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BACKGROUND: the problem in early diagnosis of sporadic cancer is understanding the individual's risk to develop disease. In response to this need, global scientific research is focusing on developing predictive models based on non-invasive screening tests. A tentative solution to the problem may be a cancer screening blood-based test able to discover those cell requirements triggering subclinical and clinical onset latency, at the stage when the cell disorder, i.e. atypical epithelial hyperplasia, is still in a subclinical stage of proliferative dysregulation. METHODS: a well-established procedure to identify proliferating circulating tumor cells was deployed to measure the cell proliferation of circulating non-haematological cells which may suggest tumor pathology. Moreover, the data collected were processed by a supervised machine learning model to make the prediction. RESULTS: the developed test combining circulating non-haematological cell proliferation data and artificial intelligence shows 98.8% of accuracy, 100% sensitivity, and 95% specificity. CONCLUSION: this proof of concept study demonstrates that integration of innovative non invasive methods and predictive-models can be decisive in assessing the health status of an individual, and achieve cutting-edge results in cancer prevention and management.
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Inteligência Artificial , Neoplasias , HumanosRESUMO
In the worldwide scenario of infection prevention and control, the vaccine strategies are destined to increase rapidly. The availability of numerous vaccination options allows you to plan individually on how to boost your immune system. The immune system is a highly plastic cognitive dynamic network and performs its function by recognition of the uniqueness of the organism defined as self. The identification and attack of non-self antigens contribute to improving the strategies of self/non-self discrimination. However, repetitive antigen stimulation of the immune system may lead to several outcomes reassumed in three principal risks: (i) loss of the unique self codification (one), (ii) loss of own identifying (no one), and (iii) the increase of idiotype/anti-idiotype entities (one hundred thousand). Controlled production of idiotype/anti-idiotype antibodies protects against autoimmune diseases and immunodeficiency. The title of the famous novel by Nobel Prize for Literature winner Luigi Pirandello, "One, no one, one hundred thousand", recaps the three risks and the protagonist's journey exploring the complexities of personal identity, and warns to preserve the uniqueness of the organism. Taking inspiration from this metaphor, the authors propose to monitor antibody idiotype response for personalizing vaccine plans with the aim of preserving the uniqueness of the immune system and assuring safe protection.
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INTRODUCTION: Liquid biopsy, especially when performed by the isolation, expansion, and examination of circulating tumor cells (CTCs) from peripheral blood, has become an innovative and transforming diagnostic tool in Clinical Oncology. The CTCs have already entered the clinical practice as an alternative method to invasive tumor biopsy for detecting postsurgical and/or posttreatment minimal residual disease, to predict cancer recurrence and real-time treatment response. In this context, the retrospective observational project, known as CHARACTEX, has permitted to state that it is possible to exploit blood-based cytologic samples through short-term culture and in vitro CTC expansion. METHODS: This method is based initially on a gradient-sedimentation technique, which impoverishes without completely depriving the obtained sample from the hematological cells, followed by short-term (14 days) in vitro culture and expansion and cytomorphological and flow cytometric analysis to investigate whether the expanded cell population possesses proliferative advantage and fits with criteria, which are consistent to the known primary tumor. RESULTS: The originality of this method is that, apart from the above exposed criteria, there is no selection bias for the isolation of the cells from peripheral blood (like immunomagnetic bead treatment or preliminary immunocytochemistry), which can potentially introduce some limitation to the cell population under evaluation. CONCLUSION: The examination of the expanded cell population obtained by this method is very rewarding for both the pathologist - who can assess multiple tumor-related variables (like immunocytochemistry, flow cytometry of several parameters, and molecular pathology on cell suspensions and cell blocks obtained from them) - and the clinician.