Epigenetic regulation of megakaryopoiesis and platelet formation.

Platelets, produced by megakaryocytes, play unique roles in physiological processes, such as hemostasis, coagulation, and immune regulation, while also contributing to various clinical diseases. During megakaryocyte differentiation, the morphology and function of cells undergo significant changes due to the programmed expression of a series of genes. Epigenetic changes modify gene expression without altering the DNA base sequence, effectively impacting the inner workings of the cell at different stages of growth, proliferation, differentiation, and apoptosis. These modifications also play an important role in megakaryocyte development and platelet biogenesis. However, the specific mechanisms underlying epigenetic processes or the vast epigenetic regulatory network formed by their interactions remain unclear. In this review, we systematically summarize the key roles played by epigenetics in megakaryocyte development and platelet formation, including DNA methylation, histone modification, and non-coding RNA regulation. We expect our review to provide a deeper understanding of the biological processes underlying megakaryocyte development and platelet formation and to inform the development of new clinical interventions aimed at addressing platelet-related diseases and improving patient prognoses.

Further Refinement is Required for Patient-Reported Outcome Scales for Respiratory Diseases Based on Traditional Chinese Medicine Theory for Applicability.

Objective: To summarize the contents and assess the methodological quality and measurement properties of the patient-reported outcome (PRO) scales featured with Traditional Chinese Medicine (TCM) for respiratory diseases based on the guideline of COnsensus-based Standards for the selection of health Measurement INstruments (COSMIN). Methods: PubMed, Web of Science, Embase, China National Knowledge Infrastructure (CNKI), Wanfang Data, VIP, and China Biology Medicine (CBM) were searched for studies on PRO scales featured with TCM for respiratory diseases from their inception until December 2022. The characteristics of the PRO scales were qualitatively summarized. Following the COSMIN guideline, the risk of bias was assessed according to the checklist, and different measurement properties (content validity, structural validity, internal consistency, reliability, criterion validity, and responsiveness) were evaluated. Finally, the evidence's overall quality was assessed, and the recommendation was formulated using the modified GRADE approach. Results: A total of 13 scales were included, with 6 for chronic obstructive pulmonary disease (COPD), 3 for lung cancer, 2 for idiopathic pulmonary fibrosis (IPF), 1 for community-acquired pneumonia (CAP), and 1 for bronchiectasis. All 13 scales are disease-specific scales and were developed based on Chinese cultural background to measure the efficacy of TCM. The study did not provide information on measurement error, cross-cultural validity, and hypothesis testing for the construct validity of these measures. No scale was rated as sufficient in content validity and responsiveness. Two scales showed sufficient structural validity, while 11 scales exhibited sufficient internal consistency. Three scales demonstrated sufficient reliability, and 7 scales showed sufficient criterion validity. All 13 scales have a recommendation level of B. Conclusion: The 13 scales could reflect the clinical efficacy of TCM and are suitable for the Chinese population. Nevertheless, the validation of these scales was not comprehensive enough, and the methodological quality of their studies needs to be further strengthened.

The application of social recommendation algorithm integrating attention model in movie recommendation.

To improve the accuracy of recommendations, alleviate sparse data problems, and mitigate the homogenization of traditional socialized recommendations, a gated recurrent neural network is studied to construct a relevant user preference model to mine user project preferences. Through the Preference Attention Model Based on Social Relations (PASR), this study extracts user social influence preferences, performs preference fusion, and obtains a Recommendation Algorithm Based on User Preference and Social Influence (UPSI). The study demonstrates that the UPSI algorithm outperforms other methods like the SocialMF algorithm, yielding improved recommendation results, higher HR values, and larger NDCG values. Notably, when the K value equals 25 in Top-K recommendation and using the CiaoDVDs dataset, the NDCG value of the UPSI algorithm is 0.267, which is 0.120 higher than the SocialMF algorithm's score. Considering the user's interaction with the project and their social relationships can enhance the effectiveness of recommendations. Unlike other variants, the UPSI algorithm achieves a maximum hit rate HR value of 0.3713 and NDCG value of 0.2108 in the Douban dataset. In the CiaoDVDs dataset, the maximum hit rate HR value of UPSI is 0.4856, 0.0333 higher than UPS-A, 0.0601 higher than UPS, and 0.0901 higher than UP. Research methods can effectively improve the homogenization problem of traditional socialized recommendations, increase algorithm hit rates and NDCG values. Compared to previous studies, research methods can more fully explore the preference correlation between users, making recommended movies more in line with user requirements.

Akt-mediated mitochondrial metabolism regulates proplatelet formation and platelet shedding post vasopressin exposure.

BACKGROUND: Platelet shedding from mature megakaryocytes (MKs) in thrombopoiesis is the critical step for elevating circulating platelets fast and efficiently, however, the underlying mechanism is still not well-illustrated, and the therapeutic targets and candidates are even less. OBJECTIVES: In order to investigate the mechanisms for platelet shedding after vasopressin treatment and find new therapeutic targets for thrombocytopenia. METHODS: Platelet production was evaluated both in vivo and in vitro after arginine vasopressin (AVP) administration. The underlying biological mechanism of AVP-triggered thrombopoiesis were then investigated by a series of molecular and bioinformatics techniques. RESULTS: it is observed that proplatelet formation and platelet shedding in the final stages of thrombopoiesis promoted by AVP, an endogenous hormone, can quickly increases peripheral platelets. This rapid elevation is thus able to speed up platelet recovery after radiation as expected. The mechanism analysis reveal that proplatelet formation and platelet release from mature MKs facilitated by AVP is mainly mediated by Akt-regulated mitochondrial metabolism. In particular, phosphorylated Akt regulates mitochondrial metabolism through driving the association of hexokinase-2 with mitochondrial voltage dependent anion channel-1 in AVP-mediated thrombopoiesis. Further studies suggest that this interaction is stabilized by IκBα, the expression of which is controlled by insulin-regulated membrane aminopeptidase. CONCLUSION: these data demonstrate that phosphorylated Akt-mediated mitochondrial metabolism regulates platelet shedding from MKs in response to AVP, which will provide new therapeutic targets and further drug discovery clues for thrombocytopenia treatment.