A Multiple Logistic Regression Model based on Gamma Glutamyl Transferase as a Biomarker for Early Prediction of Drug‐Induced Liver Injury in Vietnamese Patients

Author(s):  
Phuong Nguyen Thi Thu ◽  
Dung Hoang Van ◽  
Khue Pham Minh ◽  
Hoi Nguyen Thanh
2015 ◽  
Vol 32 (1) ◽  
pp. 288 ◽  
Author(s):  
Daniel Lapresa ◽  
Javier Arana ◽  
M.Teresa Anguera ◽  
J.Ignacio Pérez-Castellanos ◽  
Mario Amatria

This study shows how simple and multiple logistic regression can be used in observational methodology and more specifically, in the fields of physical activity and sport. We demonstrate this in a study designed to determine whether three-a-side futsal or five-a-side futsal is more suited to the needs and potential of children aged 6-to-8 years. We constructed a multiple logistic regression model to analyze use of space (depth of play) and three simple logistic regression models to determine which game format is more likely to potentiate effective technical and tactical performance.


2021 ◽  
Vol 2021 ◽  
pp. 1-7
Author(s):  
Jean-Philippe Rozon ◽  
Guillaume Lavertu ◽  
Mélanie Hébert ◽  
Eunice You ◽  
Serge Bourgault ◽  
...  

Purpose. To identify predictive factors for visual outcomes of patients presenting with a posterior segment intraocular foreign body (IOFB). Methods. A retrospective chart review was performed for all consecutive patients operated for posterior segment IOFB removal between January 2009 and December 2018. Data were collected for patient demographics, clinical characteristics at presentation, IOFB characteristics, surgical procedures, and postoperative outcomes. A multiple logistic regression model was built for poor final visual acuity (VA) as an outcome (defined as final VA 50 letters or worse [Snellen equivalent: 20/100]). Results. Fifty-four patients were included in our study. Ninety-three percent of patients were men, with a mean age of 40.4 ± 12.6 years. Metallic IOFB comprised 88% of cases with a mean ± standard deviation (SD) size of 5.31 ± 4.62 mm. VA improved in 70% of patients after IOFB removal. Predictive factors for poor VA outcome included poor baseline VA, larger IOFB size, high number of additional diagnoses, an anterior chamber extraction, a second intervention, the use of C3F8 or silicone tamponade, and the presence of vitreous hemorrhage, hyphema, and iris damage. Predictive factors for a better visual outcome included first intention intraocular lens (IOL) implantation and the use of air tamponade. In the multiple logistic regression model, both baseline VA ( p  = 0.009) and number of additional complications ( p  = 0.01) were independent risk factors for a poor final VA. Conclusions. A high number of concomitant complications and poor baseline VA following posterior segment IOFB were significant predictive factors of poor visual outcome.


Blood ◽  
2011 ◽  
Vol 118 (21) ◽  
pp. 4568-4568
Author(s):  
Giuseppe Milone ◽  
Massimo Poidomani ◽  
Salvatore Leotta ◽  
Valeria Pinto ◽  
Andrea Spadaro ◽  
...  

Abstract Abstract 4568 Forty patients affected by various haematological malignancies who underwent high dose chemotherapy and autologous stem cell transplant (ASCT) were treated with Palifermin, this group was compared to 80 control subjects not assuming this drug. Controls were selected on the basis of being matched for length of neutropenia after ASCT and for Diagnosis. Primary end point was occurrence of “infections not CVC-related” (FUO/pneumonia/gram-negative bacteremia) and secondary end point was the “severe oral mucositis”. Patients and controls resulted to be comparable for many pre-transplant and transplant features. Patients treated with Palifermin displayed a lower rate of “infections not CVC-related” when compared to controls (25% versus 50%, P=0.01) and the protective effect of Palifermin on this outcome remained significant also in a multiple logistic regression model [odds ratio: 0.34, 95% CI: 0.12–0.92, P=0.03] adjusting for a series of potential confounders. The odds ratio of severe mucositis was 30% lower in Palifermin treated patients than in controls (odds ratio: 0.70, 95% CI: 0.33–1.51) but this difference did not attain the statistical significance (P=NS). A stratified analysis by conditioning therapy showed that in patients who received Palifermin after BEAM/BU-CY conditioning, the proportion of patients experiencing severe mucositis was significantly lower than that observed in controls (14% versus 56%, P=0.008) while no such difference was found in those who underwent HD-PAM conditioning (65% versus 56%, P=NS). This result indicates that the conditioning therapy modifies the effect of Palifermin on severe mucositis, a finding fully confirmed in a multiple logistic regression model (P for the effect modification=0.018). Palifermin treated patients had also lower severe gastrointestinal toxicity (12% versus 65%, P<0.001), lower morphine utilization (12% versus 40%, P<0.001), lower total parental nutrition (10% versus 71%, P<0.001) and lower PLT and RBC transfusions (P=0.04) when compared to controls. Average economical costs related to the sum of some resources (inpatient stay, TPN, systemic antifungal treatment and blood products transfusions) were lower in Palifermin treated patients than in controls (11.985 EUROs versus 15.717 EUROs, P=0.002) so that the economical saving in Palifermin treated patients (about 3.700 EUROs) fully compensated for the cost of this drug. Remarkably, in patients treated by “BEAM/BU-CY” conditioning therapy and receiving Palifermin, the overall costs (sum of the above mentioned resources and including also cost of the study drug) was lower in Palifermin treated group in respect to group of patients not treated. In fact, in BEAM/BU-CY stratum overall cost in group treated by Palifermin was 15990±2789 EUROs versus 19276±10946 EUROs in group treated by the same conditioning but not receiving Palifermin (P=0.11). In conclusion this controlled study shows that Palifermin, after ASCT using conditioning not containing TBI, significantly reduces rate of “infections not related to CVC” and ameliorates several indicators of resource consumption, without economical overburden. Disclosures: No relevant conflicts of interest to declare.


2020 ◽  
pp. 030089162096982
Author(s):  
Eduardo Bertolli ◽  
Vinicius F. Calsavara ◽  
Mariana P. de Macedo ◽  
Clovis A.L. Pinto ◽  
João P. Duprat Neto

Background: Although well-established, sentinel node biopsy (SNB) for melanoma is not free from controversies and sometimes it can be questionable if SNB should be considered even for patients who meet the criteria for the procedure. Mathematical tools such as nomograms can be helpful and give more precise answers for both clinicians and patients. We present a nomogram for SNB positivity that has been internally validated. Methods: Retrospective analysis of patients who underwent SNB from 2000 to 2015 in a single institution. Single logistic regressions were used to identify variables that were associated to SNB positivity. All variables with a p value < 0.05 were included in the final model. Overall performance, calibration, and discriminatory power of the final multiple logistic regression model were all assessed. Internal validation of the multiple logistic regression model was performed via bootstrap analysis based on 1000 replications. Results: Site of primary lesion, Breslow thickness, mitotic rate, histologic regression, lymphatic invasion, and Clark level were statistically related to SNB positivity. After internal validation, a good performance was observed as well as an adequate power of discrimination (area under the curve 0.751). Conclusions: We have presented a nomogram that can be helpful and easily used in daily practice for assessing SNB positivity.


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