Forecasting demand for blood products: Towards inventory management of a perishable product.

Forecasting consumption of blood products can reduce their order frequency by 60% and inventory level by 40%. This also prevents shortage by balancing demand and supply. The study aimed to establish a "Simple Average with Mean Annual Increment" (SAMAI) method of time series forecasting and to compare its results with those of ARIMA, ratio to trend, and simple average to forecast demand of blood products. Monthly demand data of blood component from January 2017 to December 2022 (data set I) was used for creating a forecasting model. To avoid the effect of COVID19 pandemic instead of actual data of year 2020 and 2021, average monthly values of previous three years were used (data set II). The data from January to July 2023 were used as testing data set. To assess the fitness of model MAPE (Mean Absolute Percentage Error) was used. By SAMAI method MAPE were 18.82%, 13.392%, 14.516% and 27.637% respectively for of blood donation, blood issue, RDP issue and FFP issue for data set I. By Simple Average method MAPE were 20.05%, 12.09%, 29.06% and 34.85%, respectably. By Ratio-to-Trend method MAPE were 21.08%, 21.65%, 25.62% and 39.95% respectively. By SARIMA method MAPE were 12.99%, 19.59%, 37.15% and 31.94% respectively. The average MAPE was lower in data set II by all tested method and overall MAPE was lower by SAMAI method. The SAMAI method is simple and easy to perform. It can be used in the forecasting of blood components demand in medical institution without knowledge of advanced statistics.

Perception of Current and Future Commitment of Medical Teachers to the Varied Roles of a Teacher: An Observational Study.

Background Medical education is gradually moving towards self-directed learning, thus the roles of a teacher have assumed wider dimensions than before. The awareness of these roles among medical teachers has been studied in several countries, but no study on the awareness of these roles among Indian medical faculty has been found. The aim of this research was to assess the current and future commitment perception of the roles of a teacher among Indian medical faculty. Methods A cross-sectional questionnaire-based survey regarding the 12 roles of a teacher, as defined by Harden and Crosby, was conducted among medical teachers in a tertiary-level hospital and medical college. The questionnaire consisted of three categories: importance in medical teaching, current commitment, and preferred future commitment to these roles, all measured on a five-point Likert scale. Results The highest mean scores were given to the roles of learning facilitator and on-the-job role model. In contrast, the lowest scores were designated to the production of study guides. Interestingly, the teachers' current commitment to roles such as curriculum planner and course organizer was found to be low. A significant difference was observed between the three categories for the majority of the roles. Younger faculties showed significant difference among categories, while the senior professors did not show significant variations across the roles. Conclusion This study of Indian medical teachers emphasizes the decreased importance attributed to roles like curriculum planning and course organization. Further studies in other developing countries are essential to understand this issue more comprehensively.

Phenotype, allele and genotype frequency distribution of ABO and Rh(D) blood group among blood donors attending regional blood transfusion centre in Delhi, India.

The ABO and Rh blood group phenotypes, alleles, and genotype frequencies have many biological and medical implications. The frequency differs broadly according to races, geographical borders and ethnicity, even within the same region. This study was designed to determine the frequency of ABO and Rh blood groups among blood donors attending the regional blood transfusion centre in Delhi. The gel card method was used to determine the ABO and Rh(D) blood groups of donors who donated blood between January 1, 2020, and June 30, 2022. The assumption of Hardy-Weinberg equilibrium was used to determine allele and genotype frequencies of blood donors. A total of 16,925 blood units were donated during the study period. Donors phenotype frequencies of ABO were as follows: 'A' (23.88%), 'B' (37.38%), 'AB' (9.97%) and 'O '(29.27%). Rh(D)+Ve (D) were (94.9%) and Rh(D)-Ve (d) were (5.01%), which follow an order of B > O > A > AB and Rh-D > d for Rh. Donors ABO and Rh (D) allele frequencies were IA-0.183, IB-0.277, IO-0.541 and ID-0.776, Id-0.224 respectively. Allele frequencies follow an order of IO > IB > IA and Rh- ID > Id. Donors ABO genotype frequencies were AA-0.0333, AO-0.198, BB-0.0768, BO-0.30, AB-0.101, OO-0.293 and Rh(D) genotype frequencies were DD-0.602, Dd-0.347, dd-0.0501. Genotype frequencies follow an order of BO > OO > AO > AB > BB > AA and DD > Dd > dd. Among our donors, which were mostly from northern India, the ABO and Rh(D) blood groups have the highest proportion of ABO-B and Rh(D)+Ve and the lowest proportion of ABO-AB and Rh(D)-Ve, with a stable order of B > O > A > AB and D > d for phenotype, IO > IB > IA and ID > Id for allele and BO > OO > AO > AB > BB > AA and DD > Dd > dd for genotype.

Alloantibody among Thalassemia patients receiving multiple blood transfusions at a tertiary care hospital in India.

Regular blood transfusion is a lifesaving treatment for thalassemia patients; however, it exposes them to multiple alloantigens. The present study was designed to assess the frequency of alloantibodies in thalassemia patients receiving multiple blood transfusions. Blood samples were tested by Gel card method for ABO, Rh, Direct Antiglobulin Test (DAT), Indirect Antiglobulin Test (IAT), Auto Control (AC) and presence of alloantibody. Alloantibody screening and identification were performed using commercial 3-cell and 11-cell identification panels. Of a total of 66 thalassemia patients, 37 were male and 29 were female, with a mean age of 15.63±5.93 years and a range of 4.0 to 29.0 years. The ABO profiles of thalassemia patients were B-33, A-19, O-11, and AB-3, with 63 Rh-D positives and 3 Rh-D negatives. An average of 533.39±284.95 units were transfused an average of 304±119.65 times. Positive cases for DAT were 29(43.93%), AC was 26(39.39%) and IAT was 4(6.06%). Nine (13.636%) patients had developed alloantibodies, in which anti-K was seen in 5(27.77%), anti-Kpa in 4(22.22%), anti-C in 3(16.66%), anti-Cw in 3(16.66%), anti-D in 1(5.55%), anti-Lea in 1(5.55%), anti-Lua in 1 (5.55%). Alloantibodies were single in 4(44.44%) and multiple in 5(55.55%) patients. The rate of alloimmunization and positivity of DAT, AC, ICT, and splenectomy were significantly associated with higher age, the number of units transfused, and also the number of times of transfusion. Every new thalassemia patient needs extended blood group typing prior to the start of a blood transfusion and antigen-matched blood. For patients with alloantibodies, corresponding antigen-negative blood must be selected for cross-matching.

Prevalence of TTI among Indian blood donors.

Transfusion Transmissible Infections (TTIs) such as human immune-deficiency virus (HIV-I/II), hepatitis B virus (HBV), Hepatitis C virus (HCV), Malaria parasite (MP) and syphilis can spread through contaminated blood or blood products. The present study was designed to analyze the prevalence of TTIs and their association with blood group, among the blood donors of Delhi. Blood group was determined by hem-agglutination using Gel card. HIV, HBV, and HCV test was performed by ELISA, syphilis by RPR and MP rapid card method. A total Transfusion Transmissible Infections (TTIs) such as human immune-deficiency virus (HIV-I/II), hepatitis B virus (HBV), Hepatitis C virus (HCV), Malaria parasite (MP) and syphilis can spread through contaminated blood or blood products. The present study was designed to analyze the prevalence of TTIs and their association with blood group, among the blood donors of Delhi. Blood group was determined by hem-agglutination using Gel card. HIV, HBV, and HCV test was performed by ELISA, syphilis by RPR and MP rapid card method. A total of 345(2.038%) blood donors were positive for TTIs. Prevalence of HBV, HCV, HIV-I/II, syphilis and MP were 188(1.111%), 73(0.431%), 34(0.201%), 49(0.29%) and 1(0.006%) respectively. Our result shows a trend of decrease in prevalence of TTIs; 2.267%, 2.111% and 1.614% between the year 2020, 2021 and 2022 respectively. Significant association of syphilis infection (P=0.036) and HCV infection (P=0.012) with ABO blood group antigen was observed. Blood group O donors were 1.81 times more infected with syphilis compared to donor having A and B antigen. Donors having blood group antigen B were 1.80 times more infected with HCV compared to donor not having B antigen. HBV and HIV prevalence found to be not associated with ABO and Rh blood group antigens. A low prevalence of TTIs positivity was observed among blood donors. Public awareness, proper counseling, medical examination and testing can help to minimize TTIs. Our study results shows ABO blood group has an association with HCV and VDRL infection.

Effect of COVID-19 pandemic on blood transfusion service: an experience from a regional blood transfusion center.

The unforeseen and uncertain life-threatening situation of the COVID-19 pandemic dramatically affected all areas of the human daily work schedule. This study was designed to assess the impact of the COVID-19 pandemic on blood transfusion services and discuss the adopted confrontation measures for uninterrupted blood supply during the pandemic situation. The data on blood donation, blood component preparation, and issue from January 2019 to December 2022 were collected from the inventory registers of the RBTC, Delhi, India. Compared to the non-pandemic year 2019, during the year 2020, all variables decreased gradually. The observed maximum decrease in variables such as blood collection (-79.16%) in the month of October, blood issue (-71.61%) in the month of August, random donor platelets (RDP) preparation (-98.09%) in the month of October, RDP issue (-86.08%) in the month of September, fresh frozen plasma (FFP) preparation (-100%) in the month of October, and FFP issue (-96.08%) in the month of July with an annual decrease of -45.52%, -42.87%, -33.00%, -59.79%, -40.98%, and -54.48%, respectively, as compared to year 2019. Compared to year 2020, in year 2021, the annual increase in blood collection, blood issue, FFP preparation, FFP issue, RDP preparation, and RDP issue was +50.20%, +21.68%, +65.31%, +78.52%, +116.23%, and +213.30%, respectively. Our study results show that the COVID-19 pandemic has significantly affected blood transfusion services at our blood bank. The adopted coping strategies to maintain the safe and uninterrupted blood transfusion chain at our blood bank gave us lessons for future preparedness if faced with a similar situation.

Artificial Intelligence-driven Digital Cytology-based Cervical Cancer Screening: Is the Time Ripe to Adopt This Disruptive Technology in Resource-constrained Settings? A Literature Review.

Cervical cancer is still a public health scourge in the developing countries due to the lack of organized screening programs. Though liquid-based cytology methods improved the performance of cervical cytology, the interpretation still suffers from subjectivity. Artificial intelligence (AI) algorithms have offered objectivity leading to better sensitivity and specificity of cervical cancer screening. Whole slide imaging (WSI) that converts a glass slide to a virtual slide provides a new perspective to the application of AI, especially for cervical cytology. In the recent years, there have been a few studies employing various AI algorithms on WSI images of conventional or LBC smears and demonstrating differing sensitivity/specificity or accuracy at detection of abnormalities in cervical smears. Considering the interest in AI-based screening modalities, this well-timed review intends to summarize the progress in this field while highlighting the research gaps and providing future research directions.

Expression of Epidermal Growth Factor Receptor (EGFR) and ß-catenin in Colorectal Carcinoma and its Correlation with Tumor Grade and Stage.

Colorectal cancer (CRC) is considered the result of the cumulative effect of multiple mutations within the cell that allow it to escape growth control and regulatory mechanisms. EGFR overexpression has been suggested as a factor of poor prognosis in various cancers. ß-catenin plays a role in the Wnt signaling pathway of colorectal cancers. An analytical cross-sectional study was conducted over a period of two years comprising 20 colectomy specimens. Clinicopathological details were documented, and immunohistochemistry (IHC) for EGFR and ß-catenin was performed. EGFR-Brown membranous staining was observed; ß-catenin-Brown membranous or nuclear staining was observed. IHC scoring was done, taking into account the intensity of staining and the percentage of positive tumor cells. The mean age of patients with colorectal carcinoma was 47.45 ± 14.8 (mean + SD) years. No statistically significant difference was noted in the EGFR immunoexpression and tumor grade (p value = 0.361) as well as the TNM stage (p value = 0.699). There was no statistically significant difference between ß-catenin immunoexpression and tumor grade (p value = 0.444) and TNM stage (p value = 0.911). A statistically significant difference was noted in the EGFR and ß-catenin immunoexpression (p = 0.0001). EGFR and ß-catenin expression was observed in 50% and 65% of cases, respectively. EGFR and ß-catenin expression was not associated with histological tumor grade and TNM stage of the tumor. In the present study, EGFR expression was significantly associated with ß-catenin immunoexpression.

Stromal microenvironment namely angiogenesis, tumor-infiltrating lymphocytes, and matrix metalloproteinase in invasive breast carcinoma: Do they have a prognostic role?

Background: The role of stromal microenvironment in growth, invasiveness, and metastatic potential of breast carcinoma (BC) is being recognized increasingly, both to predict prognosis and as potential therapeutic targets. The present study aimed to evaluate the correlation of angiogenesis, tumor-associated lymphocytes, and stromal CD10 expression with clinicopathologic parameters. Materials and Methods: This study included 100 consecutive cases of invasive BC undergoing modified radical mastectomy. Relevant clinical details, pathological grade, lymph nodal status, and clinical stage were noted. Paraffin-embedded sections were subjected to immunohistochemistry for CD34, CD20, CD45RO, and CD10. Microvessel density (MVD), tumor-associated lymphocytes, and stromal CD10 expression were estimated from these sections. Statistical analysis was done using nonparametric tests to correlate the clinic-pathologic features with each of these parameters. Results: MVD was found to be significantly higher in Grade III, node-positive cases, and higher stage breast cancers (P < 0.05). The number of T-lymphocytes was higher in node-positive cases, while B-lymphocytes were lower in number in higher grade tumors. CD10 expression showed a significant positive association with tumor grade, nodal status, and stage (P < 0.05 for each). Conclusion: This study demonstrates that changes in stromal microenvironment of BC such as MVD, tumor-associated lymphocytes, and stromal CD10 expression correlate with the clinicopathological parameters and hence may be exploited as prognostic markers or therapeutic targets, based on further larger studies.

Highly active antiretroviral therapy (HAART) and outcome of cervical lesions and high-risk HPV in women living with HIV (WLHIV): A systematic review and meta-analysis.

BACKGROUND: Collating evidence on the impact of highly active antiretroviral therapy (HAART) on the outcome of cervical lesions or human papillomavirus (HPV) infection among women living with HIV (WLHIV) is essential to inform cervical cancer prevention in this vulnerable group. METHODS: We performed a systematic review and meta-analysis of cohort studies that were conducted between January 1, 1996 and January 31, 2022 and reported on the association of HAART with any of the outcomes: incidence, progression, or regression of cervical lesions or acquisition or clearance of HPV infection in WLHIV. Random-effect analysis was used for summary statistics and heterogeneity was assessed through I2 statistic. The protocol for this review has been registered on the PROSPERO database with registration number CRD42021285403. RESULTS: Among 11 studies, the summary estimate of incident cervical lesions was lower in WLHIV on HAART (0.81, 95% CI 0.60-1.08). HAART was associated with lower risk of cervical lesion progression (0.76, 95% CI 0.64-0.92, I2 55.6%) and higher regression rate of these lesions (1.43, 95% CI 1.06-1.94, I2 81%). Though HPV acquisition was not significantly lower in HAART users (0.83, 95% CI 0.40-1.70), the clearance of HPV infection was higher in WLHIV on HAART (1.41, 95% CI 1.14-1.76, I2 2.4%). CONCLUSION: This review provides evidence that HAART assists in reducing the incidence and progression of cervical lesions and enhancing their regression in women living with HIV. Hence, the HAART regime should be recommended to all WLHIV with advice for adherence to allow for early immune reconstitution.

Concurrent Cervical and Anal High-Risk Human Papillomavirus Infection in Women Living With HIV: An Observational Case-Control Study.

BACKGROUND: To evaluate the prevalence and correlates of concurrent uterine cervical and anal HR-HPV infections in women living with HIV (WLHIV). SETTING: A cross-sectional study was undertaken at a tertiary care hospital and linked ART center. METHODS: One hundred and forty-one WLHIV and 161 HIV-negative women were enrolled for cervical and anal cytology as well as HR-HPV testing using the HC2 method. Screen-positive women were followed-up with colposcopy/anoscopy and/or repeat cytology. Appropriate statistical tests were applied to assess the association of concurrent HR-HPV with various parameters. RESULTS: Concurrent cervical and anal HR-HPV infection was detected in 22 WLHIV (16.3%) and 5 HIV-negative women (3.1%), the difference being statistically significant ( P < 0.001 ). Among WLHIV, concurrent HR-HPV was associated with tobacco use ( P < 0.001 ), receptive anal intercourse ( P = 0.02 ), low CD4 counts ( P = 0.001 ), and negatively with ART intake ( P = 0.004 ) on bivariate analysis. Multivariate logistic regression analysis showed a positive association of concurrent HR-HPV positivity with tobacco use ( P = 0.02 ) and low nadir CD4 counts ( P = 0.03 ). CONCLUSIONS: WLHIV, especially those with CD4 counts less than 200/µL, should be offered HR-HPV screening and follow-up to detect cervical and anal lesions.

High Prevalence of Cervical High-Grade Lesions and High-Risk Human Papillomavirus Infections in Women Living with HIV: A Case for Prioritizing Cervical Screening in This Vulnerable Group.

INTRODUCTION: Women living with HIV (WLHIV) are at an increased risk of developing cervical precancerous lesions and cervical human papillomavirus (HPV) infection. This study aimed at evaluating the prevalence of cervical lesions and high-risk HPV (HR-HPV) infection in WLHIV in comparison to the HIV-negative women undergoing opportunistic screening. In addition, these findings among WLHIV were correlated with the clinic-demographic factors. METHODS: A cross-sectional study was conducted among WLHIVs at a tertiary hospital and linked antiretroviral therapy (ART) center, while HIV-negative women were recruited from the health promotion clinic at our institute. With informed consent, a semi-structured questionnaire was filled on demographic and epidemiological parameters. Conventional cervical smears and samples for HPV DNA detection by HC2 high-risk HPV DNA test were collected in all participants. Cervical smears were reported using the Bethesda system 2014. Appropriate statistical analysis was performed for bivariate and multivariate logistic regression analysis for comparison between WLHIV and HIV-negative women and for correlation of abnormal cervical cytology and HR-HPV infection among WLHIVs. RESULTS: The clinic-demographic characteristics of WLHIVs and HIV-negative women were similar. On cytology, the prevalence of cervical cytological abnormalities were significantly higher (p < 0.001) among WLHIVs (14.1%) compared to HIV-negative women (3.1%). High-grade lesions were seen in 3.7% of WLHIVs, while no high-grade lesions were detected in HIV-negative women. Cervical HR-HPV infection was also significantly higher (p < 0.001) in WLHIVs (28.9%) than HIV-negative women (9.3%). Cervical precancerous lesions in WLHIVs showed positive association with current sexually transmitted infection (STI), multiple sexual partners, tobacco use, and CD4 count less than 200/µL, while cervical HPV was positively associated with current STI, tobacco use, CD4 count less than 200/µL and negatively with ART intake. On multivariate logistic regression, cervical cytological abnormalities showed a significant association with multiple sexual partners (p < 0.001), while cervical HR-HPV infection was positively associated with current STI (p = 0.01), nadir CD4 count <200/µL (p = 0.004), abnormal cervical cytology (p = 0.002) and negatively with ART intake (p = 0.03). CONCLUSION: Women living with HIV have a significantly higher prevalence of cervical precancerous lesions and HR-HPV infection compared to the general population. Considering the lack of an organized population-based cervical cancer screening program in many low-resource countries like ours, specific focus on screening this highly vulnerable population to reduce the morbidity and mortality due to cervical cancer is imperative.

Anal cytological abnormalities and human papillomavirus infection in women living with HIV: A systematic review and meta-analysis.

OBJECTIVE: To provide a summary estimate of the prevalence of anal cytological abnormalities and human papillomavirus (HPV) infection as well as their covariates in women living with HIV (WLHIV). METHODS: Four databases - PubMed, Cochrane Library, ProQuest and Web of Science - were searched up to 31 May 2021 for studies reporting on the prevalence and/or covariates of abnormal anal cytology and/or anal HPV infection in WLHIV. The data were extracted independently by two authors using standardized extraction forms. Random effect models were used to estimate the summary effect sizes. RESULTS: A total of 29 studies were included in the analysis. The overall prevalence of anal cytological abnormalities in WLHIV was 28.5% [95% confidence interval (CI): 22.8-35.5]. High-grade cytological lesions were seen in 12.1% (95% CI: 8.5-17.2) of the abnormal smears. HPV infection (any type) in the anal samples was detected in 60.7% (95% CI: 54.1-68.0) of the samples while high-risk HPV was found in 44.0% (95% CI: 37.6-51.5). A positive association was seen between anal cytological abnormality and factors such as receptive anal intercourse [meta-risk ratio (meta-RR) = 1.6, 95% CI: 1.3-1.8], having multiple sexual partners (1.6, 95% CI: 1.0-2.5), CD4 count < 200 cells/µL (4.6, 95% CI: 3.0-6.9), anal HPV (4.6, 95% CI: 2.4-8.8), abnormal cervical cytology (2.3, 95% CI: 2.0-2.8), and cervical HPV (meta-RR 4.6, 95% CI: 2.2-9.8). Anal HPV infection was significantly associated with cervical HPV positivity (2.5, 95% CI: 1.2-5.3). CONCLUSIONS: Our results highlight the high prevalence of abnormal anal cytology and HPV infection in WLHIV. The positive association of anal cytological abnormality with parameters such as abnormal cervical cytology, cervical HPV infection and low CD4 count suggests that anal sex history and examination may be considered in WLHIV undergoing screening for sexually transmitted infection and possessing any of these risk factors.

A case report of small round cell tumor of palm: A difficult code to decipher on cytology.

INTRODUCTION: Small round cell tumors (SRCT) are difficult to sub categorise on fine-needle aspiration cytology (FNAC) samples as they are rare and it is difficult for cytopathologists to obtain enough experience for rendering reliable diagnoses. Various sub categories of SRCTs are morphologically very similar. Many SRCTs do not have specific antigens which could be demonstrated with immunocytochemistry (ICC) or they lose them when poorly differentiated. Besides, cross-reactivity exists between some SRCTs. Suboptimal FNAC sampling from a heterologous component and unstandardized performance of ICC contributes to the pitfalls. PRESENTATION OF THE CASE: A 40-year-old male presented with a swelling measuring 3 cm in diameter on palmar aspect of right-hand. Magnetic resonance imaging suggested cyst of tendon sheath. However, on cytology in combination with ICC, a diagnosis of non-lymphoid small round cells tumor was suggested, with confirmatory diagnosis on histopathology. CONCLUSION: FNAC assisted with ICC can be a rapid and economical diagnostic tool in cases of high-grade malignant tumors for which early diagnosis is extremely important.

Comparison of asynchronous and synchronous methods of online teaching for students of medical laboratory technology course: A cross-sectional analysis.

BACKGROUND: In the wake of the novel coronavirus pandemic, the closure of educational institutions has imposed a situation of potential gap in learning. Since training of medical and paramedical students is vital in creation of our army of these frontline health-care workers, this study was aimed at comparing the asynchronous and synchronous methods of online teaching for imparting training to students of medical laboratory technology (MLT). MATERIALS AND METHODS: This cross-sectional study included 33 students of the 1st-year batch of MLT course at a tertiary level hospital. Ten lectures each from the subject of biomedical statistics were delivered through asynchronous (lecture shared on WhatsApp group) and synchronous (online live lecture) methods followed by a brief examination for each topic. A short survey was designed to assess the students' perception of clarity of concepts, confidence of solving the examination, and their preference for one of these methods. Appropriate statistical tests were applied to the data. RESULTS: Synchronous method of online teaching was preferred by majority of the students (P < 0.001). Students' clarity in understanding of the concepts (P < 0.001) and confidence of the ability to solve examination questions (P < 0.05) was higher after synchronous teaching. The examination scores after synchronous online teaching were significantly higher (P = 0.0156) than those for topics covered through asynchronous method. CONCLUSION: Online teaching, especially the synchronous method, offers an opportunity of continuum of training during crisis situations such as the ongoing novel coronavirus pandemic. The wide availability of internet services and the ever-changing global situation mandates readiness for this modality of teaching, both for the teachers and the students.

The Milan System for Reporting Salivary Gland Cytopathology: An outcome of retrospective application to three years' cytology data of a tertiary care hospital.

OBJECTIVES: Fine-needle aspiration cytology (FNAC) of the salivary gland lesions has diverse and sometimes overlapping features that pose a diagnostic challenge for the cytopathologists. The Milan System for Reporting Salivary Gland Cytopathology (MSRSGC) has been introduced to bring uniformity in the reporting of salivary gland FNAC and improve the clinic-pathologic communication resulting in better patient management. The aim of the present study was to assess the application of the MSRSGC on FNAC specimens of salivary gland lesions at a tertiary care hospital. MATERIAL AND METHODS: All salivary gland aspiration cytology cases along with histopathology follow-up of salivary gland lesions, wherever available, over a period of 36 months were analyzed and re-categorized according to MSRSGC into six categories and the risk of malignancy (ROM) was computed. RESULTS: Of the 123 patients, 23 (18.69%) were classified as non-diagnostic, 39 cases (31.7%) as non-neoplastic, one (0.81%) as atypia of undetermined significance (AUS), benign neoplasm in 49 (39.8%) cases, uncertain malignant potential in two cases (1.63%), suspicious of malignancy in two cases, and malignant in seven cases (5.69%). Out of 123 cases, histopathological correlation was available in 34 cases, for which the ROM was calculated. The ROM was 0% for non-neoplastic, 11.1% for benign neoplasm, and 100% each for salivary neoplasm of uncertain neoplastic potential, and 100% for malignant categories. CONCLUSION: In the present study, the distribution of cases according to MSRSGC was comparable with the previous studies. The proportion of cases classified as AUS was within the goal set by MSRSGC at less than 10%. A risk-based stratification of salivary gland lesions in the form of MSRSGC is essential in the present era to guide and alert the clinician about the subsequent management plan and convey the ROM.

Role of Red Cell Indices in Screening for Beta Thalassemia Trait: an Assessment of the Individual Indices and Application of Machine Learning Algorithm.

Antenatal screening for beta thalassemia trait (BTT) followed by counseling of couples is an efficient way of thalassemia control. Since high performance liquid chromatography (HPLC) is costly, other cost-effective screening methods need to be devised for this purpose. The present study was aimed at evaluating the utility of red cell indices and machine learning algorithms including an artificial neural network (ANN) in detection of BTT among antenatal women. This cross-sectional study included all antenatal women undergoing thalassemia screening at a tertiary care hospital. Complete blood count followed by HPLC was performed. Receiver operating characteristic (ROC) curve analysis was performed for obtaining optimal cutoff for each of the indices with determination of test characteristics for detection of BTT. Machine learning algorithms including C4.5 and Naïve Bayes (NB) classifier and a back-propagation type ANN including the red cell indices was designed and tested. Over a period of 15 months, 3947 patients underwent thalassemia screening. BTT was diagnosed in 5.98% of women on the basis of HPLC. ROC analysis yielded the maximum accuracy of 63.8%, sensitivity and specificity of 66.2% and 63.7%, respectively for Mean corpuscular hemoglobin concentration (MCHC). The C4.5 and NB classifier had accuracy of 88.56%-82.49% respectively while ANN had an overall accuracy of 85.95%, sensitivity of 83.81%, and specificity of 88.10% in detection of BTT. The present study highlights that none of the red cell parameters standalone is useful for screening for BTT. However, ANN with combination of all the red cell indices had an appreciable sensitivity and specificity for this purpose. Further refinements of the neural network can provide an appropriate tool for use in peripheral settings for thalassemia screening.

Optimization of Man Power Deployment for Covid-19 Screening in a Tertiary Care Hospital: A Study of Utility of Queuing Analysis.

OBJECTIVES: The recent Covid-19 pandemic has burdened the healthcare facilities, especially in the presence of limited infrastructure. We aimed at applying a queuing model to the Covid-19 screening area so as to optimize the screening services and ensuring that no patient is refused the service. METHODS: The mean arrival time of patients, number of physicians, mean screening time and queue characteristics were observed and entered in the M/M/c/K queuing model using R programming to optimize the number of physicians required in the screening area. RESULTS: Considering the mean arrival of 7 patients in 10 minutes and screening of 3 patients in 10 minutes by 1 physician, 2 physicians were assigned. At this capacity, the probability of saturation of the system was 15% with patient loss rate of 1.05 per 10 minutes. Queuing simulation with 3 physicians reduced the patient loss rate to 0.013 per 10 minutes and a saturation probability of 0.2%. However, an increase of arrival rate from 10 to 20 led to an early saturation of the system. CONCLUSION: Queuing models offer an opportunity for the healthcare providers and hospital administrators to optimize patient care services, especially in critical areas with an ever-changing situation such as the current pandemic.

Codetection of pulmonary tuberculosis and toxoplasmosis in a pediatric bronchoalveolar lavage specimen: A cytologist's assistance to clinical management.

BACKGROUND: Toxoplasmosis causes serious and sometimes life-threatening disease in immunocompromised patients like organ transplant recipients, immunodeficiency disorders or HIV-infected individuals. The co-occurrence of toxoplasmosis in a respiratory sample harboring tuberculosis (TB) may be missed especially in an area endemic for the latter infection. CASE REPORT: A 10-year-old child presented with complaints of fever with loss of appetite and weight. Based on radiological and clinical features, a presumptive diagnosis of pulmonary TB was made and bronchoalveolar lavage (BAL) performed for cytological and microbiological confirmation. Smears from BAL showed numerous lymphocytes along with few ciliated columnar epithelial cells. Ziehl-Neelsen stain for acid-fast bacilli was positive. The Giemsa-stained cytosmears also showed clusters of crescent-shaped tachyzoites of toxoplasma gondii in a background of lymphocytes. The patient was initiated on anti-tubercular therapy with marked clinical improvement. CONCLUSION: A diligent screening of cytosmears for a possible coinfection in a TB-positive sample is essential for the cytopathologists to detect coexisting toxoplasmosis, which is a rare but treatable disease.

Incidental detection of microfilaria in cyst fluid of Mucinous cystadenocarcinoma of ovary: A rare case report.

INTRODUCTION: Filariasis is a major health problem in certain parts of India. Microfilaria detection on exfoliative and fluid cytology is extremely rare and it is even very rare to find microfilaria coexistent with neoplastic lesions. PRESENTATION OF CASE: A 45-year-old nulliparous female, who presented with complaints of lower abdominal swelling and pain. Initially, a clinical diagnosis of cystadenoma was made. Ascitic fluid cytology of the patient showed 3-dimensional clusters of cells along with an occasional microfilaria. On histopathology, a diagnosis of Mucinous cystadenocarcinoma of ovary was made. DISCUSSION: Most common cause of lymphatic filariasis is W. bancrofti followed by Brugia species and it affects young adults. The adult form of the filaria lodge in lymph vessels, and due to lymphatic blockage in neoplasms they appear in tissue fluid or on surface material. It is the first case report of microfilaria being detected in ovarian cystic fluid cytology in a patient of Mucinous cystadenocarcinoma of ovary. CONCLUSION: Filaria is an incidental finding in most of the cases, hence, cytopathologist should be vigilant and careful screening of all the slides should be done, especially in a country like India, where it is highly endemic.