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Nevin Manimala Statistics

Reduced Order Machine Learning Models for Accurate Prediction of CO2 Capture in Physical Solvents

Environ Sci Technol. 2023 Jul 3. doi: 10.1021/acs.est.3c00372. Online ahead of print.

ABSTRACT

CO2 sorption in physical solvents is one of the promising approaches for carbon capture from highly concentrated CO2 streams at high pressures. Identifying an efficient solvent and evaluating its solubility data at different operating conditions are highly essential for effective capture, which generally involves expensive and time-consuming experimental procedures. This work presents a machine learning based ultrafast alternative for accurate prediction of CO2 solubility in physical solvents using their physical, thermodynamic, and structural properties data. First, a database is established with which several linear, nonlinear, and ensemble models were trained through a systematic cross-validation and grid search method and found that kernel ridge regression (KRR) is the optimum model. Second, the descriptors are ranked based on their complete decomposition contributions derived using principal component analysis. Further, optimum key descriptors (KDs) are evaluated through an iterative sequential addition method with the objective of maximizing the prediction accuracy of the reduced order KRR (r-KRR) model. Finally, the study resulted in the r-KRR model with nine KDs exhibiting the highest prediction accuracy with a minimum root-mean-square error (0.0023), mean absolute error (0.0016), and maximum R2 (0.999). Also, the validity of the database created and ML models developed is ensured through detailed statistical analysis.

PMID:37399541 | DOI:10.1021/acs.est.3c00372

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Nevin Manimala Statistics

Scleral Fixation of Carlevale Intraocular Lens: A Systematic Review And Meta-Analysis

Retina. 2023 Jun 30. doi: 10.1097/IAE.0000000000003873. Online ahead of print.

ABSTRACT

PURPOSE: The mean change in best-corrected visual acuity (BCVA), intraocular pressure (IOP), and endothelial cell counts (ECD) after intraocular lens (IOL) implantation and the incidence rate of postoperative complications were estimated by systematic review and meta-analysis to assess the surgical and refractive outcomes of the sutureless scleral fixation (SSF) Carlevale IOL.

METHODS: A literature search was conducted using PubMed, Embase, and Scopus. The weighted mean difference (WMD) was used to present the mean change in BCVA, IOP, and ECD after IOL implantation, whereas a proportional meta-analysis was used to estimate the pooled incidence rate of postoperative complications.

RESULTS: In the meta-analysis of thirteen studies involving 550 eyes, the pooled WMD of the mean change in BCVA showed a significant improvement in BCVA in patients who underwent Carlevale IOL implantation (WMD = 0.38, 95% CI: 0.30 to 0.46, p <0.001; heterogeneity (I2) =52.02%). The subgroup analyses indicated that the mean change in BCVA was not significantly higher according to the last follow-up visit, with no statistically significant subgroup effect. (p=0.21). (WMD up to six months: 0.34, 95% CI: 0.23 to 0.45, I2 = 58.32%, WMD up to twenty-four months: 0.42, 95% CI: 0.34 to 0.51, I2 = 38.08 %). In the meta-analysis of sixteen studies involving 608 eyes, the pooled incidence rate of postoperative complications was equal to 0.22 (CI: 0.13-0.32, I2 = 84.87, p ≤ 0.001).

CONCLUSIONS: Carlevale IOL implantation represents a reliable method of restoring vision in eyes with missing capsular or zonular support.

PMID:37399540 | DOI:10.1097/IAE.0000000000003873

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The comparison of the short and mid-term results of endovascular interventions and bypass graft surgery in the treatment of patients with intermittent claudication complaints because of isolated femoropopliteal artery disease

Perfusion. 2023 Jul 3:2676591231187957. doi: 10.1177/02676591231187957. Online ahead of print.

ABSTRACT

BACKGROUND: Intermittent Claudication (IC) is exercise pain seen in lower extremity arterial diseases. If it is left untreated, it may be the initial sign of a process leading to amputation. In the present study, the purpose was to compare the postoperative early and mid-term results of the patients who were treated with endovascular methods and those who underwent bypass graft surgery in the treatment due to IC complaints because of isolated Femoropopliteal Arterial Disease.

METHOD: Postoperative first-month, sixth-month, and 12th-month follow-up results, procedure requirements, and demographic characteristics of the 153 patients who underwent femoropopliteal bypass because of isolated Femoropopliteal Arterial Disease and 294 patients who underwent endovascular intervention in our hospital between January 2015 and May 2020 were compared in the study.

RESULTS: It was found in demographic characteristics that endovascular intervention was performed more frequently in smokers and graft bypass surgery was performed more frequently in hyperlipidemic patients, and the results were found to be statistically significant. High amputation rates were detected at statistically significant levels in diabetic and hypertriglycemic patients and 1-year primary patency rates were found to be higher in patients who underwent graft bypass surgery. No differences were detected between the two methods in terms of mortality.

CONCLUSION: Interventional treatment modalities must be considered for patients with isolated Femoropopliteal Arterial Disease whose symptoms persist despite exercise and the best medical treatment. We think that Bypass Graft Surgery has more positive results than endovascular interventions when short and medium-term amputation, repetitive intervention needs, and changes in quality of life are compared in patients who receive the same medical treatment.

PMID:37399504 | DOI:10.1177/02676591231187957

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Nevin Manimala Statistics

Polygenic risk of Major Depressive Disorder as a risk factor for Venous Thromboembolism

Blood Adv. 2023 Jul 3:bloodadvances.2023010562. doi: 10.1182/bloodadvances.2023010562. Online ahead of print.

ABSTRACT

Major depessive disorder (MDD), bipolar disorder (BD) and schizophrenia (SCZ) are accompanied by an increased risk of cardiovascular diseases including venous thromboembolism (VTE). Reasons for this are complex, and include obesity, smoking and use of hormone and psychotropic medications. Genetic studies increasingly provide evidence of shared genetic risk of psychiatric and cardiometabolic illness. This study aimed to determine whether genetic predisposition to MDD, BD or SCZ was associated with an increased risk of VTE. Genetic correlations using the largest genome-wide genetic meta-analyses summary statistics for MDD, BD and SCZ (Psychiatric Genetics Consortium) and a recent genome-wide genetic meta-analysis of VTE (INVENT consortium) demonstrated a positive association between VTE and MDD but not BD or SCZ. The same summary statistics were used to construct polygenic risk scores for MDD, BD and SCZ in UK Biobank participants of self-reported white British ancestry. These were assessed for impact on self-reported VTE risk (10786 cases, 285124 controls), using logistic regression, in sex-specific and sex-combined analyses. We identified significant positive associations between polygenic risk for MDD and risk of VTE in men, women and sex-combined analyses, independent of known risk factors. Secondary analyses demonstrated that this association was not driven by those with lifetime experience of mental illness. Meta-analyses of individual data from six additional independent cohorts replicated the sex-combined association. This report provides evidence for shared biological mechanisms leading to MDD and VTE, and suggests that, in the absence of genetic data, family history for MDD might be considered when assessing risk of VTE.

PMID:37399490 | DOI:10.1182/bloodadvances.2023010562

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A Systematic Review of the Impact of Patient Factors on BREAST-Q Outcomes After Reduction Mammoplasty

Ann Plast Surg. 2023 Jun 1;90(6S Suppl 5):S667-S673. doi: 10.1097/SAP.0000000000003471. Epub 2023 Feb 15.

ABSTRACT

BACKGROUND: As reduction mammoplasty rises in popularity, it will become increasingly important to understand the patient-reported outcome measurements associated with a successful operation. There has been a growing body of literature on BREAST-Q outcomes for patients undergoing reduction mammoplasty, but meta-analyses of patient factors and BREAST-Q Reduction Module scores are lacking. This study sought to ascertain which patient factors were associated with improvements in BREAST-Q scores compared with preoperative levels.

METHODS: A literature review through August 6, 2021, was conducted using the PubMed database to select publications using the BREAST-Q questionnaire to evaluate outcomes after reduction mammoplasty. Studies examining breast reconstruction, breast augmentation, oncoplastic reduction, or breast cancer patients were excluded. BREAST-Q data were stratified by comorbidities, age, body mass index (BMI), complication rate, and resection weight.

RESULTS: Among 14 articles and 1816 patients, the mean age ranged from 15.8 to 55 years, mean BMI ranged from 22.5 to 32.4 kg/m2, and bilateral mean resected weight ranged from 323 to 1845.96 g. Overall complication rate was 19.9%. On average, satisfaction with breasts improved by 52.1 ± 0.9 points (P < 0.0001), psychosocial well-being improved by 43.0 ± 1.0 points (P < 0.0001), sexual well-being improved by 38.2 ± 1.2 points (P < 0.0001), and physical well-being improved by 27.9 ± 0.8 points (P < 0.0001). The mean age was positively correlated with preoperative sexual well-being (Spearman rank correlation coefficient [SRCC]: 0.61, P < 0.05). Body mass index was negatively correlated with preoperative physical well-being (SRCC: -0.78, P < 0.01) and positively correlated with postoperative satisfaction with breasts (SRCC: 0.53, P < 0.05). The mean bilateral resected weight was significantly positively correlated with postoperative satisfaction with breasts (SRCC: 0.61, P < 0.05). No significant correlations were observed between complication rate and preoperative, postoperative, or mean change in BREAST-Q scores.

CONCLUSIONS: Reduction mammoplasty improves patient satisfaction and quality of life as reflected by the BREAST-Q. Although preoperative or postoperative BREAST-Q scores may be individually influenced by age and BMI, these variables demonstrated no statistically significant effect on the average change between these scores. This literature review suggests that reduction mammoplasty delivers high satisfaction across a diverse range of patient populations, and additional prospective cohort or comparative studies gathering robust data on other patient factors would benefit this area of research.

PMID:37399487 | DOI:10.1097/SAP.0000000000003471

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Nevin Manimala Statistics

Prior COVID-19 Infection Predisposes to Worse Outcomes After Autologous Breast Reconstruction: A Propensity Score-Matched Analysis

Ann Plast Surg. 2023 Jun 1;90(6S Suppl 5):S639-S644. doi: 10.1097/SAP.0000000000003495. Epub 2023 Feb 18.

ABSTRACT

BACKGROUND: Major shifts in health care systems worldwide have occurred because of coronavirus disease 2019 (COVID-19). With nearly half of all Americans now having a history of COVID-19 infection, there is a pressing need to better understand the importance of prior COVID-19 infection as a potential surgical risk factor. The aim of this study was to investigate the impact of a history of prior COVID-19 infection on patient outcomes after autologous breast reconstruction.

METHODS: We performed a retrospective study using the TriNetX research database, which contains deidentified patient records from 58 participating international health care organizations. All patients who underwent autologous breast reconstruction between March 1, 2020, and April 9, 2022, were included and were grouped based on history of a prior COVID-19 infection. Demographic, preoperative risk factors, and 90-day postoperative complication data were compared. Data were analyzed by propensity score-matched analysis on TriNetX. Statistical analyses were performed by Fisher exact, χ2, and Mann-Whitney U tests as appropriate. Significance was set at P values of <0.05.

RESULTS: Patients with a history of autologous breast reconstruction within our temporal study window (N = 3215) were divided into groups with (n = 281) and without (n = 3603) a prior COVID-19 diagnosis. Nonmatched patients with prior COVID-19 had increased rates of select 90-day postoperative complications, including wound dehiscence, contour deformities, thrombotic events, any surgical site complications, and any complications overall. Use of anticoagulant, antimicrobial, and opioid medications was also found to be higher in those with prior COVID-19.After performing propensity-score matching, each cohort consisted of 281 patients without statistically significant differences between any baseline characteristics. When comparing outcomes between matched cohorts, patients with a history of COVID-19 had increased rates of wound dehiscence (odds ratio [OR], 1.90; P = 0.030), thrombotic events (OR, 2.83; P = 0.0031), and any complications (OR, 1.52; P = 0.037).

CONCLUSIONS: Our results suggest that prior COVID-19 infection is a significant risk factor for adverse outcomes after autologous breast reconstruction. Patients with a history of COVID-19 have 183% higher odds of postoperative thromboembolic events, warranting careful patient selection and postoperative management.

PMID:37399486 | DOI:10.1097/SAP.0000000000003495

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Evaluation of Perioperative Versus Extended Courses of Antibiotic Prophylaxis After Immediate Implant-Based Breast Reconstruction

Ann Plast Surg. 2023 Jun 1;90(6S Suppl 5):S593-S597. doi: 10.1097/SAP.0000000000003473. Epub 2023 Feb 15.

ABSTRACT

BACKGROUND: Immediate implant-based breast reconstruction (IIBR) is the most commonly used method in breast reconstruction in the United States. However, postoperative surgical site infections (SSIs) can cause devastating reconstructive failure. This study evaluates the use of perioperative versus extended courses of antibiotic prophylaxis after IIBR for the prevention of SSI.

METHODS: This is a single-institution retrospective study of patients who underwent IIBR between June 2018 and April 2020. Detailed demographic and clinical information was collected. Patients were divided into subgroups based on antibiotic prophylaxis regimen: group 1 consisted of patients who received 24 hours of perioperative antibiotics and group 2 consisted of patients who received ≥7 days of antibiotics. Statistical analyses were conducted using SPSSv26.0 with P ≤ 0.05 considered statistically significant.

RESULTS: A total of 169 patients (285 breasts) who underwent IIBR were included. The mean age was 52.4 ± 10.2 years, and the mean body mass index (BMI) was 26.8 ± 5.7 kg/m2. Twenty-five percent of patients (25.6%) underwent nipple-sparing mastectomy, 69.1% skin-sparing mastectomy, and 5.3% total mastectomy. The implant was placed in the prepectoral, subpectoral, and dual planes in 16.7%, 19.2%, and 64.1% cases, respectively. Acellular dermal matrix was used in 78.7% of cases. A total of 42.0% of patients received 24-hour prophylaxis (group 1), and 58.0% of patients received extended prophylaxis (group 2). Twenty-five infections (14.8%) were identified, of which 9 (5.3%) resulted in reconstructive failure. In bivariate analyses, no significant difference was found between groups in rates of infection (P = 0.273), reconstructive failure (P = 0.653), and seroma (P = 0.125). There was a difference in hematoma rates between groups (P = 0.046). Interestingly, in patients who received only perioperative antibiotics, infection rates were significantly higher in those with BMI ≥ 25 (25.6% vs 7.1%, P = 0.050). There was no difference in overweight patients who received extended antibiotics (16.4% vs 7.0%, P = 0.160).

CONCLUSIONS: Our data demonstrate no statistical difference in infection rates between perioperative and extended antibiotics. This suggests that the efficacies of current prophylaxis regimens are largely similar, with choice of regimen based on surgeon preference and patient-specific considerations. Infection rates in patients who received perioperative prophylaxis and were overweight were significantly higher, suggesting that BMI should be taken into consideration when choosing a prophylaxis regimen.

PMID:37399483 | DOI:10.1097/SAP.0000000000003473

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Nevin Manimala Statistics

Reconstruction of Acquired Defects of the External Genitalia: A 24-Patient, Single-Institution Experience

Ann Plast Surg. 2023 Jun 1;90(6S Suppl 5):S578-S582. doi: 10.1097/SAP.0000000000003501. Epub 2023 Feb 18.

ABSTRACT

PURPOSE: Patients undergoing resection of the external genitalia are often faced with significant deformity and decreased quality of life. Plastic surgeons are tasked with the challenge of reconstructing these defects to minimize morbidity and increase patients’ quality of life. The authors have set out to investigate the efficacy of local fasciocutaneous and pedicled perforator flaps in external genital reconstruction.

METHODS: A retrospective review was conducted of all patients undergoing reconstruction of acquired defects of the external genitalia from 2017 to 2021. In total, 24 patients met inclusion criteria for the study. Patients were allocated into 2 cohorts: patients with defects reconstructed using local fasciocutaneous flaps (FF) versus patients with defects reconstructed using pedicled islandized perforator flaps (PF). Comorbid conditions, ablative procedures, operative times, flap size, and complications were compared across all groups. Fisher exact test was used to analyze differences in comorbidities, while independent t tests were used to analyze age, body mass index, operative time, and flap size. Significance was set at P < 0.05.

RESULTS: Of the 24 patients included in the study, 6 underwent reconstruction with islandized PFs (either profunda artery perforator or anterolateral thigh), and 18 underwent reconstruction with FFs. The most common indication for reconstruction was vulvectomy for vulvar cancer, followed by radical debridement for infection, and lastly penectomy for penile cancer. The PF cohort had a significantly higher percentage of previously irradiated patients (50% vs 11.1%, P = 0.019). Although mean flap size was larger in the PF cohort, this difference did not reach statistical significance (176 vs 143.4 cm2, P = 0.5). Perforator flaps had significantly longer operative times when compared with FFs (237.33 vs 128.99 minutes, P = 0.003). Average length of stay was 6.88 days in FF and 5.33 days in PF (P = 0.624). Complication profile including flap necrosis, wound healing delays, and infection were similar between groups despite a significantly higher rate of prior radiation in the PF cohort.

CONCLUSIONS: Our data suggest that PFs such as profunda artery perforator and anterolateral thigh flaps are associated with longer operative times but may offer a suitable option for reconstruction of acquired defects of the external genital compared with local FFs, especially in the setting of prior radiation.

PMID:37399482 | DOI:10.1097/SAP.0000000000003501

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Preoperative Botulinum Toxin for Abdominal Wall Reconstruction in Massive Hernia Defects-A Propensity-Matched Analysis

Ann Plast Surg. 2023 Jun 1;90(6S Suppl 5):S543-S546. doi: 10.1097/SAP.0000000000003488. Epub 2023 Feb 18.

ABSTRACT

PURPOSE: Reconstruction of massive incisional hernias (IHs) poses a significant challenge with high rates of recurrence. Preoperative chemodenervation using botulinum toxin (BTX) injections in the abdominal wall is a technique that has been used to facilitate primary fascial closure. However, there is limited data directly comparing primary fascial closure rates and postoperative outcomes after hernia repair between patients who do and do not receive preoperative BTX injections. The objective of our study was to compare the outcomes of patients who did and did not receive BTX injections before abdominal wall reconstruction.

METHODS: This is a retrospective cohort study including adult patients from 2019 to 2021 who underwent IH repair with and without preoperative BTX injections. Propensity score matching was performed based on body mass index, age, and intraoperative defect size. Demographic and clinical data were recorded and compared. The statistical significance level was set at P < 0.05.

RESULTS: Twenty patients underwent IH repair with preoperative BTX injections. Twenty patients who underwent IH repair without preoperative BTX injections were selected to comprise a 1:1 propensity-matched control cohort. The average defect size was 663.9 cm2 in the BTX group and 640.7 cm2 in the non-BTX group (P = 0.816). There was no difference in average age (58.6 vs 59.2 years, P = 0.911) and body mass index (33.0 vs 33.2 kg/m2, P = 0.911). However, there was a greater proportion of male patients in the BTX group (85% vs 55%, P = 0.082).Primary fascial closure was achieved in 95% of BTX patients and 90% of non-BTX patients (P = 1.0). Significantly fewer patients in the BTX group required component separation techniques to achieve primary fascial closure (65% vs 95%, P = 0.044). There was no significant difference in any postoperative surgical and medical outcomes. Hernia recurrence was 10% in the BTX group and 20% in non-BTX group (P = 0.661).

CONCLUSIONS: In our study, we observed a lower rate of component separations to achieve primary fascial closure among patients with massive hernia defects who received preoperative BTX injections. These results suggest that preoperative BTX injections may “downstage” the complexity of hernia repair with abdominal wall reconstruction in patients with massive hernia defects and reduce the need for component separation.

PMID:37399480 | DOI:10.1097/SAP.0000000000003488

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Comparative Outcomes of Malar Implants Versus Fat Transfer to Cheeks Among Transfeminine Individuals Undergoing Malar Augmentation

Ann Plast Surg. 2023 Jun 1;90(6S Suppl 5):S457-S461. doi: 10.1097/SAP.0000000000003491.

ABSTRACT

BACKGROUND: Malar augmentation is a key procedure sought out by transfeminine individuals seeking to feminize their facial appearance. Different surgical techniques have been described in the literature including fat transfer to the cheeks and malar implant placement. Because of the paucity of information in the literature, there is no consensus on best practices for this procedure. The objective of our study is to determine the effectiveness and safety of malar implants as compared with fat transfer to the cheeks in transfeminine individuals.

METHODS: We examined all patients with the diagnosis of gender dysphoria that were referred to the senior author seeking consultation for feminizing facial procedures between June 2017 and August 2022. Patients who underwent fat transfer to the cheeks or malar implant placement were included in our study. We reviewed the electronic medical record of each patient, and we retrieved and analyzed data regarding demographics, medical and surgical history, operative dictations, clinic notes, and postoperative follow-up. Univariate analysis was used to assess for differences in postoperative complications between these 2 groups.

RESULTS: We identified 231 patients underwent feminizing facial gender affirming surgery, with 152 patients receiving malar augmentation through malar implants or fat grafting. One hundred twenty-nine patients (84.9%) underwent malar implant placement and 23 (15.1%) underwent fat grafting to the cheeks. The mean follow-up time was 3.6 ± 2.7 months. Patient satisfaction was greater in the malar implant group (126/129, 97.7%) compared with the fat transfer group (20/23, 87%, P < 0.045). Two patients who received implants (1.8%) experienced postoperative complications. No patient undergoing fat transfer experiences similar adverse outcomes. Nevertheless, the difference was not statistically significant (P = 1.00).

CONCLUSIONS: Our findings support the contention that malar implants are a safe alternative for malar augmentation among transfeminine individuals. While autologous fat transfer to the cheek is an indispensable option in patients requiring minor malar enhancement, malar implants offer a more permanent option with a better aesthetic outcome in patients requiring major malar enhancement. To minimize postoperative complications, surgeons should emphasize patient compliance with postoperative directions.

PMID:37399477 | DOI:10.1097/SAP.0000000000003491