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Nevin Manimala Statistics

Construction and Validation of Prognosis Nomogram for Metastatic Lung Squamous Cell Carcinoma: A Population-Based Study

Technol Cancer Res Treat. 2022 Jan-Dec;21:15330338221132035. doi: 10.1177/15330338221132035.

ABSTRACT

Purpose: This study aimed to establish a nomogram to predict overall survival in lung squamous cell carcinoma patients with metastasis for clinical decision-making. Methods: We investigated lung squamous cell carcinoma patients diagnosed with stage M1 in the Surveillance, Epidemiology, and Final Results database between 2010 and 2015. They were divided into training cohort and validation cohort. In the training cohort, statistically significant prognostic factors were identified using univariate and multivariate Cox regression analysis, and an individualized nomogram model was developed. The model was evaluated by C-index, area under the curve, calibration plot, decision curve analysis, and risk group stratification. Results: In total, 9910 patients were included in our study, including 6937 in the training cohort and 2937 in the validation cohort. Factors containing age, T stage, N stage, bone metastasis, brain metastasis, liver metastasis, surgery, chemotherapy, and radiotherapy were independent prognostic factors for overall survival and were used in the construction of the nomogram. The C-index in the training cohort and validation cohort were 0.711 (95% confidenc interval: 0.705-0.717) and 0.707 (95% confidenc interval: 0.697-0.717), respectively. The time-dependent area under the curve of both groups was higher than 0.7 within 5 years. Calibration plots indicated that the nomogram-predicted survival was consistent with the recorded 6-month, 1-year, and 2-year prognoses. Furthermore, decision curve analysis revealed that the nomogram was clinically useful and had a better discriminative ability to recognize patients at high risk than the TNM criteria-based tumor staging. And then we developed an overall survival risk classification system based on the nomogram total points for each patient, which divided all patients into a high-risk group and a low-risk group. Finally, we implemented this nomogram in a free online tool. Conclusion: We constructed a nomogram and a corresponding risk classification system predicting the overall survival of lung squamous cell carcinoma patients with metastasis. These tools can assist in patients’ counseling and guide treatment decision-making.

PMID:36217877 | DOI:10.1177/15330338221132035

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Nevin Manimala Statistics

Immunological and virological outcomes in children on lamivudine monotherapy: A South African public sector experience

S Afr Med J. 2022 May 31;112(6):413-417.

ABSTRACT

In resource-limited settings, holding regimens such as lamivudine monotherapy (LAM) have been used to manage HIV-positive children failing combination antiretroviral therapy to mitigate the risk of drug resistance developing, while adherence barriers are addressed or when access to second- or third-line regimens is restricted. South African HIV treatment guidelines previously advocated the use of LAM to manage HIV-infected children with virological failure. However, the outcomes of patients on LAM compared with those who continued on a failing regimen have not been well described. Objectives. To investigate characteristics of a large cohort of children placed on LAM and their outcomes. Methods. This was a retrospective review of children with virological failure and the documented M184V drug resistance mutation who were placed on LAM v. a control group of children who continued on a failing regimen despite persistent virological failure. Virological and immunological outcomes of LAM were compared with those in patients who remained on a failing regimen. Results. A total of 179 children were included in the analysis, with 92 in the LAM group and 87 in the control group. The median (interquartile range (IQR)) age at baseline was 9.2 (5.4 – 12) years, the median CD4 count was 384 (184 – 622) cells/μL, and the median HIV viral load was 4.7 (IQR 3.7 – 5.3) log10. Twenty-two children (25.6%) in the LAM group and 15 (17.4%) in the control group experienced immunological deterioration. There was no statistical difference between the two groups with regard to overall time to immunological deterioration (log-rank p-value 0.4810). Conclusion. Given that a higher proportion of children in the LAM group experienced immunological failure, the LAM strategy may be a useful short-term one but should be restricted to children with limited treatment options. Managing children with virological failure will continue to be a challenge until improved adherence strategies are available.

PMID:36217870

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Nevin Manimala Statistics

Maternal mental health and caregiver competence of HIV-positive and negative women caring for their singleton newborns in KwaZulu-Natal Province, South Africa

S Afr Med J. 2022 Jul 1;112(7):494-501.

ABSTRACT

BACKGROUND: Maternal mental health during the perinatal period has been of interest to many researchers, with antenatal depression and postnatal depression (PND) being a leading cause of morbidity. The adverse effects of maternal depression on the offspring throughout infancy, childhood and adolescence are well documented. Studies on the mental health of persons living with HIV have also reported a high prevalence of depression.

OBJECTIVES: To describe the prevalence of PND in a sample of HIV-positive and HIV-negative mothers delivering healthy singleton infants at one obstetric unit in KwaZulu-Natal (KZN) Province, South Africa, and the subsequent factors influencing neonatal behaviour and perceptions of caregiver competence. Correlations between the presence of PND and perceptions of caregiver competence (with the mother as caregiver), and between infant behaviour, the mother’s confidence in her competence as caregiver, and demographic and medical variables, were also examined.

METHODS: Demographic and clinical data were collected from 132 mothers at initial contact and from 32 mothers at the 6-week follow-up appointment. Mothers independently completed the Edinburgh Postnatal Depression Scale at each time point, and the Mother and Baby Scales (MABS) at the 6-week follow-up appointment.

RESULTS: The prevalence of depression among all mothers at initial contact was 72.0%, remaining high (68.8%) among the mothers who returned for follow-up. There was a statistically significant correlation between depression and employment at follow-up (p=0.013), and between depression and delivery method (p=0.030). The majority of mothers reported being ‘able to laugh and see the funny side of things’ and ‘looking forward with enjoyment to things’ at initial contact and follow-up. Thoughts of self-harm were reported by 44.7% of mothers at baseline, and by 53.1% at follow-up. Although most infants scored in the average clinical band for neonatal behavioural factors in the MABS, mothers reported lack of confidence, globally and in caring for their infant.

CONCLUSION: This study of maternal mental health of a sample of HIV-positive and HIV-negative mothers of infants in KZN revealed a higher prevalence of PND than reported in other studies. This population of mothers and infants is at risk of adverse outcomes of maternal depression, in addition to other possible risk factors.

PMID:36217860

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Nevin Manimala Statistics

Bleeding and thrombosis outcomes in hospitalised COVID-19 patients on low-molecular-weight heparin and antiplatelet therapy

S Afr Med J. 2022 Jul 1;112(7):472-477.

ABSTRACT

BACKGROUND: An increased incidence of thromboembolic events in hospitalised COVID‑19 patients has been demonstrated despite the use of low-molecular-weight heparin (LMWH). Antiplatelet therapy prior to admission and early in the disease course has been hypothesised to be protective against thrombosis.

OBJECTIVES: To describe the bleeding and thrombosis outcomes in hospitalised patients with confirmed COVID‑19 receiving LMWH, with and without concomitant antiplatelet therapy. Secondary objectives were to explore predictors of bleeding and thrombosis outcomes, and dosing practices of antiplatelet therapy and LMWH.

METHODS: We conducted a descriptive, cross-sectional study of bleeding and thrombosis outcomes at Tygerberg Academic Hospital, Cape Town, South Africa, during the first COVID‑19 wave, in 808 hospitalised patients with confirmed COVID‑19 receiving LMWH with and without concomitant antiplatelet therapy. Multivariate logistic regression analysis was performed if predictors were deemed statistically and clinically significant.

RESULTS: Patients receiving both LMWH and antiplatelet therapy had similar bleeding outcomes compared with patients only receiving LMWH (odds ratio (OR) 1.5; 95% confidence interval (CI) 0.6 – 4.0). Patients receiving both LMWH and antiplatelet therapy had increased odds of developing thrombosis compared with patients only receiving LMWH (OR 4.8; 95% CI 2.1 – 10.7).

CONCLUSION: The bleeding risk in COVID‑19 patients receiving both LMWH and antiplatelet therapy was not significantly increased. A potentially higher risk of thrombosis in patients receiving LMWH and antiplatelet therapy was observed. However, this could reflect confounding by indication. Randomised studies are required to further evaluate the use of antiplatelet therapy to treat hospitalised patients with COVID‑19.

PMID:36217857

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Nevin Manimala Statistics

Data-driven clustering of infectious disease incidence into age groups

Stat Methods Med Res. 2022 Oct 11:9622802221129041. doi: 10.1177/09622802221129041. Online ahead of print.

ABSTRACT

Understanding the patterns of infectious diseases spread in the population is an important element of mitigation and vaccination programs. A major and common characteristic of most infectious diseases is age-related heterogeneity in the transmission, which potentially can affect the dynamics of an epidemic as manifested by the pattern of disease incidence in different age groups. Currently there are no statistical criteria of how to partition the disease incidence data into clusters. We develop the first data-driven methodology for deciding on the best partition of incidence data into age-groups, in a well defined statistical sense. The method employs a top-down hierarchical partitioning algorithm, with a stopping criteria based on multiple hypotheses significance testing controlling the family wise error rate. The type one error and statistical power of the method are tested using simulations. The method is then applied to Covid-19 incidence data in Israel, in order to extract the significant age-group clusters in each wave of the epidemic.

PMID:36217843 | DOI:10.1177/09622802221129041

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Nevin Manimala Statistics

Sickle cell disease in Gulf Cooperation Council countries: a systematic review

Expert Rev Hematol. 2022 Oct 11. doi: 10.1080/17474086.2022.2132225. Online ahead of print.

ABSTRACT

INTRODUCTION: Evidence related to the national burden of Sickle Cell Disease (SCD) in Gulf Cooperation Council (GCC) largely fragmented. Thus, the aim of this study is to systemically review studies from GCC countries to assess the epidemiological profile of SCD.

AREAS COVERED: We searched combinations of key terms in MEDLINE/PubMed, CINAHL, and EMBASE. We selected relevant observational studies reporting the frequency, incidence, prevalence, risk factors, mortality rate, and complications of SCD among the GCC population. Studies restricted to laboratory diagnostic tests, experimental and animal studies, review articles, case reports and series, and conference proceedings and editorials were excluded. A total of 1,347 articles were retrieved, out of which 98 articles were found to be eligible and included in the study. The total number of participants from all the included studies was 3496447. The prevalence of SCD ranged from 0.24%-5.8% across the GCC and from 1.02%-45.8% for the sickle cell trait. Consanguineous marriage was a risk factor for likely giving children affected with hemoglobinopathies.

EXPERT OPINION: The prevalence of SCD and its complications vary among GCC. Because of the high prevalence of SCD and its complications, health authorities should focus on more rigorous prevention and treatment strategies.

PMID:36217841 | DOI:10.1080/17474086.2022.2132225

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Nevin Manimala Statistics

Prognostic Value of Preoperative Serum Carcinoembryonic Antigen for Overall Survival and Recurrence-Free Survival in Resectable Thymic Epithelial Tumors

Technol Cancer Res Treat. 2022 Jan-Dec;21:15330338221119340. doi: 10.1177/15330338221119340.

ABSTRACT

Introduction: Tumor markers have been shown to be closely related to the long-term survival of patients with cancer and the recurrence of various malignant tumors. However, their role in thymic epithelial tumors (TETs) remains to be elucidated. We aimed to investigate whether the preoperative tumor biomarkers carcinoembryonic antigen (CEA) and neuron-specific enolase (NSE) could serve as independent predictors of postoperative prognosis in patients with TETs. Materials and Methods: We retrospectively included a total of 111 patients with TETs who underwent thymectomy at our hospital. Cox regression analysis was used to evaluate the statistical significance of CEA and NSE as independent predictors of overall survival (OS) and recurrence-free survival (RFS). Kaplan-Meier curves were used to present the results of our survival analyses. Results: Cox regression analysis showed that T stage, World Health Organization (WHO) histologic type, tumor size, and CEA levels served as independent prognostic factors for OS (P < .05). Whereas for RFS, multivariate analysis showed that only T stage, WHO histologic type, and drinking history were independently associated with it (P < .05). Conclusion: Our study found that preoperative serum CEA levels and tumor size may be strong predictors of postoperative OS in patients with TETs.

PMID:36217838 | DOI:10.1177/15330338221119340

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Nevin Manimala Statistics

A flexible and efficient Bayesian implementation of point process models for spatial capture-recapture data

Ecology. 2022 Oct 11:e3887. doi: 10.1002/ecy.3887. Online ahead of print.

ABSTRACT

Spatial capture-recapture (SCR) is now routinely used for estimating abundance and density of wildlife populations. A standard SCR model includes sub-models for the distribution of individual activity centers and for individual detections conditional on the locations of these activity centers. Both sub-models can be expressed as point processes taking place in continuous space, but there is a lack of accessible and efficient tools to fit such models in a Bayesian paradigm. Here, we describe a set of custom functions and distributions to achieve this. Our work allows for more efficient model fitting with spatial covariates on population density, offers the option to fit SCR models using the semi-complete data likelihood (SCDL) approach instead of data augmentation, and better reflects the spatially continuous detection process in SCR studies that use area searches. In addition, the SCDL approach is more efficient than data augmentation for simple SCR models while losing its advantages for more complicated models that account for spatial variation in either population density or detection. We present the model formulation, test it with simulations, quantify computational efficiency gains, and conclude with a real-life example using non-invasive genetic sampling data for an elusive large carnivore, the wolverine (Gulo gulo) in Norway.

PMID:36217822 | DOI:10.1002/ecy.3887

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Nevin Manimala Statistics

Garg scoring system to predict long-term healing in cryptoglandular anal fistulas: a prospective validation study

Ann Coloproctol. 2022 Oct 11. doi: 10.3393/ac.2022.00346.0049. Online ahead of print.

ABSTRACT

PURPOSE: Complex anal fistulas can recur after clinical healing, even after a long interval which leads to significant anxiety. Also, ascertaining the efficacy of any new treatment procedure becomes difficult and takes several years. We prospectively analyzed the validity of Garg scoring system (GSS) to predict long-term fistula healing.

METHODS: In patients operated for cryptoglandular anal fistulas, preoperative magnetic resonance imaging (MRI) and postoperative MRI was done at 3 months to assess fistula healing. Scores as per the GSS were calculated for each patient at 3 months postoperatively and correlated with long-term healing to check the accuracy of the scoring system.

RESULTS: Fifty-seven patients were enrolled, but 50 were finally included (7 were excluded). These 50 patients (age, 41.2± 12.4 years; 46 males) were followed up for 12 to 20 months (median, 17 months). Forty-seven patients (94.0%) had complex fistulas, 28 (56.0%) had recurrent fistulas, 48 (96.0%) had multiple tracts, 20 (40.0%) had horseshoe tracts, 15 (30.0%) had associated abscesses, 5 (10.0%) were suprasphincteric, and 8 (16.0%) were supralevator fistulas. The GSS could accurately predict long-term healing (specificity and high positive predictive value, 31 of 31 [100%]) but was not very accurate in predicting non-healing (negative predictive value, 15 of 19 [78.9%]). The sensitivity in predicting healing was 31 of 35 (88.6%).

CONCLUSION: GSS accurately predicts long-term fistula with a high positive predictive value (100%) but is less accurate in predicting non-healing. This scoring system can help allay anxiety in patients and facilitate the early validation of innovative procedures for anal fistulas.

PMID:36217811 | DOI:10.3393/ac.2022.00346.0049

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Nevin Manimala Statistics

International society of university colon and rectal surgeons survey of surgeons’ preference on rectal cancer treatment

Ann Coloproctol. 2022 Oct 11. doi: 10.3393/ac.2022.00255.0036. Online ahead of print.

ABSTRACT

PURPOSE: Rectal cancer treatment has a wide range of possible approaches from radical extirpative surgery to nonoperative watchful waiting following chemoradiotherapy, with or without, additional chemotherapy. Our goal was to assess the personal opinion of active practicing surgeons on rectal cancer treatment if he/she was the patient.

METHODS: A panel of the International Society of University Colon and Rectal Surgeons (ISUCRS) selected 10 questions that were included in a questionnaire that included other items including demographics. The questionnaire was distributed electronically to ISUCRS fellows and other surgeons included in our database and remained open from April 16 to 28, 2020.

RESULTS: One hundred sixty-three specialists completed the survey. The majority of surgeons (n=65, 39.9%) chose the minimally invasive (laparoscopic) surgery for their personal treatment of rectal cancer. For low-lying rectal cancer T1 and T2, the treatment choice was standard chemoradiation+local excision (n=60, 36.8%) followed by local excision±chemoradiotherapy if needed (n=55, 33.7%). In regards to locally advanced low rectal cancer T3 or greater, the preference of the responders was for laparoscopic surgery (n=65, 39.9%). We found a statistically significant relationship between surgeons’ age and their preference for minimally invasive techniques demonstrating an age-based bias on senior surgeons’ inclination toward open approach.

CONCLUSION: Our survey reveals an age-based preference by surgeons for minimally invasive surgical techniques as well as organ-preserving techniques for personal treatment of treating rectal cancer. Only 1/4 of specialists do adhere to the international guidelines for treating early rectal cancer.

PMID:36217808 | DOI:10.3393/ac.2022.00255.0036