ULN). MRI depicted a pituitary microadenoma in 6 patients, one patient presented with an intrasellar macroadenoma and one had no visible pituitary mass. Mean calculated SAGIT clinical score was 4.6. Three patients underwent trans-sphenoidal resection; two achieved hormonal remission and one improved but did not normalize IGF-1 following surgery. Five patients (including one following surgery) were given somatostatin analogs, and three normalized IGF-1. Several patients improved clinically following treatment, reporting improvement in snoring, hypertension, or weight loss, and pituitary adenoma decreased in size in 2 patients that responded to medical treatment. Conclusions we report a series of 8 patients with very mild and subclinical acromegaly. It is uncertain whether all such patients will gain clinical benefit from treatment, but some experienced clinical improvement due to treatment.

Carney complex: left atrial myxoma in a patient with past pituitary microadenoma and lentiginosis

The Carney complex (CNC) is a rare autosomal dominant genetic complex that is characterised by multiple neoplasms consisting of neuroendocrine and cardiac tumours, with only 750 cases reported worldwide as of 2017. Cardiac tumours, in the context of the CNC, are of unique importance since the leading causes of death in patients with CNC are cardiac. To prevent sudden cardiac death and embolic events, a difficult diagnosis must be made and postdiagnostic screenings must be regular. We present a case of a 52-year-old man, with a medical history of pituitary microadenoma and facial lentiginosis, who presented with dyspnoea 2 months after suffering a cerebrovascular accident.

Continuous Etomidate for the Management of Cushing’s Syndrome Complicated by Pulmonary Nocardiosis

Severe Cushing’s syndrome is associated with significant complications including opportunistic infections. In the setting of infection, urgent reduction of circulating cortisol is warranted and commonly used oral medications have a slow onset of effect. Here we describe a 29-years old female who presented to an outside hospital with symptoms of untreated Cushing’s syndrome on ketoconazole. Following identification of a pulmonary Nocardia spp infection, she was transferred for a higher level of care. Her initial serum ACTH and cortisol levels after transfer were 106pg/mL and 53.7mCg/dL respectively. Given the severity of her nocardiosis and lack of response to ketoconazole, the patient was placed in the ICU and started on a continuous etomidate infusion. Her serum cortisol rapidly decreased to 5.7mCg/dL. She was transitioned to metyarapone and the etomidate infusion was weaned to off. The etomidate infusion was well tolerated without adverse effects or need for an advanced airway. Following discontinuation of etomidate, she was found to have a pituitary microadenoma that was resected. The patient was discharged from the hospital on antibiotics for the management of her Nocardia spp infection. In patients with severe Cushing’s syndrome, continuous etomidate may be safe and effective for patients who are unresponsive to other therapies.