Explainable artificial intelligence and microbiome data for food geographical origin: the Mozzarella di Bufala Campana PDO Case of Study.

Identifying the origin of a food product holds paramount importance in ensuring food safety, quality, and authenticity. Knowing where a food item comes from provides crucial information about its production methods, handling practices, and potential exposure to contaminants. Machine learning techniques play a pivotal role in this process by enabling the analysis of complex data sets to uncover patterns and associations that can reveal the geographical source of a food item. This study aims to investigate the potential use of explainable artificial intelligence for identifying the food origin. The case of study of Mozzarella di Bufala Campana PDO has been considered by examining the composition of the microbiota in each samples. Three different supervised machine learning algorithms have been compared and the best classifier model is represented by Random Forest with an Area Under the Curve (AUC) value of 0.93 and the top accuracy of 0.87. Machine learning models effectively classify origin, offering innovative ways to authenticate regional products and support local economies. Further research can explore microbiota analysis and extend applicability to diverse food products and contexts for enhanced accuracy and broader impact.

Fermented foods, their microbiome and its potential in boosting human health.

Fermented foods (FFs) are part of the cultural heritage of several populations, and their production dates back 8000 years. Over the last ~150 years, the microbial consortia of many of the most widespread FFs have been characterised, leading in some instances to the standardisation of their production. Nevertheless, limited knowledge exists about the microbial communities of local and traditional FFs and their possible effects on human health. Recent findings suggest they might be a valuable source of novel probiotic strains, enriched in nutrients and highly sustainable for the environment. Despite the increasing number of observational studies and randomised controlled trials, it still remains unclear whether and how regular FF consumption is linked with health outcomes and enrichment of the gut microbiome in health-associated species. This review aims to sum up the knowledge about traditional FFs and their associated microbiomes, outlining the role of fermentation with respect to boosting nutritional profiles and attempting to establish a link between FF consumption and health-beneficial outcomes.

Multiple ovarian cysts in a young girl with severe hypothyroidism.

Case study of a young female patient with severe hypothyroidism due to autoimmune thyroiditis and multiple ovarian cysts is reported. A 14-year 7-month-old girl presented with pelvic and abdominal pain and severe asthenia. Her last menstrual period was 10 months before presentation. Physical examination showed obesity; apathetic and flat expression; periorbital puffiness; pale, cold, dry skin and slow sustained reflexes; swelling in the hands and feet; no galactorrhea; a hardly palpable thyroid gland; and ovaries with a palpable irregular surface. Her heart rate was 90 bpm with a blood pressure within the normal range (110/70 mmHg). Laboratory findings showed severe hypothyroidism (thyroid-stimulating hormone [TSH]: 960 mIU/L), gravis macrocytic anemia, hyperfibrinogenemia, and hyperprolactinemia. Imaging examinations revealed a normal-size thyroid with irregular echogenicity, strongly hypoechogenous area at the neck ultrasonography, bilateral multilocular ovarian masses with cystic components at pelvic ultrasound and computed tomography, and both anterior and posterior pericardial effusion at echocardiography. As soon as thyroid replacement therapy was initiated, all symptoms progressively disappeared and biochemical and hormonal values normalized, while the right ovary did not decrease in size during the follow-up period. For this reason, our patient underwent right ovarian wedge resection 14 months after the initiation of medication replacement. Ovarian histological examination showed a benign ovarian cyst with extensive hemorrhage and myxedematous infiltration. It is concluded that it is important to recognize early in young girls the association between large multiple ovarian cysts and high elevated levels of TSH in order to resolve this disorder with substitutive therapy.