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1.
AAPS PharmSciTech ; 25(5): 111, 2024 May 13.
Article in English | MEDLINE | ID: mdl-38740666

ABSTRACT

This in-depth study looks into how artificial intelligence (AI) could be used to make formulation development easier in fluidized bed processes (FBP). FBP is complex and involves numerous variables, making optimization challenging. Various AI techniques have addressed this challenge, including machine learning, neural networks, genetic algorithms, and fuzzy logic. By integrating AI with experimental design, process modeling, and optimization strategies, intelligent systems for FBP can be developed. The advantages of AI in this context include improved process understanding, reduced time and cost, enhanced product quality, and robust formulation optimization. However, data availability, model interpretability, and regulatory compliance challenges must be addressed. Case studies demonstrate successful applications of AI in decision-making, process outcome prediction, and scale-up. AI can improve efficiency, quality, and cost-effectiveness in significant ways. Still, it is important to think carefully about data quality, how easy it is to understand, and how to follow the rules. Future research should focus on fully harnessing the potential of AI to advance formulation development in FBP.


Subject(s)
Artificial Intelligence , Chemistry, Pharmaceutical , Chemistry, Pharmaceutical/methods , Drug Compounding/methods , Technology, Pharmaceutical/methods , Fuzzy Logic , Neural Networks, Computer , Machine Learning , Algorithms
2.
Biomed Eng Lett ; 12(3): 331-342, 2022 Aug.
Article in English | MEDLINE | ID: mdl-35892036

ABSTRACT

Microfluidic methods act as an effective motile sperm separation technique used in infertility treatments. This work presents a standalone microfluidic device to separate motile sperm cells from non-motile sperm cells and debris. The separation mechanism is based on the centrifugal force acting on sperms and the ability of progressive motile sperms to swim upstream. The separation of motile sperm is carried out using a simple T-shaped microchannel which constitutes three reservoirs: one inlet and two outlets. Herein, one of the outlets is kept sealed. The sealed channel leads to a high-velocity gradient and a rheotaxis zone at the T junction resulting in the separation of motile sperms. Separated sperms are isolated in a sealed channel with a low Reynolds number flow so that sperms cannot have a net displacement, which ensures that the sperms do not re-enter the fluid flow. CFD simulation is conducted to study the flow fields inside the channel and experimental investigation is carried to observe the separation behaviour of sperms. The reported device provides 100% sperm separation efficiency and ensures the entrapment of sperm cells for a longer period. A modified colorimetric nitroblue tetrazolium test conducted on separated sperm cells shows that there is only a marginal increase in superoxide (O2 -) production, proving normal sperm integrity. This device offers an effective and safe alternative to conventional sperm sorting methods. Supplementary Information: The online version contains supplementary material available at 10.1007/s13534-022-00229-9.

4.
J Obstet Gynaecol India ; 65(5): 328-34, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26405404

ABSTRACT

BACKGROUND: Endometrium is the most sensitive indicator of ovarian function and endometrial biopsy is one of the most important investigations in infertility. The current study was carried out to investigate the histomorphological patterns of endometrium in infertile women and to compare the results with other similar studies. MATERIALS AND METHODS: A cross-sectional study on 2,080 infertile women was carried out to find the incidence of various histomorphological patterns in hematoxylin-eosin stained sections of endometrium and compare them with other Indian studies. RESULTS: In the current study majority of cases (88.50 %) were of primary infertility; the highest number of cases was in the age group of 21-30 years and the oldest patient was of 50 years age. The various abnormalities observed were anovulatory endometrium (15.75 %), inadequate proliferative (1.90 %), inadequate secretory (9.52 %), glandulo-stromal disparity (GSD) (4.21 %), hyperplasia (1.10 %), and endometritis (1.63 %). In 3.0 % cases menstrual cycle history was not available and curettage was done at inappropriate period of the cycle in 11.63 %. Comparison with other studies revealed the results matching with some and differing with others. CONCLUSION: In the current study, anovulatory endometrium and luteal phase defect are the major causes of infertility, and tuberculous endometritis, non-specific endometritis and GSD are minor contributing factors. These are treatable causes. Premenstrual endometrial biopsy, if accompanied by information of menstrual cycle and date of biopsy, can be a very reliable diagnostic tool for hormonal dysfunction and intrinsic endometrial factors in infertility.

5.
J Clin Diagn Res ; 9(6): EC04-6, 2015 Jun.
Article in English | MEDLINE | ID: mdl-26266125

ABSTRACT

INTRODUCTION: Helicobacter pylori (H.pylori) are of major concern today because of its causal relationships with gastrointestinal diseases. It represents one of the most common and medically important infections worldwide. H.pylori plays a key role in the aetiology of chronic gastritis, duodenal ulcer, gastric carcinoma and MALT lymphoma. There is paucity of literature regarding the morphological changes in H.pylori associated gastritis. AIM: We undertake this study to find out the association and prevalence of H.pylori associated gastritis by histopathological methods in North Maharashtra, India. MATERIALS AND METHODS: A total 310 patients with various upper gastrointestinal disorders were included in this study over the period of 19 months from July 2013 to January 2015. The detailed clinical history was taken and patients were subjected to video gastroscopy. Each biopsy was studied with Haematoxylin and Eosin/Giemsa method. RESULTS: The prevalence of H.pylori was high in third to fourth decades. Out of 310 patients of gastrocopy, 144 were H.pylori positive by Haematoxylin and Eosin/Giemsa method. Morphological changes specific for H.pylori was noted as atrophy and irregular gastric mucosa, lymphoid aggregates and reactive atypia. Male patient were outnumbered by female patients. CONCLUSION: Histopathological evaluation is the gold standard for diagnosing H.pylori infection. Prevalence of H.pylori in the present study was 46.5% in patients undergoing videogastroscopic biopsies for gastritis and vague upper gastrointestinal symptoms. Furthermore and large scale studies are required to establish the diagnostic modalities for H.pylori associated gastritis to prevent morbidity and mortality.

6.
J Cytol ; 32(4): 270-2, 2015.
Article in English | MEDLINE | ID: mdl-26811577

ABSTRACT

Hydatid cyst in the breast is very rare and unusual for its location. Reported incidence of hydatid cyst in the breast is 0.27% in the literature. Herein, we report a case of hydatid cyst of breast in a 65-year-old female who presented with painless, slowly growing lump in the breast mimicking breast neoplasm clinically. Radiological investigations such as ultrasonography and mammography may be helpful but not conclusive. Preoperative fine-needle aspiration cytology (FNAC) diagnosis was consistent with hydatid cyst of breast and was without any complications. Histopathological examination of lumpectomy specimen confirmed the diagnosis of hydatid cyst of breast. High suspicion of this entity should be there in the differential diagnosis in the evaluation of breast lump in endemic as well as in migrant population in nonendemic areas.

9.
J Clin Diagn Res ; 7(6): 1155-8, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23905127

ABSTRACT

Malignant Peripheral Nerve Sheath Tumours (MPNST) are rare spindle- cell sarcomas which are derived from the schwann cells or the pleuripotent cells of the neural crest. MPNSTs are usually located in the peripheral nerve trunk roots, extremities and in the head and neck region. These tumours may arise as sporadic variants or in patients with neurofibromatosis1 (NF1). The estimated incidence of MPNSTs in the patients with NF1is 2-5% as compared to a 0.001% incidence in the general population. Herein, we are reporting a case of a giant sporadic (NF1 independent) low grade MPNST of the left thigh in 65 year female patient, which had a good prognosis.

10.
J Clin Diagn Res ; 7(3): 553-6, 2013 Mar.
Article in English | MEDLINE | ID: mdl-23634421

ABSTRACT

Dedifferentiated liposarcoma is one of the variants of liposarcoma which has a more aggressive course. It constitutes less than 10% of all the liposarcomas and is often found in the retroperitoneum and the mediastinum. We are reporting a rare case of a 60 years old female who presented with a huge, soft tissue mass in the left thigh with a past history of an operation which was done15 years back. The histopathological examination showed a well differentiated liposarcoma with a high grade fibrosarcomatous differentiation. Immunohistochemical studies confirmed the dedifferentiated liposarcoma with the high grade fibrosarcomatous differentiation. To the best of our knowledge, this is the 11th case in the literature with rare findings.

12.
Int J Food Sci ; 2013: 538070, 2013.
Article in English | MEDLINE | ID: mdl-26904601

ABSTRACT

This study is aimed to assess the suitability of T. aestivum wheat milled products and its combinations with T. durum semolina with additives such as ascorbic acid, vital gluten and HPMC (Hydroxypropyl methyl cellulose) for pasta processing quality characteristics such as pasta dough rheology, microstructure, cooking quality, and sensory evaluation. Rheological studies showed maximum dough stability in Comb1 (T. aestivum wheat flour and semolina). Colour and cooking quality of Comb2 (T. durum semolina and T. aestivum wheat flour) and Comb3 (T. aestivum wheat semolina and T. durum semolina) were comparable with control. Pasting results indicated that T. aestivum semolina gave the lowest onset gelatinization temperature (66.9°C) but the highest peak viscosity (1.053 BU). Starch release was maximum in Comb1 (53.45%) when compared with control (44.9%) as also proved by microstructure studies. Firmness was seen to be slightly high in Comb3 (2.430 N) when compared with control (2.304 N), and sensory evaluations were also in the acceptable range for the same. The present study concludes that Comb3 comprising 50% T. durum semolina and 50% T. aestivum refined wheat flour with additives would be optimal alternate for 100% T. durum semolina for production of financially viable pasta.

13.
Int J Surg Case Rep ; 3(4): 128-30, 2012.
Article in English | MEDLINE | ID: mdl-22297192

ABSTRACT

INTRODUCTION: Abdominal pain is the primary presenting complaint of patients with acute appendicitis. Acute appendicitis presenting as chest pain is extremely rare and according to our search such presentation due to herniation of appendix into thorax through congenital diaphragmatic defect has not yet been reported. PRESENTATION OF CASE: We present a case of a 12year old male child who presented with acute chest pain. ECG was suggestive of ischemic changes. Echocardiogram and cardiac enzymes were within normal limits. Chest X-ray and gastrograffin contrast study confirmed the diagnosis of congenital diaphragmatic hernia. On exploration inflamed appendix was found herniated through the diaphragm along with caecum, ascending colon and transverse colon. Histology confirmed the diagnosis of acute appendicitis. DISCUSSION: Acute appendicitis may sometimes have very varied and rare presentation. In late presenting CDH, the most important factor responsible for acute or chronic presentation seems to be the type of herniated viscera. CONCLUSION: This report presents a rare case of late-presenting CDH with herniated appendix along with caecum, ascending colon and transverse colon. Unusual presentation of chest pain was due to an attack of acute appendicitis. Late-presenting CDH is a very intriguing defect with a wide spectrum of clinical manifestations. It should be suspected in cases of unexplained acute or chronic respiratory or gastrointestinal symptoms, and abnormal chest radiographic findings. The prognosis is favorable with correct diagnosis and prompt surgical repair.

14.
Clin Pract ; 2(1): e24, 2012 Jan 01.
Article in English | MEDLINE | ID: mdl-24765423

ABSTRACT

Eosinophilic enteritis is a rare disease of unknown etiology. It is characterized by eosinophilic infiltration of the bowel wall to a variable depth and symptoms associated with gastrointestinal tract depending upon the predominant layer involved. Diagnosis of eosinophilic enteritis requires a high index of suspicion and exclusion of various disorders that are associated with peripheral eosinophilia. We report a case of unusual presentation of eosinophilic enteritis clinically presenting as intestinal obstruction due to multiple strictures of the small bowel in an adult male.

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