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Development and Validation of a Prognostic Model for Lung Cancer Based on Machine Learning and Immune Microenvironment Analysis

J Cell Mol Med. 2025 Dec;29(23):e70962. doi: 10.1111/jcmm.70962.

ABSTRACT

Lung cancer prognosis varies significantly among patients, highlighting the need for accurate prediction tools. Emerging evidence suggests that the immune microenvironment plays a crucial role in lung cancer progression and treatment response. We collected RNA expression profiles and clinical data of lung cancer patients from TCGA and GEO databases. Differential expression analysis identified 276 lung cancer-associated genes using strict statistical criteria (logFC > 1, FDR < 0.05). Unsupervised consensus clustering divided patients into ‘lung cancer-related’ and ‘non-lung cancer-related’ subgroups. We evaluated 10 machine learning algorithms and 101 algorithmic combinations for prognostic model development. Single-cell RNA sequencing data were analysed using Seurat and CellChat to investigate immune cell interactions within the lung cancer microenvironment. Our prognostic model demonstrated excellent predictive performance with AUC values of 0.874, 0.891 and 0.925 at 1, 2 and 3 years, respectively (C-index = 0.874). Six key immune genes (TLR2, TLR4, CCR7, IL18, TIRAP and FOXP3) showed cell-type specific expression patterns in the lung cancer microenvironment. Intercellular communication analysis revealed complex signalling networks between B cells, T cells, NK cells and dendritic cells. CIBERSORT and ESTIMATE analyses confirmed significant differences in immune infiltration between high-risk and low-risk patients, with distinct patterns of T cell subsets, macrophages and dendritic cells. This study provides a reliable prognostic tool for lung cancer and offers insights into the critical role of the immune microenvironment in lung cancer pathogenesis. Our findings may guide the development of personalised immunotherapy strategies for lung cancer patients.

PMID:41319095 | DOI:10.1111/jcmm.70962

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Outcome of Referred Obstetric Patients in Paropakar Maternity and Womens Hospital

J Nepal Health Res Counc. 2025 Oct 17;23(2):282-287. doi: 10.33314/jnhrc.v23i02.4848.

ABSTRACT

BACKGROUND: Lack of a structured referral system is a challenging hurdle in developing countries like Nepal that delays in management. Identification causes of delays and their timely management is of immense importance. The study aimed to assess the maternal and fetal outcome of referred-in obstetric patients and to identify various maternal determinants of referrals inParopakar Maternity and Women’s Hospital.

METHODS: A prospective study was conducted during 3 months duration from May to June 2021 among undelivered obstetric cases who were referred to Paropakar Maternity and Women’s Hospital. Study excluded self-referrals, without referral slips and postpartum patients. Maternal determinants, mode of management, maternal and fetal outcomes were noted.

RESULTS: Out of 47 cases enrolled, most common diagnosis of referral was hypertensive disorder accounting for 19.14% followed by intrauterine growth restriction comprising 10.6%. Of total, 55.3% of referred patients were from the district hospitals. Ambulances rescued 78.7% of cases and 10.6% were rescued by helicopter. About 12.7% of the referred cases required intensive care management. Live birth were 86.3%, still birth 4.5% and 9.1% of Intrauterine Fetal Death.

CONCLUSIONS: Among the varied high risk cases, most common diagnosis at the time of referral was hypertensive disorders followed by cases requiring critical care and surgical management. This highlights need and scope of strengthening emergency obstetric care centres and early identification and treatment of high risk cases antenatally at every level of health centres.

PMID:41319084 | DOI:10.33314/jnhrc.v23i02.4848

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Factors Associated with Male Involvement in Family Planning Utilization in a Tharu Community

J Nepal Health Res Counc. 2025 Oct 17;23(2):256-262. doi: 10.33314/jnhrc.v23i02.4817.

ABSTRACT

BACKGROUND: Male involvement in family planning not only enhances the couple’s uptake but also provides continuity through spousal coordination to meet the family planning need. The study aims to assess the factors associated with male involvement in family planning utilization.

METHODS: A descriptive cross-sectional study design was used in Madhyabindu Municipality from14th August to 10th September 2022. After proportionately selecting from each ward, the data was collected through a systematic random sampling technique among Tharu married males who were living together with reproductive age group wives. Data was analysed by using SPSS version-16. Descriptive and inferential statistics were used for the data analysis.

RESULTS: Of the 151 males, almost half (49.7%) of the male had completed secondary level education. The majority (80.1%) had decided together by husband and wife about the contraceptive use. The majority (67.5%) of the male had active involvement in family planning utilization, while half (51.7%) of them visited family planning clinic and users of modern family planning methods were 40.4%. Most of (95.4%) them had easy access to temporary FP services and majority (74.2%) had easy access to permanent FP services. Education (p = 0.001), prior use of contraception (p = 0.001), and easy access to permanent family planning methods (p = 0.012) were statistically significant with male involvement in family planning utilization.

CONCLUSIONS: Two-fifth of the males were users of family planning methods. Education, prior use of contraception and easy access to family planning services were the significant factors associated with male involvement in family planning utilization.

PMID:41319083 | DOI:10.33314/jnhrc.v23i02.4817

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Health Promoting Lifestyle and Health Related Quality of Life among Hypertensive Patients

J Nepal Health Res Counc. 2025 Oct 17;23(2):296-303. doi: 10.33314/jnhrc.v23i02.4812.

ABSTRACT

BACKGROUND: Health promoting lifestyle refers to the healthy practices that improves health. The objective of the study was to assess health promoting lifestyle and health related quality of life among hypertensive patients attending a tertiary level hospital.

METHODS: Cross sectional study design was used among 255 hypertensive patients, selected purposively from those attending cardiology OPD. Data were collected by using Health Promoting Lifestyle Profile tool and Short Form-36 Health Survey tool through face to face interview. Data were analyzed by using descriptive, inferential statistics with SPSS version 16.

RESULTS: Health promoting lifestyle among hypertensive patients was at intermediate level (median score=130) with the highest score in spiritual growth (29.48) and the lowest score in physical activity (12.33) subscale. Health related quality of life among hypertensive patients was good (median score=64.45) with the highest score in mental health (80.61) and the lowest score in role physical (49.90) subscale. Health promoting lifestyle and health related quality of life were found positively correlated (r=0.757) and statistically significant (p <0.001). This study found that increasing age, longer duration of hypertension and presence of comorbidities were associated with lower HRQOL whereas being married and being literate were associated with higher HRQOL (p<0.005). Hierarchical regression analysis revealed that being married, education level, presence of comorbidities and six subscales of health promoting lifestyle (spiritual growth, interpersonal relationship, nutrition, health responsibility, stress management and physical activity) were influencing factors of health related quality of life among hypertensive patients (p<0.005).

CONCLUSIONS: Health promoting lifestyle is an important factor that influences health related quality of life among hypertensive patients.

PMID:41319081 | DOI:10.33314/jnhrc.v23i02.4812

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Status of Physical Activity and Associated Factors among Secondary School Teachers in Pokhara Metropolitan, Nepal

J Nepal Health Res Counc. 2025 Oct 17;23(2):320-328. doi: 10.33314/jnhrc.v23i02.4762.

ABSTRACT

BACKGROUND: Cardiovascular diseases are a leading cause of death globally, with physical inactivity as a significant risk factor. In Nepal, lifestyle-related health issues are rising, necessitating an understanding of physical activity patterns in specific groups like secondary school teachers. This study aims to assess the status of physical activity and associated factors among secondary school teachers in Pokhara, Nepal.

METHODS: A cross-sectional study was conducted from December 2022 to April 2023 among 406 secondary school teachers in Pokhara. Physical activity was measured using the IPAQ-long form, and other variables were collected through self-administered questionnaires. Univariate and bivariate analyses were followed by logistic regression to calculate adjusted odds ratios (aOR) for factors associated with moderate and high physical activity.

RESULTS: Most participants were male (53%) and Brahmins/Chhetris (69.2%), with a mean age of 38.65 years. The majority (86.3%) met WHO physical activity guidelines, with 65.3% reporting moderate and 21.5% high activity levels. Higher physical activity was associated with being male (aOR: 2.19, 95% CI: 1.11-4.35), higher education (aOR: 2.88, 95% CI: 1.45-5.73), walking while teaching (aOR: 9.13, 95% CI: 4.20-19.87), and access to walking areas (aOR: 2.28, 95% CI: 1.12-4.62).

CONCLUSION: Male teachers, those with higher education, and those who walked while teaching were more likely to engage in higher physical activity. Access to walking-friendly environments also positively influenced activity levels. Promoting walking friendly spaces and addressing educational and occupational factors could enhance physical activity among teachers. Keyword: Cardiovascular disease; international physical activity questionnaire; metabolic equivalents.

PMID:41319075 | DOI:10.33314/jnhrc.v23i02.4762

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Profile of Sexual Assault among Children’s Examined Under One Stop Crisis Management Center

J Nepal Health Res Counc. 2025 Oct 17;23(2):243-246. doi: 10.33314/jnhrc.v23i02.4753.

ABSTRACT

BACKGROUND: Sexual assault is one of the most traumatic crimes which leaves a deep mental and emotional scar in the victim’s life. Mostly girls are the victims of sexual assault whereas boys are also victimized but are few in number. This heinous incidence hampers the normal growth and development of a growing child making them vulnerable to psychiatric disorder, drug abuse disorder and anti-social conducts in adult. This study aims at identifying the incidence of child sexual abuse in different municipal areas of Kavrepalanchok district of Nepal Methods:This is a retrospective study in which data of sexual assault victim less than 18 years presented at emergency department of Dhulikhel Hospital, KUSMS through One-stop Crisis Management Center (OCMC) by the investigating authority was studied. The data from 2076/09/01 B.S. to 2080/12/30 B.S. was included in the study. Total of 127 cases were studied.

RESULTS: Mandandeupur rural municipality reported highest number of child victims of sexual assault i.e., 14.17%. Out of 127 victims, 4 of them were male and rests were female. Most of the victims (74.01%) were of 12-18 years age. Most of the perpetrators (51.18%) were strangers to the victim. The cases of sexual assault with children occurred mostly in the places other than house (45.66%). More than one fourth of the victims (26.77%) sustained some type of bodily injuries.

CONCLUSIONS: Sexual assault among children is predominant among females and mostly between the teenager age group with perpetrators being stranger to the victim Psychological screening of the potential pedophiles could lead to minimizing the incidence of child sexual assault and abuse. Psychosocial counseling to the victim is must to prevent the devastating psychological effects of sexual abuse.

PMID:41319074 | DOI:10.33314/jnhrc.v23i02.4753

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Asymptomatic Bacteriuria, their Related Risk Factors and Antibiotic Susceptibility Pattern of Isolates Among Hemodialysis Patients

J Nepal Health Res Counc. 2025 Oct 17;23(2):329-334. doi: 10.33314/jnhrc.v23i02.4752.

ABSTRACT

BACKGROUND: Asymptomatic bacteriuria in hemodialysis patients is a common problem due to their decreased immunity and renal function which often leads to development of urinary tract infection and other complications. However, there are no adequate guidelines that recommend the routine screening and management of such patients in most of the developing countries including Nepal resulting in antibiotic misuse. This study was done to find the magnitude of asymptomatic bacteriuria among hemodialysis patients along with their antibiotic susceptibility and related risk factors.

METHODS: A descriptive cross-sectional study was conducted on hemodialysis patients from July 2023 to January 2024. Midstream clean catch technique was used for urine collection. Urine specimens were processed for identification of uropathogens and their antibiotic susceptibility test by Kirby Bauer disk diffusion method following standard guidelines. Statistical analysis was done by Excel 2016 and SPSS 26, the point estimate was calculated at a 95% confidence interval.

RESULTS: The overall prevalence of asymptomatic bacteriuria was 27%. Escherichia coli (43.47%) was the most frequent isolate. Imipenem and Amikacin were the most sensitive antibiotics among Gram negative isolates while Ceftriaxone and Nitrofurantoin were the most resistant antibiotics. Pseudomonas aeruginosa was the major multidrug resistant pathogen. Hypertension and Diabetes Mellitus were commonly associated risk factors for asymptomatic bacteriuria in hemodialysis patients.

CONCLUSIONS: This study demonstrates high prevalence of asymptomatic bacteriuria among hemodialysis patients. Routine screening of asymptomatic bacteriuria aids in early detection and management of complications along with optimization of antibiotic use.

PMID:41319073 | DOI:10.33314/jnhrc.v23i02.4752

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Food Insecurity and Nutritional Status among Pregnant Women

J Nepal Health Res Counc. 2025 Oct 17;23(2):343-350. doi: 10.33314/jnhrc.v23i02.4724.

ABSTRACT

BACKGROUND: Adequate nutrition during pregnancy is crucial for maternal and fetal health. This study aims to assess the nutritional status, food insecurity, and socio-demographic factors affecting the nutritional status of pregnant women in this region.

METHODS: A cross-sectional study was conducted among 903 pregnant women in Kailali district. Data were collected using structured questionnaires covering socio-demographic characteristics, food insecurity and knowledge of nutrition. Nutritional status was assessed using Mid-Upper Arm Circumference (MUAC). Statistical analysis was performed to identify associations between nutritional status and various factors.

RESULTS: The majority of women (68.6%) had normal nutritional status (MUAC >23 cm), while 31.4% were either had severe or moderate malnutrition. Approximately 10% to 12% of participants reported food insecurity. A significant association was found between higher MUAC and factors such as sufficient nutrition knowledge, regular antenatal care visits, increased dietary intake, and a higher pre-pregnancy BMI. Ethnic disparities were also noted, with Dalit, Janjati, and Brahmin women having higher MUAC compared to Madeshi and Muslim women.

CONCLUSIONS: Nutritional deficiencies and food insecurity remain significant challenges for pregnant women in Kailali district. Strengthening nutrition education, improving food security, and promoting antenatal care can improve maternal nutrition and health outcomes.

PMID:41319071 | DOI:10.33314/jnhrc.v23i02.4724

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Prevalence of hypertension and its associated factors among school teachers in Amargadhi Municipality, Far-Western Province of Nepal

J Nepal Health Res Counc. 2025 Oct 17;23(2):351-360. doi: 10.33314/jnhrc.v23i02.4723.

ABSTRACT

BACKGROUND: The burden of hypertension is increasing, especially in low- and middle-income countries like Nepal. Occupation is one of the risk factors correlated with hypertension, among others. There is limited evidence about its prevalence among school teachers in Nepal. Therefore, the study aims to identify the prevalence of hypertension and its associated factors among school teachers.

METHODS: A school-based cross-sectional study was conducted from September 1st to October 12th, 2023, at Amargadhi Municipality among two hundred twenty-three (223) school teachers using a two-stage stratified random sampling technique. Data on socio-demographic profiles and behavioral factors, including a history of diabetes and hypertension, as well as blood pressure, were collected using a standardized method.

RESULTS: The overall prevalence of hypertension was 14.7% and 8.9% were taking antihypertensive medication. After excluding medication (n=203), 41% of participants had pre-hypertension systolic, and 3.9% had Systolic hypertension. Diastolic blood pressure followed a similar pattern: 53.7% had pre-hypertension, and 6.4% had hypertension. About 96% of them had controlled systolic blood pressure, and nearly 90% had controlled diastolic blood pressure. The mean diastolic and systolic blood pressures were 76.98 (8.72) mmHg and 115 (11.93) mmHg, respectively. The Stepwise regression showed that both diastolic and systolic blood pressure were significantly associated with sex and body mass index.

CONCLUSIONS: There is a high prevalence of hypertension and pre-hypertension among study participants. To effectively prevent and control hypertension, it is essential to prioritize school teachers in public health initiatives. As respected role models within their communities, teachers can influence the adoption of healthy lifestyles and behaviors.

PMID:41319070 | DOI:10.33314/jnhrc.v23i02.4723

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Antidiabetic and Metabolic Effects of Turmeric (Curcuma Longa) in Patients with Type 2 Diabetes Mellitus or Hyperglycemia – A Systematic Meta-Review and Meta-Analysis

J Nepal Health Res Counc. 2025 Oct 17;23(2):216-235. doi: 10.33314/jnhrc.v23i02.4708.

ABSTRACT

BACKGROUND: Curcumin, the primary bioactive compound in turmeric (Curcuma longa Linn.), has demonstrated potential benefits in managing type 2 diabetes mellitus (T2DM) and hyperglycemia. This systematic meta-review aimed to evaluate the effectiveness of turmeric in improving glycemic control, lipid profiles, and other metabolic markers in the patients with T2DM or hyperglycemia.

METHODS: A comprehensive literature search was conducted across seven electronic databases to identify relevant studies published up to December 2023. Inclusion criteria focused on randomized controlled trials included in systematic reviews or meta-analyses assessing curcumin’s effects on metabolic markers. Data were extracted systematically, and the methodological quality of included reviews was assessed using AMSTAR-2. Meta-analyses were performed using STATA 17 to synthesize outcomes for fasting blood glucose (FBG), glycated hemoglobin (HbA1c), lipid profiles, and other markers, employing random-effects models to account for heterogeneity.

RESULTS: Thirteen systematic reviews and meta-analyses of 63 unique randomized controlled trials involving 3706 human participants met the inclusion criteria. The pooled analysis revealed that curcumin significantly reduced FBG (mean difference [MD] = – 6.30 mg/dL; 95% CI: – 9.33, – 3.27), HbA1c (MD = – 0.31%; 95% CI: – 0.57, – 0.05), low – density lipoprotein (LDL) cholesterol (MD = – 5.95 mg/dL; 95% CI: – 9.43, – 2.47), and triglycerides (TG) (MD = -12.88 mg/dL; 95% CI: – 20.09, – 5.67) while increasing high-density lipoprotein (HDL) cholesterol (MD = 1.46 mg/dL; 95% CI: 0.37, 2.56). No significant effects were observed on total cholesterol, blood pressure, body mass index, blood urea nitrogen, or creatinine levels. Heterogeneity across studies was high but consistent with meta-analytical expectations for diverse populations and interventions.

CONCLUSIONS: Curcumin supplementation shows statistically significant improvements in glycemic control and lipid profiles in individuals with T2DM or hyperglycemia, supporting its potential as an adjunct therapy. However, its effects on renal markers, blood pressure, and body weight remain inconclusive. Moreover the efficacy of the crude powder of turmeric remain unexplored. Future trials should address long-term efficacy and safety to optimize the therapeutic role of curcumin and turmeric powder in diabetes management.

PMID:41319069 | DOI:10.33314/jnhrc.v23i02.4708