826 results on '"propensity score analysis"'
Search Results
2. Endovascular therapy versus medical management in isolated posterior cerebral artery acute ischemic stroke: A multinational multicenter propensity score-weighted study.
- Author
-
Salim, Hamza, Pulli, Benjamin, Yedavalli, Vivek, Musmar, Basel, Adeeb, Nimer, Lakhani, Dhairya, Essibayi, Muhammed, El Naamani, Kareem, Henninger, Nils, Sundararajan, Sri, Kühn, Anna, Khalife, Jane, Ghozy, Sherief, Scarcia, Luca, Grewal, Inayat, Tan, Benjamin, Regenhardt, Robert, Heit, Jeremy, Cancelliere, Nicole, Bernstock, Joshua, Rouchaud, Aymeric, Fiehler, Jens, Sheth, Sunil, Puri, Ajit, Dyzmann, Christian, Colasurdo, Marco, Barreau, Xavier, Renieri, Leonardo, Filipe, João, Harker, Pablo, Radu, Răzvan, Abdalkader, Mohamad, Klein, Piers, Marotta, Thomas, Spears, Julian, Ota, Takahiro, Mowla, Ashkan, Jabbour, Pascal, Biswas, Arundhati, Clarençon, Frédéric, Siegler, James, Nguyen, Thanh, Varela, Ricardo, Baker, Amanda, Altschul, David, Gonzalez, Nestor, Möhlenbruch, Markus, Costalat, Vincent, Gory, Benjamin, Stracke, Christian, Aziz-Sultan, Mohammad, Hecker, Constantin, Shaikh, Hamza, Griessenauer, Christoph, Liebeskind, David, Pedicelli, Alessandro, Alexandre, Andrea, Tancredi, Illario, Faizy, Tobias, Kalsoum, Erwah, Lubicz, Boris, Patel, Aman, Pereira, Vitor, Wintermark, Max, Guenego, Adrien, and Dmytriw, Adam
- Subjects
Acute ischemic stroke ,endovascular therapy ,medical management ,posterior cerebral artery ,propensity score analysis - Abstract
BACKGROUND: Despite the proven effectiveness of endovascular therapy (EVT) in acute ischemic strokes (AIS) involving anterior circulation large vessel occlusions, isolated posterior cerebral artery (PCA) occlusions (iPCAo) remain underexplored in clinical trials. This study investigates the comparative effectiveness and safety of EVT against medical management (MM) in patients with iPCAo. METHODS: This multinational, multicenter propensity score-weighted study analyzed data from the Multicenter Analysis of primary Distal medium vessel occlusions: effect of Mechanical Thrombectomy (MAD-MT) registry, involving 37 centers across North America, Asia, and Europe. We included iPCAo patients treated with either EVT or MM. The primary outcome was the modified Rankin Scale (mRS) at 90 days, with secondary outcomes including functional independence, mortality, and safety profiles such as hemorrhagic complications. RESULTS: A total of 177 patients were analyzed (88 MM and 89 EVT). EVT showed a statistically significant improvement in 90-day mRS scores (OR = 0.55, 95% CI = 0.30-1.00, p = 0.048), functional independence (OR = 2.52, 95% CI = 1.02-6.20, p = 0.045), and a reduction in 90-day mortality (OR = 0.12, 95% CI = 0.03-0.54, p = 0.006) compared to MM. Hemorrhagic complications were not significantly different between the groups. CONCLUSION: EVT for iPCAo is associated with better neurological outcomes and lower mortality compared to MM, without an increased risk of hemorrhagic complications. Nevertheless, these results should be interpreted with caution due to the studys observational design. The findings are hypothesis-generating and highlight the need for future randomized controlled trials to confirm these observations and establish definitive treatment guidelines for this patient population.
- Published
- 2024
3. Survival disparities in non-Hispanic Black and White cervical cancer patients vary by histology and are largely explained by modifiable factors
- Author
-
Kucera, Calen W, Chappell, Nicole P, Tian, Chunqiao, Richardson, Michael T, Tarney, Christopher M, Hamilton, Chad A, Chan, John K, Kapp, Daniel S, Leath, Charles A, Casablanca, Yovanni, Rojas, Christine, Sitler, Collin A, Wenzel, Lari, Klopp, Ann, Jones, Nathaniel L, Rocconi, Rodney P, Farley, John H, O'Connor, Timothy D, Shriver, Craig D, Bateman, Nicholas W, Conrads, Thomas P, Phippen, Neil T, Maxwell, G Larry, and Darcy, Kathleen M
- Subjects
Biomedical and Clinical Sciences ,Oncology and Carcinogenesis ,Women's Health ,Social Determinants of Health ,Cancer ,Minority Health ,Health Disparities ,Cervical Cancer ,Clinical Research ,Adult ,Aged ,Female ,Humans ,Middle Aged ,Adenocarcinoma ,Black or African American ,Carcinoma ,Squamous Cell ,Health Status Disparities ,Healthcare Disparities ,Neoplasm Staging ,Proportional Hazards Models ,Socioeconomic Factors ,United States ,Uterine Cervical Neoplasms ,White People ,Cervical cancer ,Racial disparities ,Propensity score analysis ,Squamous cell carcinoma ,NCDB ,Paediatrics and Reproductive Medicine ,Oncology & Carcinogenesis ,Clinical sciences ,Oncology and carcinogenesis ,Reproductive medicine - Abstract
PurposeWe investigated racial disparities in survival by histology in cervical cancer and examined the factors contributing to these disparities.MethodsNon-Hispanic Black and non-Hispanic White (hereafter known as Black and White) patients with stage I-IV cervical carcinoma diagnosed between 2004 and 2017 in the National Cancer Database were studied. Survival differences were compared using Cox modeling to estimate hazard ratio (HR) or adjusted HR (AHR) and 95% confidence interval (CI). The contribution of demographic, socioeconomic and clinical factors to the Black vs White differences in survival was estimated after applying propensity score weighting in patients with squamous cell carcinoma (SCC) or adenocarcinoma (AC).ResultsThis study included 10,111 Black and 43,252 White patients with cervical cancer. Black patients had worse survival than White cervical cancer patients (HR = 1.40, 95% CI = 1.35-1.45). Survival disparities between Black and White patients varied significantly by histology (HR = 1.20, 95% CI = 1.15-1.24 for SCC; HR = 2.32, 95% CI = 2.12-2.54 for AC, interaction p
- Published
- 2024
4. Negative effects of undernutrition on sputum smear conversion and treatment success among retreatment cases in Uganda: A quasi-experimental study.
- Author
-
Izudi, Jonathan, Bajunirwe, Francis, and Cattamanchi, Adithya
- Subjects
Malnutrition ,Propensity score analysis ,Sputum smear conversion ,Treatment success ,Tuberculosis ,and Undernutrition - Abstract
RATIONALE: The causal relationship between undernutrition and response to anti-tuberculosis (TB) treatment and TB treatment outcomes among people with retreatment TB is understudied. OBJECTIVE: To evaluate the effect of undernutrition on treatment success and sputum smear conversion among people with retreatment drug-susceptible TB in Kampala, Uganda. METHODS: We conducted a quasi-experimental study utilizing propensity score weighting among people with retreatment drug-susceptible TB aged ≥ 15 years treated between 2012 and 2022 in Kampala. The primary exposure was undernutrition assessed using the mid-upper arm circumference at the time of TB diagnosis. The primary outcome was treatment success defined as cure or treatment completion at month 6. Sputum smear conversion was the secondary outcome and was measured as a change in sputum smear status from positive to negative at months 2, 5, and 6. We estimated the causal effect of undernutrition on the outcomes using a propensity-score weighted modified Poisson regression model with robust error variance. MEASUREMENTS AND MAIN RESULTS: Of the 605 participants, 432 (71.4 %) were male, 215 (35.5 %) were aged 25-34 years, 427 (70.6 %) had bacteriologically confirmed pulmonary TB, 133 (22.0 %) were undernourished and 398 (65.8 %) achieved treatment success. Of participants with bacteriologically confirmed pulmonary TB, 232 (59.0 %), 327 (59.3 %), and 360 (97.6 %) achieved sputum smear conversion at months 2, 5, and 6, respectively. Undernutrition reduced treatment success (RR 0.42, 95 % CI 0.32-0.55) as well as sputum smear conversion at months 2 (RR 0.45, 95 % CI 0.42-0.49) and 5 (RR 0.46, 95 % CI 0.43-0.51) but not month 6 (RR 0.99, 95 % CI 0.97-1.02). CONCLUSION: Undernutrition negatively impacts treatment outcomes. Therefore, nutritional assessment should be an integral component of TB care, with nutritional counseling and support offered to those undernourished to optimize their TB treatment response and outcomes.
- Published
- 2024
5. Short- and long-term outcomes of robotic and laparoscopic surgery in rectal cancer: a propensity score-matched analysis.
- Author
-
Takamizawa, Yasuyuki, Tsukamoto, Shunsuke, Kato, Takeharu, Nagata, Hiroshi, Moritani, Konosuke, and Kanemitsu, Yukihide
- Subjects
- *
LAPAROSCOPIC surgery , *SURGICAL robots , *RECTAL cancer - Abstract
Purpose: The relative benefits of robotic surgery and laparoscopic surgery are controversial in rectal cancer. This study compared the short- and long-term outcomes of robotic surgery with those of laparoscopic surgery in patients with rectal cancer using propensity score analysis. Methods: This study analyzed consecutive patients who underwent minimally invasive surgery for stage I–III rectal cancer between April 2014 and October 2020. After propensity score matching (PSM), short-term outcomes, relapse-free survival, and overall survival were compared between the robotic surgery (RS) group and the laparoscopic surgery (LS) group. Results: During the study period, 251 patients underwent laparoscopic surgery and 193 underwent robotic surgery. PSM resulted in 160 matched pairs (After PSM, the percentages of patients with stage I, II, and III disease were respectively 56%, 19%, and 24% in the LS group and 49%, 23%, and 28% in the RS group (P = 0.462). Median operation time was 239 min in the LS group and 284 min in the RS group (P = 0.001). The C-reactive protein level on postoperative day 3 was significantly lower in the RS group (4.63 mg/mL vs. 5.86 mg/mL, P = 0.013). Postoperative complications, including ileus and Clavien–Dindo grade II or higher complications, were 6% vs. 1% (P = 0.006) and 21% vs. 12% (P = 0.024) in the LS and RS groups, respectively. The 5-year relapse-free survival rate was 88.5% in the LS group and 90.5% in the RS group (P = 0.525); the respective 5-year overall survival rates were 97.3 and 93.8% (P = 0.283). The 5-year cumulative local and distant recurrence rates were 3.3% vs. 3.3% (P = 0.665) and 9.7% vs. 7.7% (P = 0.464) in the LS and RS groups, respectively Conclusion: Robotic surgery can be a feasible treatment modality for rectal cancer, with lower frequencies of postoperative ileus and Clavien–Dindo grade II or higher complications than laparoscopic surgery and no difference in long-term outcomes. [ABSTRACT FROM AUTHOR]
- Published
- 2025
- Full Text
- View/download PDF
6. Evolution from laparoscopic to robotic radical resection for gallbladder cancer: a propensity score-matched comparative study.
- Author
-
Dou, Changwei, He, Mu, Wu, Qingqing, Tong, Jun, Fan, Bingfu, Liu, Junwei, Jin, Liming, Liu, Jie, and Zhang, Chengwu
- Subjects
- *
GALLBLADDER cancer , *LAPAROSCOPIC surgery - Abstract
Background: The use of robotic or laparoscopic surgery for gallbladder cancer (GBC) is increasing, with reported advantages over conventional open surgery. The purpose of this study was to compare the perioperative outcomes and postoperative overall survival (OS) associated with robotic radical resection (RRR) and laparoscopic radical resection (LRR) for GBC. Method: A total of 109 patients with GBC who underwent radical resection with the same surgical team between January 2015 and December 2023 were enrolled, with 21 patients in the RRR group and 88 cases in the LRR group. A 1:1 propensity score matching (PSM) algorithm was used to compare the surgical outcomes and postoperative prognosis between the RRR and LRR groups. Logistic regression analysis was used to identify the risk factors of postoperative overall survival (OS) and complications of Clavien–Dindo (C–D) Grades III–IV. Results: The median follow-up time was 46 (inter-quartile range, IQR 29–70) months for the LRR group and 16 (IQR 12–34) months for the RRR group. After PSM, the baseline characteristics of the RRR and LRR groups were generally well balanced, with 21 patients in each group. RRR was associated with significantly decreased intraoperative bleeding [100.00 (50.00, 200.00) mL vs 200.00 (100.00, 300.00) mL] and higher number of lymph nodes (LNs) yield [12.00 (9.00, 15.50) vs 8.00 (6.00, 12.00)]. The two groups showed comparable outcomes in terms of the incidence of biliary reconstruction, the range of liver resection, the length of operation, the incidence of postoperative morbidity, the incidence of C–D Grades III–IV complications, number of the days of drainage tubes indwelling and postoperative hospital stay, and mortality by postoperative days 30 and 90. After PSM, the 1-, 2-, and 3-year overall survival rates were 78, 70, and 37%, respectively, in the RRR group, and 71, 59, and 48%, respectively, in the LRR group (P = 0.593). Multivariate analysis showed that the preoperative TB level ≥ 72 µmol/L and biliary reconstruction were found to be the independent risk factors of C–D Grades III–IV complications. T3 stage was identified to be the risk factor for postoperative OS. Conclusion: Compared with LRR, RRR showed comparable perioperative outcomes in terms of length of operation, and postoperative complications, recovery, and OS. In our case series, RRR of GBC can be accomplished safely and tends to show less intraoperative bleeding and higher LNs yield. [ABSTRACT FROM AUTHOR]
- Published
- 2025
- Full Text
- View/download PDF
7. Clinical relevance of immune checkpoint inhibitors for the analgesic effect of opioids: A retrospective propensity score analysis.
- Author
-
Sumimoto, Takahiro, Tanaka, Ryota, Murakami, Yuko, Tatsuta, Ryosuke, and Itoh, Hiroki
- Subjects
- *
IMMUNE checkpoint inhibitors , *APOPTOSIS , *MULTIPLE regression analysis , *BODY mass index , *UNIVERSITY hospitals , *PROPENSITY score matching , *OPIOID analgesics - Abstract
Aims Methods Results Conclusions This study aimed to determine the clinical relevance of the influence of coadministration of immune checkpoint inhibitors (ICIs) on the analgesic effects of opioids, focusing on the amount of change in opioid dosage.This study used data from patients who used opioids during anticancer therapy at the Oita University Hospital between September 2014 and October 2023. The primary outcome measure was the amount of change in morphine mg equivalent opioid dose during the period of anticancer therapy. Propensity score matching was performed to reduce confounding effects.The study enrolled 235 patients; 101 received ICI and 134 received no ICI. Before propensity score matching, there were significant differences between the ICI and non‐ICI groups in lines of anticancer therapy, type of primary cancer, body mass index, maximum opioid dose and the amount of change in opioid dose. Following propensity score matching, 73 patients each were included in the ICI and non‐ICI groups. Analysis of the propensity score‐matched cohort showed a significant increase in the median amount of change in opioid dose in ICI group
vs non‐ICI group (22.5vs . 15.0 morphine mg equivalents, interquartile range; 0.0, 40.0vs . 0.0, 30.0,P = .044). Multiple regression analysis identified ICI administration and body mass index as significant independent factors associated with the amount of change in opioid dose (P = .014 and .027, respectively).ICI administration significantly increased opioid dosage regardless of patient background. Our findings would provide valuable insight into future pain management strategies. [ABSTRACT FROM AUTHOR]- Published
- 2024
- Full Text
- View/download PDF
8. Prognostic impact of lymph node dissection in intrahepatic cholangiocarcinoma: a propensity score analysis.
- Author
-
Yoshino, Jun, Nara, Satoshi, Yokoyama, Masayuki, Ban, Daisuke, Mizui, Takahiro, Miyata, Akinori, and Esaki, Minoru
- Subjects
- *
LYMPHADENECTOMY , *LYMPHATIC metastasis , *OVERALL survival , *CONFOUNDING variables , *PROGRESSION-free survival - Abstract
Purpose: The clinical significance of lymph node dissection (LND) in patients with peripheral type intrahepatic cholangiocarcinoma (ICC) remains unclear. Although LND is usually performed for perihilar type ICC, there is no consensus on whether routine LND should be performed for peripheral type ICC. This study aimed to investigate the prognostic significance of LND in patients who underwent hepatectomy for peripheral type ICC. Methods: This study included consecutive patients who underwent macroscopically curative initial hepatectomy for ICC at our hospital from 2000 to 2018. Among them, peripheral type ICCs with the macroscopic appearance of mass-forming (MF) or MF + periductal infiltrating (PI) types were analyzed. Propensity score analyses (1:1 matching and inverse probability treatment weighting) were adopted to adjust confounding variables. Overall survival (OS) and disease-free survival (DFS) were compared between the LND and no LND (NLND) groups. Results: During the study period, 201 patients underwent hepatectomy for ICC. The number of peripheral ICC patients with MF type or MF + PI type was 142. The LND group comprised 94 patients and the NLND group comprised 48 patients. The N1 group showed significantly poorer OS and DFS than the N0 and NLND groups (P < 0.001). After propensity score adjustment, there were no significant differences in OS and DFS between the LND and NLND groups. Conclusions: The prognostic impact of lymph node metastasis was significant; however, the therapeutic effect of LND was not demonstrated in peripheral type ICC. The indication of LND should be carefully considered on an individual patient basis. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
9. The relationship between serum uric acid and gastrointestinal bleeding in peritoneal dialysis patients: a propensity score analysis.
- Author
-
Zhao, Guowen, Zheng, Yijia, Tian, Na, Zhan, Xiaojiang, Peng, Fenfen, Wang, Xiaoyang, Wen, Yueqiang, Xu, Qingdong, Feng, Xiaoran, Tang, Xingming, Wu, Xianfeng, Zhou, Qian, Shang, Sijia, Yang, Yuanyuan, Shi, Hongrui, and Su, Ning
- Abstract
Gastrointestinal bleeding is an important gastrointestinal complication among peritoneal dialysis patients and correlated with a higher risk of mortality. Increased uric acid levels are a significant complication for peritoneal dialysis patients and have been associated with an increased risk of hemorrhagic stroke. The objective of the present study was to investigate the relationship between serum uric acid levels and gastrointestinal bleeding in peritoneal dialysis patients. A total of 2498 peritoneal dialysis patients were recruited. Based on the optimal uric acid cutoff value, two groups of patients were divided. We constructed a propensity-score-matched population of 1762 patients by matching sex, age, and body mass index. Survival outcomes between the two groups were compared using adjusted Kaplan–Meier curves. We constructed the restricted cubic splines regression to assess the correlation between levels of uric acid and gastrointestinal bleeding. A multivariate Cox proportional hazards regression was performed to test whether higher levels of uric acid are an independent risk factor for gastrointestinal bleeding. We performed a forest plot to show interaction effects in different subgroups. According to restricted cubic splines regression, uric acid levels were positively correlated with the risk of gastrointestinal bleeding events. After adjusted different confounding factors, patients with high levels of uric acid were prone to experience gastrointestinal bleeding (HR 1.868, 95%CI 1.001–3.486). In subgroups, the interaction between higher levels of uric acid and utilizing proton pump inhibitors was significant (P for interaction = 0.034). Further research found that taking proton pump inhibitors could decrease the risk of gastrointestinal bleeding in peritoneal dialysis patients accompanied high levels of uric acid. The baseline high levels of uric acid are an independent risk factor for gastrointestinal bleeding in patients undergoing peritoneal dialysis. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
10. Primary Rhegmatogenous Retinal Detachment Repair by Pars Plana Vitrectomy with and without Scleral Buckling: A Propensity Score Analysis.
- Author
-
Rajsirisongsri, Pongthep, Patikulsila, Direk, Phinyo, Phichayut, Kunavisarut, Paradee, Chaikitmongkol, Voraporn, Nanegrungsunk, Onnisa, Apivatthakakul, Atitaya, Seetasut, Sutheerada, Tantivit, Yaowaret, Krisanuruks, Napatsorn, Sangkaew, Apisara, Watanachai, Nawat, and Choovuthayakorn, Janejit
- Subjects
- *
PARS plana , *PROLIFERATIVE vitreoretinopathy , *RETINAL detachment , *VISUAL acuity , *OPERATIVE surgery , *VITRECTOMY - Abstract
Purpose: To evaluate the anatomical and visual outcomes of patients with rhegmatogenous retinal detachment (RRD) who received primary repair by combined pars plana vitrectomy with scleral buckling (PPV/SB) or pars plana vitrectomy (PPV) alone by using a propensity analysis. Patients and Methods: This study was a single center retrospective observational study. Medical records of patients who underwent surgical interventions between January 2013 and December 2019 were retrospectively reviewed. The single surgery anatomic success (SSAS) and final anatomic success were the primary outcomes, whereas the final visual acuity changes was the secondary outcome. Results: This study included a total of 683 patients (683 eyes), with a median (interquartile range, IQR) follow-up duration of 13 (5.5 to 28.8) months. Of them, 211 patients (30.9%) underwent PPV/SB, while 472 patients (69.1%) underwent PPV as their primary procedure. The two treatment groups did not significantly differ in the risk of achieving SSAS (weighted risk difference: 0.012, 95% confidence interval (CI): − 0.067 to 0.092, p value = 0.776) or achieving final retinal anatomic attachment (weighted risk difference: − 0.038, 95% CI: − 0.106 to 0.030, p value = 0.272). The occurrence of proliferative vitreoretinopathy was identical between the two treatment groups (56 patients (26.5%) for the PPV/SB group and 104 patients (22.0%) for the PPV group), p = 0.199. Nonetheless, the patients who received PPV alone showed a significantly greater mean improvement in VA (weighted mean difference; 0.295, 95% CI; 0.150, 0.440, p < 0.001). Conclusion: This work supports the findings that adding SB to PPV had little impact on anatomical results (either a single surgical success rate or the overall final success rate) for RRD repair. Although PPV alone is shown to improve vision, confirmation of these associations requires further prospective studies using standardized surgical techniques. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
11. 5-Fluorouracil combined with CalliSphere drug-eluting beads or conventional transarterial chemoembolization for unresectable hepatocellular carcinoma: a propensity score weighting analysis
- Author
-
Min Wei, Pengwei Zhang, Chaofeng Yang, Menglin Luo, Chengxi Zeng, Yujie Zhang, and Yang Li
- Subjects
Hepatocellular carcinoma ,TACE ,Drug-eluting beads ,Propensity score analysis ,Efficacy and safety ,Medicine ,Science - Abstract
Abstract This study aimed to assess the effectiveness and safety of 5-Fluorouracil (5-Fu) combined with conventional transarterial chemoembolization (cTACE) compared to 5-Fu combined with drug-eluting bead transarterial chemoembolization (DEB-TACE) using CalliSpheres for the treatment of unresectable hepatocellular carcinoma (HCC) using propensity score weighting methods. This retrospective analysis included 131 patients with HCC treated with 5-Fu combined with cTACE (5-Fu-cTACE group, n = 65) or DEB-TACE (5-Fu-DEB-TACE group, n = 66) at the Affiliated Hospital of North Sichuan Medical College from January 2019 to December 2022. Based on the baseline data and laboratory indicators, propensity score weighting was used to reduce confounding bias. Modified response evaluation criteria in solid tumors (mRECIST) were used to evaluate clinical efficacy. The primary endpoint was progression-free survival (PFS), and the secondary endpoints were the disease control rate (DCR), objective response rate (ORR) and adverse events (AEs). PFS was assessed using Kaplan‒Meier analysis and Cox proportional hazards models. The ORRs at 1 month (M1) after treatment in the 5-Fu-DEB-TACE group and 5-Fu-cTACE group were 90.9% and 76.9%, respectively (P = 0.029), while at this time, the DCRs were 93.9% in the 5-Fu-DEB-TACE group and 90.8% in the 5-Fu-cTACE group (P = 0.494). At 3 months (M3) after treatment, the 5-Fu-DEB-TACE group had a higher ORR (84.8% vs. 56.9%, P
- Published
- 2024
- Full Text
- View/download PDF
12. Association between intraoperative tidal volume and postoperative acute kidney injury in non-cardiac surgical patients using a propensity score-weighted analysis
- Author
-
Ji-Yoon Jung, Seung Eun Song, Suhyun Hwangbo, So Yeong Hwang, Won Ho Kim, and Hyun-Kyu Yoon
- Subjects
Acute kidney injury ,Intraoperative tidal volume ,Non-cardiac surgery ,Propensity score analysis ,Medicine ,Science - Abstract
Abstract Acute kidney injury (AKI) is related to adverse clinical outcomes. Therefore, identifying patients at increased risk of postoperative AKI and proactively providing appropriate care is crucial. However, only a limited number of modifiable risk factors have been recognized to mitigate AKI risk. We retrospectively analyzed adult patients who underwent endotracheal intubation and mechanical ventilation of more than 2 h during non-cardiac surgery at Seoul National University Hospital from January 2011 to November 2022. Patients were grouped into low- or high-tidal volume groups based on their intraoperative tidal volume relative to their predicted body weight (PBW) of 8 ml/kg. The association between intraoperative tidal volume and postoperative AKI was evaluated using inverse probability of treatment weighting (IPTW), adjusting for various preoperative confounders. Among the 37,726 patients included, the incidence of postoperative AKI was 4.1%. The odds of postoperative AKI risk were significantly higher in the high-tidal volume group than in the low-tidal volume group before and after IPTW (odds ratio [OR] 1.20, 95% confidence interval [CI] 1.08–1.32, P = 0.001 and OR: 1.10, 95% CI 1.02–1.19, P = 0.010, respectively). In the multivariable logistic regression analysis after IPTW, a high tidal volume was independently associated with an increased risk of postoperative AKI (OR: 1.21, 95% CI 1.12–1.30, P
- Published
- 2024
- Full Text
- View/download PDF
13. Multiple imputation for propensity score analysis with covariates missing at random: some clarity on "within" and "across" methods.
- Author
-
Nguyen, Trang Quynh and Stuart, Elizabeth A
- Subjects
- *
STATISTICAL models , *DATA analysis , *CAUSAL models , *DATABASE management , *PROBABILITY theory , *SCIENTIFIC observation , *STRUCTURAL equation modeling , *STATISTICS , *CONTENT mining , *ACQUISITION of data , *CAUSALITY (Physics) , *QUALITY assurance - Abstract
In epidemiology and the social sciences, propensity score methods are popular for estimating treatment effects using observational data, and multiple imputation is popular for handling covariate missingness. However, how to appropriately use multiple imputation for propensity score analysis is not completely clear. This paper aims to bring clarity on the consistency (or lack thereof) of methods that have been proposed, focusing on the " within " approach (where the effect is estimated separately in each imputed dataset and then the multiple estimates are combined) and the " across " approach (where typically propensity scores are averaged across imputed datasets before being used for effect estimation). We show that the within method is valid and can be used with any causal effect estimator that is consistent in the full-data setting. Existing across methods are inconsistent, but a different across method that averages the inverse probability weights across imputed datasets is consistent for propensity score weighting. We also comment on methods that rely on imputing a function of the missing covariate rather than the covariate itself, including imputation of the propensity score and of the probability weight. Based on consistency results and practical flexibility, we recommend generally using the standard within method. Throughout, we provide intuition to make the results meaningful to the broad audience of applied researchers. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
14. Benefits of Living Over Deceased Donor Kidney Transplantation in Elderly Recipients. A Propensity Score Matched Analysis of a Large European Registry Cohort.
- Author
-
Toapanta, Néstor, Comas, Jordi, Revuelta, Ignacio, Manonelles, Anna, Facundo, Carme, Pérez-Saez, María José, Vila, Anna, Arcos, Emma, Tort, Jaume, Giral, Magali, Naesens, Maarten, Kuypers, Dirk, Asberg, Anders, Moreso, Francesc, and Bestard, Oriol
- Subjects
- *
PROPENSITY score matching , *KIDNEY transplantation , *BRAIN death , *TREATMENT effectiveness , *GRAFT survival - Abstract
Although kidney transplantation from living donors (LD) offers better long-term results than from deceased donors (DD), elderly recipients are less likely to receive LD transplants than younger ones. We analyzed renal transplant outcomes from LD versus DD in elderly recipients with a propensity-matched score. This retrospective, observational study included the first single kidney transplants in recipients aged =65 years from two European registry cohorts (2013-2020, n = 4,257). Recipients of LD (n = 408), brain death donors (BDD, n = 3,072), and controlled cardiocirculatory death donors (cDCD, n = 777) were matched for donor and recipient age, sex, dialysis time and recipient diabetes. Major graft and patient outcomes were investigated. Unmatched analyses showed that LD recipients were more likely to be transplanted preemptively and had shorter dialysis times than any DD type. The propensity score matched Cox's regression analysis between LD and BDD (387-pairs) and LD and cDCD (259-pairs) revealing a higher hazard ratio for graft failure with BDD (2.19 [95% CI: 1.16-4.15], p = 0.016) and cDCD (3.38 [95% CI: 1.79-6.39], p < 0.001). One-year eGFR was higher in LD transplants than in BDD and cDCD recipients. In elderly recipients, LD transplantation offers superior graft survival and renal function compared to BDD or cDCD. This strategy should be further promoted to improve transplant outcomes. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
15. Propensity Score Analysis With Baseline and Follow‐Up Measurements of the Outcome Variable.
- Author
-
Austin, Peter C.
- Subjects
- *
MONTE Carlo method , *PROPENSITY score matching , *TREATMENT effectiveness , *BLOOD pressure , *HEART beat - Abstract
ABSTRACT A common feature in cohort studies is when there is a baseline measurement of the continuous follow‐up or outcome variable. Common examples include baseline measurements of physiological characteristics such as blood pressure or heart rate in studies where the outcome is post‐baseline measurement of the same variable. Methods incorporating the propensity score are increasingly being used to estimate the effects of treatments using observational studies. We examined six methods for incorporating the baseline value of the follow‐up variable when using propensity score matching or weighting. These methods differed according to whether the baseline value of the follow‐up variable was included or excluded from the propensity score model, whether subsequent regression adjustment was conducted in the matched or weighted sample to adjust for the baseline value of the follow‐up variable, and whether the analysis estimated the effect of treatment on the follow‐up variable or on the change from baseline. We used Monte Carlo simulations with 750 scenarios. While no analytic method had uniformly superior performance, we provide the following recommendations: first, when using weighting and the ATE is the target estimand, use an augmented inverse probability weighted estimator or include the baseline value of the follow‐up variable in the propensity score model and subsequently adjust for the baseline value of the follow‐up variable in a regression model. Second, when the ATT is the target estimand, regardless of whether using weighting or matching, analyze change from baseline using a propensity score that excludes the baseline value of the follow‐up variable. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
16. Balance diagnostics in propensity score analysis following multiple imputation: A new method.
- Author
-
Yucel Karakaya, Sevinc Puren and Unal, Ilker
- Subjects
- *
EQUILIBRIUM testing , *MISSING data (Statistics) , *EPIDEMIOLOGICAL research , *SCIENTIFIC observation , *CONTROL groups - Abstract
The combination of propensity score analysis and multiple imputation has been prominent in epidemiological research in recent years. However, studies on the evaluation of balance in this combination are limited. In this paper, we propose a new method for assessing balance in propensity score analysis following multiple imputation. A simulation study was conducted to evaluate the performance of balance assessment methods (Leyrat's, Leite's, and new method). Simulated scenarios varied regarding the presence of missing data in the control or treatment and control group, and the imputation model with/without outcome. Leyrat's method was more biased in all the studied scenarios. Leite's method and the combine method yielded balanced results with lower mean absolute difference, regardless of whether the outcome was included in the imputation model or not. Leyrat's method had a higher false positive ratio and Leite's and combine method had higher specificity and accuracy, especially when the outcome was not included in the imputation model. According to simulation results, most of time, Leyrat's method and Leite's method contradict with each other on appraising the balance. This discrepancy can be solved using new combine method. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
17. Association between intraoperative tidal volume and postoperative acute kidney injury in non-cardiac surgical patients using a propensity score-weighted analysis.
- Author
-
Jung, Ji-Yoon, Song, Seung Eun, Hwangbo, Suhyun, Hwang, So Yeong, Kim, Won Ho, and Yoon, Hyun-Kyu
- Subjects
SURGICAL complications ,KIDNEYS ,PREOPERATIVE risk factors ,ACUTE kidney failure ,HEART ,LOGISTIC regression analysis - Abstract
Acute kidney injury (AKI) is related to adverse clinical outcomes. Therefore, identifying patients at increased risk of postoperative AKI and proactively providing appropriate care is crucial. However, only a limited number of modifiable risk factors have been recognized to mitigate AKI risk. We retrospectively analyzed adult patients who underwent endotracheal intubation and mechanical ventilation of more than 2 h during non-cardiac surgery at Seoul National University Hospital from January 2011 to November 2022. Patients were grouped into low- or high-tidal volume groups based on their intraoperative tidal volume relative to their predicted body weight (PBW) of 8 ml/kg. The association between intraoperative tidal volume and postoperative AKI was evaluated using inverse probability of treatment weighting (IPTW), adjusting for various preoperative confounders. Among the 37,726 patients included, the incidence of postoperative AKI was 4.1%. The odds of postoperative AKI risk were significantly higher in the high-tidal volume group than in the low-tidal volume group before and after IPTW (odds ratio [OR] 1.20, 95% confidence interval [CI] 1.08–1.32, P = 0.001 and OR: 1.10, 95% CI 1.02–1.19, P = 0.010, respectively). In the multivariable logistic regression analysis after IPTW, a high tidal volume was independently associated with an increased risk of postoperative AKI (OR: 1.21, 95% CI 1.12–1.30, P < 0.001). In this propensity score-weighted analysis, an intraoperative high tidal volume of more than 8 ml/kg PBW was significantly associated with an increased risk of postoperative AKI after IPTW in non-cardiac surgical patients. Intraoperative tidal volume showed potential as a modifiable risk factor for preventing postoperative AKI. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
18. Electrocardiographic patterns and clinical outcomes of acute coronary syndrome cardiogenic shock in patients undergoing percutaneous coronary intervention — A propensity score analysis.
- Author
-
D'Elia, Nicholas, Vogrin, Sara, Brennan, Angela L., Dinh, Diem, Lefkovits, Jeffrey, Reid, Christopher M., Stub, Dion, Bloom, Jason, Haji, Kawa, Noaman, Samer, Kaye, David M., Cox, Nicholas, and Chan, William
- Subjects
- *
CARDIOGENIC shock , *INTRA-aortic balloon counterpulsation , *NON-ST elevated myocardial infarction , *ST elevation myocardial infarction , *ACUTE coronary syndrome , *PERCUTANEOUS coronary intervention - Abstract
To determine the influence of presenting electrocardiographic (ECG) changes on prognosis in acute coronary syndrome cardiogenic shock (ACS-CS) patients undergoing percutaneous coronary angiography (PCI). The effect of initial ECG changes such as ST-elevation myocardial infarction (STEMI) versus non-STEMI among patients ACS-CS on prognosis remains unclear. We analysed data from consecutive patients with ACS-CS enrolled in the Victorian Cardiac Outcomes registry between 2014 and 2020. Inverse probability of treatment weighting analysis (IPTW) was used to assess the effect of ECG changes on 30-day mortality. Of 1564 patients with ACS-CS who underwent PCI, 161 had non-STEMI and 1403 had STEMI on ECG. The mean age was 66 ± 13 years, and 74 % (1152) were males. Patients with non-STEMI compared to STEMI were older (70 ± 12 vs 65 ± 13 years), had higher rates of diabetes (34 % vs 21 %), prior coronary artery bypass graft surgery (14 % vs 3.3 %), peripheral arterial disease (10.6 % vs 4.1 %, p < 0.01), and lower baseline eGFR (53.8 [37.1, 75.4] vs 65.3 [46.3, 87.8] ml/min/1.73m2), all p ≤ 0.01. Non-STEMI patients were more likely to have a culprit left circumflex artery (29 % vs 20 %) and more often underwent multivessel percutaneous coronary intervention (30 % vs 20 %) but had lower rates of out-of-hospital cardiac arrest (21 % vs 39 %), all p ≤ 0.01. Propensity score analysis with IPTW confirmed that non-STEMI ECG was associated with lower odds for 30-day all-cause mortality (OR 0.47 [0.32, 0.69], p < 0.001), and 30-day major adverse cardiovascular and cerebrovascular events (OR 0.48 [0.33, 0.70]). In patients undergoing PCI, Non-STEMI as compared to STEMI on index ECG was associated with approximately half the relative risk of both 30-day mortality and 30-day MACCE and could be a useful variable to integrate in ACS-CS risk scores. • Non-ST elevation myocardial infarction is associated with a better prognosis as compared to ST – elevation myocardial infarction related cardiogenic shock. • Rate of out of hospital cardiac arrest is higher in ST – elevation myocardial infarction then Non- ST elevation myocardial infarction cardiogenic shock. • Among patients with ACS-CS, index ECG changes of ST-segment was associated with approximately half the relative risk of both 30-day mortality and 30-day MACCE. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
19. Colon and rectal peritoneal carcinomatosis: are we mixing apples with oranges? A propensity score-matched analysis
- Author
-
Vallicelli, Carlo, Morezzi, Daniele, Perrina, Daniele, Fugazzola, Paola, Pinson, Jean, Vigutto, Gabriele, Ghaly, Ahmed, Viganò, Jacopo, Tomasoni, Matteo, Ansaloni, Luca, Tuech, Jean-Jacques, and Catena, Fausto
- Published
- 2025
- Full Text
- View/download PDF
20. Comparison of survival between unilateral and bilateral breast cancers using propensity score matching: a retrospective single-center analysis: Survival in Bilateral Breast Cancers
- Author
-
Ozler, Talar, Cosar, Rusen, Sut, Necdet, Nurlu, Dilek, Parlar, Şule, Ateş, Sinan, Dertli, Mert Hacı, Kavuzlu, Yusuf, Kavukcu, Sekip, Chousein, Mert, Yıldız, Gokay, Tunçbilek, Nermin, Hacıoglu, Muhammet Bekir, Tastekin, Ebru, and Topaloğlu, Sernaz
- Published
- 2025
- Full Text
- View/download PDF
21. Real-world efficacy of adjuvant therapy for totally resected stage I lung adenocarcinoma patients with pathological high-risk factors: propensity score analysis
- Author
-
Ke Zhao, Libing Yang, Lei Liu, Guige Wang, Jiaqi Zhang, Xuehan Gao, Chao Guo, Cheng Huang, Yeye Chen, and Shanqing Li
- Subjects
Lung adenocarcinoma ,Adjuvant therapy ,Real-world study ,High-risk factors ,Propensity score analysis ,Surgery ,RD1-811 - Abstract
Abstract Background We investigated the real-world efficacy of adjuvant therapy for stage I lung adenocarcinoma patients with pathological high-risk factors. Methods Study participants were enrolled from November 1, 2016 and December 31, 2020. Clinical bias was balanced by propensity score matching. Disease-free survival (DFS) outcomes were compared by Kaplan–Meier analysis. The Cox proportional hazards regression was used to identify survival-associated factors. p ≤ 0.05 was the threshold for statistical significance. Results A total of 454 patients, among whom 134 (29.5%) underwent adjuvant therapy, were enrolled in this study. One hundred and eighteen of the patients who underwent adjuvant therapy were well matched with non-treatment patients. Prognostic outcomes of the treatment group were significantly better than those of the non-treatment group, as revealed by Kaplan-Meier analysis after PSM. Differences in prevention of recurrence or metastasis between the targeted therapy and chemotherapy groups were insignificant. Adjuvant therapy was found to be positive prognostic factors, tumor size and solid growth patterns were negative. Conclusions Adjuvant therapy significantly improved the DFS for stage I lung adenocarcinoma patients with high-risk factors. Larger prospective clinical trials should be performed to verify our findings.
- Published
- 2024
- Full Text
- View/download PDF
22. Propensity Score to Compare Pars Plana Vitrectomy and Scleral Buckling in Retrospective Studies [Letter]
- Author
-
Visioli G, Alisi L, and Albanese GM
- Subjects
rhegmatogenous retinal detachment ,pars plana vitrectomy ,scleral buckling ,propensity score analysis ,surgical decision-making ,retinal surgery outcomes ,Ophthalmology ,RE1-994 - Abstract
Giacomo Visioli, Ludovico Alisi, Giuseppe Maria Albanese Department of Sense Organs, Sapienza – University of Rome, Viale del Policlinico 155, 00161, RomeCorrespondence: Giacomo Visioli, Department of Sense Organs, Sapienza University of Rome, Viale del Policlinico 155, 00161, Rome, Tel +39 0649975389, Email giacomo.visioli@uniroma1.it
- Published
- 2025
23. Propensity Score Analysis With Unreliable Covariates: A Comparison of Five Reliability-Adjustment Methods.
- Author
-
Zhang, Huibin and Leite, Walter L.
- Abstract
AbstractPropensity score analysis (PSA) is a crucial tool for researchers in mitigating selection bias arising from multiple covariates in quasi-experimental studies. Nevertheless, the impact of low-reliability covariates on PSA necessitates careful consideration. This study employs Monte Carlo simulation to assess five methods to adjust propensity scores for unreliability of covariates. The findings reveal that the latent variable model incorporating inclusive factor scores (PSIF) results in the smallest relative bias of treatment effect estimates. Notably, only PSIF consistently provides unbiased treatment effect estimates across all conditions. Furthermore, the study underscores the potential for a misleading covariate balance evaluation when dealing with unreliable covariates, given that treatment effect estimates may be biased even when the covariate balance is perceived as adequate. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
24. Real-world efficacy of adjuvant therapy for totally resected stage I lung adenocarcinoma patients with pathological high-risk factors: propensity score analysis.
- Author
-
Zhao, Ke, Yang, Libing, Liu, Lei, Wang, Guige, Zhang, Jiaqi, Gao, Xuehan, Guo, Chao, Huang, Cheng, Chen, Yeye, and Li, Shanqing
- Subjects
LUNGS ,PROPENSITY score matching ,CANCER relapse ,ADENOCARCINOMA ,PROGRESSION-free survival - Abstract
Background: We investigated the real-world efficacy of adjuvant therapy for stage I lung adenocarcinoma patients with pathological high-risk factors. Methods: Study participants were enrolled from November 1, 2016 and December 31, 2020. Clinical bias was balanced by propensity score matching. Disease-free survival (DFS) outcomes were compared by Kaplan–Meier analysis. The Cox proportional hazards regression was used to identify survival-associated factors. p ≤ 0.05 was the threshold for statistical significance. Results: A total of 454 patients, among whom 134 (29.5%) underwent adjuvant therapy, were enrolled in this study. One hundred and eighteen of the patients who underwent adjuvant therapy were well matched with non-treatment patients. Prognostic outcomes of the treatment group were significantly better than those of the non-treatment group, as revealed by Kaplan-Meier analysis after PSM. Differences in prevention of recurrence or metastasis between the targeted therapy and chemotherapy groups were insignificant. Adjuvant therapy was found to be positive prognostic factors, tumor size and solid growth patterns were negative. Conclusions: Adjuvant therapy significantly improved the DFS for stage I lung adenocarcinoma patients with high-risk factors. Larger prospective clinical trials should be performed to verify our findings. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
25. Survival disparities in non-Hispanic Black and White cervical cancer patients vary by histology and are largely explained by modifiable factors.
- Author
-
Kucera, Calen W., Chappell, Nicole P., Tian, Chunqiao, Richardson, Michael T., Tarney, Christopher M., Hamilton, Chad A., Chan, John K., Kapp, Daniel S., Leath III, Charles A., Casablanca, Yovanni, Rojas, Christine, Sitler, Collin A., Wenzel, Lari, Klopp, Ann, Jones, Nathaniel L., Rocconi, Rodney P., Farley, John H., O'Connor, Timothy D., Shriver, Craig D., and Bateman, Nicholas W.
- Subjects
- *
BLACK people , *CERVICAL cancer , *CANCER patients , *BLACK white differences , *SQUAMOUS cell carcinoma ,CERVIX uteri tumors - Abstract
We investigated racial disparities in survival by histology in cervical cancer and examined the factors contributing to these disparities. Non-Hispanic Black and non-Hispanic White (hereafter known as Black and White) patients with stage I-IV cervical carcinoma diagnosed between 2004 and 2017 in the National Cancer Database were studied. Survival differences were compared using Cox modeling to estimate hazard ratio (HR) or adjusted HR (AHR) and 95% confidence interval (CI). The contribution of demographic, socioeconomic and clinical factors to the Black vs White differences in survival was estimated after applying propensity score weighting in patients with squamous cell carcinoma (SCC) or adenocarcinoma (AC). This study included 10,111 Black and 43,252 White patients with cervical cancer. Black patients had worse survival than White cervical cancer patients (HR = 1.40, 95% CI = 1.35–1.45). Survival disparities between Black and White patients varied significantly by histology (HR = 1.20, 95% CI = 1.15–1.24 for SCC; HR = 2.32, 95% CI = 2.12–2.54 for AC, interaction p < 0.0001). After balancing the selected demographic, socioeconomic and clinical factors, survival in Black vs. White patients was no longer different in those with SCC (AHR = 1.01, 95% CI 0.97–1.06) or AC (AHR = 1.09, 95% CI = 0.96–1.24). In SCC, the largest contributors to survival disparities were neighborhood income and insurance. In AC, age was the most significant contributor followed by neighborhood income, insurance, and stage. Diagnosis of AC (but not SCC) at ≥65 years old was more common in Black vs. White patients (26% vs. 13%, respectively). Histology matters in survival disparities and diagnosis at ≥65 years old between Black and White cervical cancer patients. These disparities were largely explained by modifiable factors. Survival disparities between Black and White patients with squamous cell carcinoma of the cervix or adenocarcinoma of the cervix with inserts displaying hazard ratio (HR) and 95% confidence interval (CI) for risk of death for Black vs. White patients with cervical squamous cell carcinoma or adenocarcinoma, respectively (A). Shift in age at diagnosis in Black vs. White patients with squamous cell carcinoma (SCC) of the cervix or adenocarcinoma (AC) of the cervix (B). [Display omitted] • Survival disparities between Black and White patients with cervical cancer varied by histology. • Cervical adenocarcinoma subtype dominated the survival disparities between Black and White patients with cervical cancer. • Age, income, insurance, and stage were the largest contributors to the 2.3-fold disparities in survival in adenocarcinoma. • Neighborhood income and insurance were the largest contributors to the 20% survival disparities in squamous cell carcinoma. • 26% of all adenocarcinoma cases in Black patients were diagnosed >65 years beyond the standard cervical screening guidelines. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
26. Association of Maternal Body Mass Index and Maternal Morbidity And Mortality.
- Author
-
Dinsmoor, Mara J., Ugwu, Lynda G., Bailit, Jennifer L., Reddy, Uma M., Wapner, Ronald J., Varner, Michael W., Thorp Jr., John M., Caritis, Steve N., Prasad, Mona, Tita, Alan T.N., Saade, George R., Sorokin, Yoram, Rouse, Dwight J., Blackwell, Sean C., and Tolosa, Jorge E.
- Subjects
- *
POISSON distribution , *BODY mass index , *SECONDARY analysis , *RESEARCH funding , *HYPERTENSION , *SMOKING , *MATERNAL mortality , *CAUSES of death , *MULTIVARIATE analysis , *DESCRIPTIVE statistics , *DISEASES , *LONGITUDINAL method , *INTENSIVE care units , *PARITY (Obstetrics) , *CONFIDENCE intervals , *OBESITY , *REGRESSION analysis , *PREGNANCY - Abstract
Objective This study aimed to assess the association of maternal body mass index (BMI) with a composite of severe maternal outcomes. Study Design Secondary analysis of a cohort of deliveries on randomly selected days at 25 hospitals from 2008 to 2011. Data on comorbid conditions, intrapartum events, and postpartum course were collected. The reference group (REF, BMI: 18.5–29.9kg/m 2), obese (OB; BMI: 30–39.9kg/m 2), morbidly obese (MO; BMI: 40–49.9kg/m 2), and super morbidly obese (SMO; BMI ≥ 50kg/m 2) women were compared. The composite of severe maternal outcomes was defined as death, intensive care unit (ICU) admission, ventilator use, deep venous thrombosis/pulmonary embolus (DVT/PE), sepsis, hemorrhage, disseminated intravascular coagulation (DIC), unplanned operative procedure, or stroke. Patients in the REF group were matched 1:1 with those in all other obesity groups based on propensity score using the baseline characteristics of age, race/ethnicity, previous cesarean, preexisting diabetes, chronic hypertension, parity, cigarette use, and insurance status. Multivariable Poisson's regression was used to estimate adjusted relative risks (aRRs) and 95% confidence intervals (CIs) for the association between BMI and the composite outcome. Because cesarean delivery may be in the causal pathway between obesity and adverse maternal outcomes, models were then adjusted for mode of delivery to evaluate potential mediation. Results A total of 52,162 pregnant patients are included in the analysis. Risk of composite maternal outcomes was increased for SMO compared with REF but not for OB and MO [OB: aRR=1.06, 95% CI: 0.99–1.14; MO: aRR=1.10, 95% CI: 0.97–1.25; SMO: aRR=1.32, 95% CI: 1.02–1.70]. However, in the mediation analysis, cesarean appears to mediate 46% (95% CI: 31–50%) of the risk of severe morbidity for SMO compared with REF. Conclusion Super morbid obesity is significantly associated with increased serious maternal morbidity and mortality; however, cesarean appears to mediate this association. Obesity and morbid obesity are not associated with maternal morbidity and mortality. Key Points Super morbid obesity is associated with increased morbidity. Cesarean appears to mediate the association between super morbid obesity and morbidity. Obesity and morbid maternal obesity are not associated with morbidity. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
27. Comparative effectiveness and mortality of colistin monotherapy versus colistin-fosfomycin combination therapy for the treatment of carbapenem-resistant Enterobacteriaceae (CRE) infections: A propensity score analysis.
- Author
-
Katip, Wasan, Rayanakorn, Ajaree, Oberdorfer, Peninnah, Taruangsri, Puntapong, Nampuan, Teerapong, and Okonogi, Siriporn
- Abstract
Carbapenem-resistant Enterobacteriaceae (CRE) infections pose a significant threat to global health due to limited treatment options and high mortality rates. Colistin-based regimens have emerged as a primary treatment approach, but the effectiveness and mortality outcomes of colistin monotherapy versus colistin-fosfomycin combination therapy remain uncertain. This study aims to compare the effectiveness and mortality of colistin monotherapy and colistin-fosfomycin combination therapy for CRE infections. Notably, our study is the first to undertake a comprehensive examination of the effectiveness and mortality outcomes between colistin monotherapy and colistin-fosfomycin combination therapy in the context of CRE infections. A retrospective cohort study was conducted using data from patients diagnosed with carbapenem-resistant Enterobacteriaceae (CRE) infections at Nakornping Hospital during 2015 to 2022. Inverse probability weighting (IPW) was employed to create balanced cohorts of patients receiving either colistin monotherapy or colistin-fosfomycin combination therapy. The primary outcome measure was treatment effectiveness, assessed by 30-day mortality. Secondary outcome measures included clinical response, mortality at the end of treatment, and microbiologic response. Univariate and multivariate logistic regression analysis were employed after applying propensity score weighting using inverse probability of weighting (IPW). A total of 220 patients were included in the analysis, with 67 receiving colistin monotherapy and 153 receiving colistin-fosfomycin combination therapy. Propensity score weighting using IPW balanced the baseline characteristics between the two groups. The effectiveness of treatment, as measured by 30-day mortality, was not significantly different between the colistin monotherapy group and the colistin-fosfomycin combination therapy group (adjusted odds ratio [aOR] = 1.51, 95% confidence interval [CI]: 0.60–3.78, p = 0.383). Similarly, no significant difference was observed in the mortality at the end of treatment between the two groups (aOR = 1.26, 95% CI: 0.55–2.90, p = 0.576). The clinical response (aOR = 1.48, 95% CI: 0.61–3.59, p = 0.383) and microbiologic response (aOR = 0.66, 95% CI: 0.18–2.38, p = 0.527) were similar between the colistin monotherapy and colistin-fosfomycin combination therapy groups. The propensity score analysis among 220 matched patients showed comparable treatment effectiveness and mortality between colistin monotherapy and colistin-fosfomycin combination therapy for CRE infections. These results suggest that colistin monotherapy may be as effective as combination therapy. More prospective randomized controlled trials are needed to confirm these findings and establish optimal CRE treatment strategies. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
28. Incidental gallbladder cancer detected during laparoscopic cholecystectomy: conversion to extensive resection is a feasible choice
- Author
-
Di Zeng, Yaoqun Wang, Ningyuan Wen, Jiong Lu, Bei Li, and Nansheng Cheng
- Subjects
incidental gallbladder carcinoma ,hepatectomy ,laparotomy ,prognosis ,propensity score analysis ,Surgery ,RD1-811 - Abstract
BackgroundRe-resection is recommended for patients with incidental gallbladder carcinoma (iGBC) at T1b stage and above. It is unclear whether continuation of laparoscopic re-resection (CLR) for patients with intraoperatively detected iGBC (IDiGBC) is more beneficial to short- and long-term clinical outcomes than with conversion to radical extensive-resection (RER).MethodsThis single-centre, retrospective cohort study of patients with iGBC was conducted between June 2006 and August 2021. Patients who underwent immediate reresection for T1b or higher ID-iGBC were enrolled. Propensity score matching (PSM) was used to match the two groups (CLR and RER) of patients, and differences in clinical outcomes before and after matching were analyzed.ResultA total of 102 patients with ID-iGBC were included in this study. 58 patients underwent CLR, and 44 underwent RER. After 1:1 propensity score matching, 56 patients were matched to all baselines. Patients in the RER group had a lower total postoperative complication rate, lower pulmonary infection rate, and shorter operation time than those in the CLR group did. Kaplan-Meier analysis showed that the overall survival rate of patients who underwent CLR was significantly lower than that of patients who underwent RER. Multivariate analysis showed that CLR, advanced T stage, lymph node positivity, and the occurrence of postoperative ascites were adverse prognostic factors for the overall survival of patients.ConclusionPatients with ID-iGBC who underwent RER had fewer perioperative complications and a better prognosis than those who underwent CLR. For patients with ID-iGBC, conversion to radical extensive-resection appears to be a better choice.
- Published
- 2024
- Full Text
- View/download PDF
29. The Association Between Vitamin D Deficiency and Diabetes in Adult African Americans and Whites: An NHANES Study
- Author
-
Hadgu, Alula, Yan, Fengxia, and Mayberry, Robert
- Published
- 2024
- Full Text
- View/download PDF
30. A Generalized Bootstrap Procedure of the Standard Error and Confidence Interval Estimation for Inverse Probability of Treatment Weighting.
- Author
-
Li, Tenglong and Lawson, Jordan
- Subjects
- *
PROBABILITY theory , *CONFIDENCE intervals , *STATISTICAL bootstrapping , *REGRESSION analysis , *RESAMPLING (Statistics) , *CAUSAL inference - Abstract
The inverse probability of treatment weighting (IPTW) approach is commonly used in propensity score analysis to infer causal effects in regression models. Due to oversized IPTW weights and errors associated with propensity score estimation, the IPTW approach can underestimate the standard error of causal effect. To remediate this, bootstrap standard errors have been recommended to replace the IPTW standard error, but the ordinary bootstrap (OB) procedure might still result in underestimation of the standard error because of its inefficient resampling scheme and untreated oversized weights. In this paper, we develop a generalized bootstrap (GB) procedure for estimating the standard error and confidence intervals of the IPTW approach. Compared with the OB procedure and other three procedures in comparison, the GB procedure has the highest precision and yields conservative standard error estimates. As a result, the GB procedure produces short confidence intervals with highest coverage rates. We demonstrate the effectiveness of the GB procedure via two simulation studies and a dataset from the National Educational Longitudinal Study-1988 (NELS-88). [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
31. Unreliable Continuous Treatment Indicators in Propensity Score Analysis.
- Author
-
Fish, Gail A. and Leite, Walter L.
- Subjects
- *
LATENT class analysis (Statistics) , *STANDARD deviations , *COURSEWARE , *MONTE Carlo method , *CLASSROOM environment - Abstract
Propensity score analyses (PSA) of continuous treatments often operationalize the treatment as a multi-indicator composite, and its composite reliability is unreported. Latent variables or factor scores accounting for this unreliability are seldom used as alternatives to composites. This study examines the effects of the unreliability of indicators of a latent treatment in PSA using the generalized propensity score (GPS). A Monte Carlo simulation study was conducted varying composite reliability, continuous treatment representation, variability of factor loadings, sample size, and number of treatment indicators to assess whether Average Treatment Effect (ATE) estimates differed in their relative bias, Root Mean Squared Error, and coverage rates. Results indicate that low composite reliability leads to underestimation of the ATE of latent continuous treatments, while the number of treatment indicators and variability of factor loadings show little effect on ATE estimates, after controlling for overall composite reliability. The results also show that, in correctly specified GPS models, the effects of low composite reliability can be somewhat ameliorated by using factor scores that were estimated including covariates. An illustrative example is provided using survey data to estimate the effect of teacher adoption of a workbook related to a virtual learning environment in the classroom. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
32. An Assessment of Juvenile Justice Reform in Ohio: Impact on Youth Placement and Recidivism From 2008 to 2015.
- Author
-
Park, Insun, Sullivan, Christopher J., and Holmes, Bryan
- Subjects
- *
JUVENILE justice administration , *JUVENILE delinquency , *RECIDIVISM , *AT-risk youth , *REFORMS - Abstract
Juvenile justice systems across the U.S. have undergone transformations over the last 20 years. These efforts include deliberate attempts and policy decisions enacted to reduce the number of incarcerated youths. Ohio has implemented a series of initiatives in its juvenile justice system designed to reduce reliance on state custody of youth in favor of local alternatives. Using Ohio's juvenile justice systems as a focal case, this study assessed reform initiatives on the reduction in youth incarceration and recidivism. Our analyses of 5,000 youths sampled from cases processed between 2008 and 2015 revealed a sustained trend in diverting youth from incarceration, most conspicuously among low risk youths. The diverted population, after adjusting for covariates through propensity score techniques, had lower rates of incarceration compared to the youths in state residential facilities. The outcome of the reform initiatives is discussed in terms of supporting redirection and reinvestment of finite resources and refining intervention strategies in implementing change in juvenile justice. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
33. An outcome‐wide analysis of the effects of diagnostic labeling of Alzheimer's disease and related dementias on social relationships.
- Author
-
Amano, Takashi, Halvorsen, Cal J., Kim, Seoyoun, Reynolds, Addam, Scher, Clara, and Jia, Yuane
- Abstract
INTRODUCTION: This study examines how receiving a dementia diagnosis influences social relationships by race and ethnicity. METHODS: Using data from the Health and Retirement Study (10 waves; 7,159 observations) of adults 70 years and older predicted to have dementia using Gianattasio‐Power scores (91% accuracy), this study assessed changes in social support, engagement, and networks after a dementia diagnosis. We utilized quasi‐experimental methods to estimate treatment effects and subgroup analyses by race/ethnicity. RESULTS: A diagnostic label significantly increased the likelihood of gaining social support but reduced social engagement and one measure of social networks. With some exceptions, the results were similar by race and ethnicity. DISCUSSION: Results suggest that among older adults with assumed dementia, being diagnosed by a doctor may influence social relationships in both support‐seeking and socially withdrawn ways. This suggests that discussing services and supports at the time of diagnosis is important for healthcare professionals. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
34. Long-Term Outcomes of Endoscopic Resection versus Open Surgery for Locally Advanced Sinonasal Malignancies in Combination with Radiotherapy.
- Author
-
Liu, Qian, Huang, Xiaodong, Chen, Xuesong, Zhang, Jianghu, Wang, Jingbo, Qu, Yuan, Wang, Kai, Wu, Runye, Zhang, Ye, Xiao, Jianping, Yi, Junlin, and Luo, Jingwei
- Subjects
- *
ENDOSCOPIC surgery , *PARANASAL sinuses , *NOMOGRAPHY (Mathematics) , *INTENSITY modulated radiotherapy , *RADIOTHERAPY , *PROPENSITY score matching - Abstract
Objective Our objective was to compare the long-term outcomes of endoscopic resection versus open surgery in combination with radiotherapy for locally advanced sinonasal malignancies (SNMs). Methods Data for continuous patients with sinonasal squamous cell carcinoma and adenocarcinoma who received surgery (endoscopic or open surgery) combined with radiotherapy in our center between January 1999 and December 2016 were retrospectively reviewed. A 1:1 matching with propensity scores was performed. Overall survival (OS), progression-free survival (PFS), and local recurrence rate (LRR) were evaluated. Results We identified 267 eligible patients, 90 of whom were included after matching: 45 patients in the endoscopy group and 45 in the open group. The median follow-up time was 87 months. In the endoscopic group, 84.4% of patients received intensity-modulated radiotherapy (IMRT), with a mean gross tumor volume (GTV) dose of 68.28 Gy; in the open surgery group, 64.4% of patients received IMRT, with a mean GTV dose of 64 Gy. The 5-year OS, PFS, and LRR were 69.9, 58.6, and 24.5% in the endoscopic group and 64.6, 54.4, and 31.8% in the open surgery group, respectively. Multivariable regression analysis revealed that the surgical approach was not associated with lower OS, PFS, or LRR. The overall postoperative complications were 13% in the endoscopic group, while 21.7% in the open group. Conclusion For patients with locally advanced SNMs, minimally invasive endoscopic resection, in combination with a higher radiation dose and new radiation techniques such as IMRT, yields survival outcomes similar to those of open surgery in combination with radiotherapy. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
35. Low-Volume Acute Normovolemic Hemodilution Does Not Reduce Allogeneic Red Blood Cell Transfusion in Cardiac Surgery in the Modern Era of Patient Blood Management: A Propensity Score-Matched Cohort Study.
- Author
-
Yoshinaga, Koichi, Iizuka, Yusuke, Sanui, Masamitsu, and Faraday, Nauder
- Abstract
Patients undergoing cardiac surgery often require blood transfusions, which are associated with increased morbidity and mortality. Patient blood management (PBM) strategies, including acute normovolemic hemodilution (ANH), have been implemented to minimize allogeneic transfusion requirements. Older studies suggested that ANH is associated with reduced transfusions; however, its effectiveness in the modern era of PBM remains unclear. This was a retrospective cohort study. The study was held at a single university hospital. 542 patients who underwent elective cardiac surgery with cardiopulmonary bypass (CPB) using low-priming-volume circuits between January 2017 and March 2022. Patients who received ANH were matched with those who did not receive ANH, using propensity scores. The primary outcome was the proportion of patients who received perioperative red blood cell (RBC) transfusion. Of the 542 eligible patients, 49 ANH cases were propensity-score matched to 97 controls. The median ANH volume was 450 mL (IQR, 400-800 mL). There was no significant difference in perioperative RBC transfusion rates between the 2 groups (24.5% in the ANH group vs 30.9% in the control group, p = 0.42). The odds ratio for perioperative RBC transfusion in the ANH group versus the control group was 0.72 (95% CI, 0.32-1.55, p = 0.42). Low-volume ANH was not associated with a significant reduction in perioperative allogeneic RBC transfusion during cardiac surgery with CPB using low-priming-volume circuits. The benefits of low-volume ANH in reducing the requirement for RBC transfusion in the modern era of PBM may be smaller than reported previously. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
36. Short versus long course of colistin treatment for carbapenem-resistant A. baumannii in critically ill patients: A propensity score matching study
- Author
-
Wasan Katip, Ajaree Rayanakorn, Peninnah Oberdorfer, Puntapong Taruangsri, and Teerapong Nampuan
- Subjects
Critically ill patients ,Duration of treatment ,Colistin ,Propensity score analysis ,CRAB infection ,Infectious and parasitic diseases ,RC109-216 ,Public aspects of medicine ,RA1-1270 - Abstract
Background: Carbapenem-resistant Acinetobacter baumannii (CRAB) is one of the most commonly found nosocomial infections in critically ill patients. However, the appropriate treatment period for a specific group of critically ill patients with CRAB infection is currently being debated. Therefore, our study aimed to evaluate the optimal courses of therapy for critically ill patients with CRAB infection by comparing the outcomes of colistin therapy of short duration (
- Published
- 2023
- Full Text
- View/download PDF
37. Favorable effect of CD26/DPP-4 inhibitors on postoperative outcomes after lung transplantation: A propensity-weighted analysis.
- Author
-
Yamada, Yoshito, Sato, Tosiya, Oda, Hiromi, Harada, Norio, Yoshizawa, Akihiko, Nishikawa, Shigeto, Kayawake, Hidenao, Tanaka, Satona, Yutaka, Yojiro, Hamaji, Masatsugu, Nakajima, Daisuke, Ohsumi, Akihiro, and Date, Hiroshi
- Subjects
- *
LUNG transplantation , *TREATMENT effectiveness , *PEOPLE with diabetes , *OVERALL survival , *HOMOGRAFTS , *DIABETES - Abstract
We have shown the efficacy of CD26/dipeptidyl peptidase 4 (CD26/DPP-4) inhibitors, antidiabetic agents, in allograft protection after experimental lung transplantation (LTx). We aimed to elucidate whether CD26/DPP-4 inhibitors effectively improve postoperative outcomes after clinical LTx. We retrospectively reviewed the records of patients undergoing LTx at our institution between 2010 and 2021 and extracted records of patients with diabetes mellitus (DM) at 6 months post-LTx. The patient characteristics and postoperative outcomes were analyzed. We established 6 months post-LTx as the landmark point for predicting overall survival (OS) and chronic lung allograft dysfunction (CLAD)-free survival. Hazard ratios were estimated by Cox regression after propensity score weighting, using CD26/DPP-4 inhibitor treatment up to 6 months post-LTx as the exposure variable. We evaluated CLAD samples pathologically, including for CD26/DPP-4 immunohistochemistry. Of 102 LTx patients with DM, 29 and 73 were treated with and without CD26/DPP-4 inhibitors, respectively. Based on propensity score adjustment using standardized mortality ratio weighting, the 5-year OS rates were 77.0% and 44.3%, and the 5-year CLAD-free survival rates 77.8% and 49.1%, in patients treated with and without CD26/DPP-4 inhibitors, respectively. The hazard ratio for CD26/DPP-4 inhibitor use was 0.34 (95% confidence interval (CI) 0.14-0.82, p = 0.017) for OS and 0.47 (95% CI 0.22-1.01, p = 0.054) for CLAD-free survival. We detected CD26/DPP-4 expression in the CLAD grafts of patients without CD26/DPP-4 inhibitors. Analysis using propensity score weighting showed that CD26/DPP-4 inhibitors positively affected the postoperative prognosis of LTx patients with DM. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
38. Propensity score analysis of low‐dose aspirin and bleeding complications in pregnancy.
- Author
-
Souter, V., Painter, I., Sitcov, K., and Khalil, A.
- Subjects
- *
PREGNANCY complications , *ASPIRIN , *MULTIPLE pregnancy , *ABRUPTIO placentae , *PLACENTA praevia - Abstract
Objective: Low‐dose aspirin (LDA) has been shown to reduce the risk of preterm pre‐eclampsia and it has been suggested that it should be recommended for all pregnancies. However, some studies have reported an association between LDA and an increased risk of bleeding complications in pregnancy. Our aim was to evaluate the risk of placental abruption and postpartum hemorrhage (PPH) in patients for whom their healthcare provider had recommended prophylactic aspirin. Methods: This multicenter cohort study included 72 598 singleton births at 19 hospitals in the USA, between January 2019 and December 2021. Pregnancies complicated by placenta previa/accreta, birth occurring at less than 24 weeks' gestation, multiple pregnancy or those with data missing for aspirin recommendation were excluded. Propensity scores were calculated using 20 features spanning sociodemographic factors, medical history, year and hospital providing care. The association between LDA recommendation and placental abruption or PPH was estimated by inverse‐probability treatment weighting using the propensity scores. Results: We included 71 627 pregnancies in the final analysis. Aspirin was recommended to 6677 (9.3%) and was more likely to be recommended for pregnant individuals who were 35 years or older (P < 0.001), had a body mass index of 30 kg/m2 or higher (P < 0.001), had prepregnancy hypertension (P < 0.001) and who had a Cesarean delivery (P < 0.001). Overall, 1.7% of the study cohort (1205 pregnancies) developed preterm pre‐eclampsia: 1.3% in the no‐aspirin and 5.8% in the aspirin group. After inverse‐probability weighting with propensity scores, aspirin was associated with increased risk of placental abruption (adjusted odds ratio (aOR), 1.44 (95% CI, 1.04–2.00)) and PPH (aOR, 1.21 (95% CI, 1.05–1.39)). The aOR translated to a number needed to harm with LDA of 79 (95% CI, 43–330) for PPH and 287 (95% CI, 127–3151) for placental abruption. Conclusions: LDA recommendation in pregnancy was associated with increased risk for placental abruption and for PPH. Our results support the need for more research into aspirin use and bleeding complications in pregnancy before recommending it beyond the highest‐risk pregnancies. © 2023 The Authors. Ultrasound in Obstetrics & Gynecology published by John Wiley & Sons Ltd on behalf of International Society of Ultrasound in Obstetrics and Gynecology. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
39. Comparison of accelerated and standard infliximab induction regimens in acute severe ulcerative colitis using propensity score analysis: a retrospective multicenter study in China.
- Author
-
Liu, Xinyu, Li, Hui, Tian, Feng, Xie, Ying, Zhang, Xiaoqi, Zhi, Min, Zhang, Min, Song, Xiaomei, Guo, Hong, Li, Xiaofei, Liang, Jie, Shen, Jun, and Li, Yue
- Subjects
ULCERATIVE colitis ,LOGISTIC regression analysis ,DISEASE remission ,C-reactive protein ,COLECTOMY - Abstract
Background The optimal regimen of infliximab salvage in acute severe ulcerative colitis (ASUC) patients remains controversial. This study aimed to compare accelerated and standard infliximab induction in Chinese ASUC patients, and to explore risk factors and concrete accelerated regimens for them. Methods Data were retrospectively collected from steroid-refractory ASUC patients receiving infliximab as rescue therapy at seven tertiary centers across China. Outcomes including colectomy and clinical remission (Mayo score ≤ 2 and every subscore ≤ 1 at Day 14) rates were compared between patients receiving accelerated and standard infliximab induction using propensity score adjustment for potential confounders. The dose–response relationship was explored by plotting restricted cubic splines. Logistic regression and Cox proportional hazards regression analyses were performed to determine risk factors for adverse outcomes. A systematic review and meta-analysis was also performed. Results A total of 76 patients were analysed: 29 received standard and 47 received accelerated induction. The accelerated group had a higher 90-day colectomy rate (17.8% vs 0%, P = 0.019) and lower clinical remission rate (27.7% vs 65.5%, P = 0.001). After adjusting for propensity score and institution, there was no significant difference in colectomy or clinical remission rates (both P > 0.05). Dose–effect curves showed decreased colectomy hazard with higher cumulative infliximab dosage within 5 days, with no improvement observed for increasing cumulative infliximab dosage within 28 days. Multivariate logistic regression analyses revealed C-reactive protein of >10 mg/L at infliximab initiation (odds ratio = 5.00, 95% confidence interval: 1.27–24.34) as an independent risk factor for no clinical remission. Meta-analysis also revealed no significant difference in colectomy rates at 3 months (P = 0.54). Conclusions After adjusting for confounders, there were no significant differences in colectomy or clinical remission rates between accelerated and standard infliximab induction among ASUC patients. Early administration of an intensified dosage within 5 days may be beneficial. Elevated C-reactive protein at infliximab initiation indicated need for intensive treatment. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
40. Optimizing Imputation for Educational Data: Exploring Training Partition and Missing Data Ratios.
- Author
-
Collier, Zachary K., Chawla, Kamal, and Soyoye, Olushola
- Abstract
AbstractThe integration of machine learning in educational data analysis presents challenges regarding the availability of sufficient training data, especially in the context of high missing data ratios. These challenges arise from data partitioning practices, resulting in smaller datasets and less precise models. Behavioral scientists have increasingly incorporated machine learning into propensity score estimation, necessitating investigations into the most effective training and testing partitioning methods for machine learning-based imputation. To address this gap in the literature, our Monte Carlo experiment examines the impact of partitioning methods and missing data ratios. Simulated datasets, featuring missing ratios of 10%, 30%, 50%, and 70%, are divided into training and testing sets, ranging from 80–20 to 20–80. Results indicate that each imputation method delivers highly accurate average treatment effects. However, in the context of maintaining covariate balance across diverse conditions, complex ensemble methods outperform artificial neural networks. A real-data comparison (Study II) further underscores that the adoption of sophisticated machine learning techniques significantly enhances covariate balance. This research contributes valuable insights into the development of machine learning-based imputation methods, with a specific focus on scenarios characterized by high missing data ratios, in educational data analysis. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
41. Comparison of placenta consumers’ and non-consumers’ postpartum depression screening results using EPDS in US community birth settings (n=6038): a propensity score analysis
- Author
-
Daniel C. Benyshek, Marit L. Bovbjerg, and Melissa Cheyney
- Subjects
Postpartum depression ,Placentophagy ,Placentophagia ,Propensity score analysis ,Community birth ,Gynecology and obstetrics ,RG1-991 - Abstract
Abstract Background Preventing postpartum depression (PPD) is the most common self-reported motivation for human maternal placentophagy, yet very little systematic research has assessed mental health following placenta consumption. Our aim was to compare PPD screening scores of placenta consumers and non-consumers in a community birth setting, using propensity score matching to address anticipated extensive confounding. Methods We used a medical records-based data set (n = 6038) containing pregnancy, birth, and postpartum information for US women who planned and completed community births. We first compared PPD screening scores as measured by the Edinburgh Postpartum Depression Scale (EPDS) of individuals who consumed their placenta to those who did not, with regard to demographics, pregnancy characteristics, and history of mental health challenges. Matching placentophagic (n = 1876) and non-placentophagic (n = 1876) groups were then created using propensity scores. The propensity score model included more than 90 variables describing medical and obstetric history, demographics, pregnancy characteristics, and intrapartum and postpartum complications, thus addressing confounding by all of these variables. We then used logistic regression to compare placentophagic to non-placentophagic groups based on commonly-cited EPDS cutoff values (≥ 11; ≥ 13) for likely PPD. Results In the unmatched and unadjusted analysis, placentophagy was associated with an increased risk of PPD. In the matched sample, 9.9% of women who ate their placentas reported EPDS ≥ 11, compared to 8.4% of women who did not (5.5% and 4.8%, respectively, EPDS ≥ 13 or greater). After controlling for over 90 variables (including prior mental health challenges) in the matched and adjusted analysis, placentophagy was associated with an increased risk of PPD between 15 and 20%, depending on the published EPDS cutoff point used. Numerous sensitivity analyses did not alter this general finding. Conclusions Placentophagic individuals in our study scored higher on an EPDS screening than carefully matched non-placentophagic controls. Why placentophagic women score higher on the EPDS remains unclear, but we suspect reverse causality plays an important role. Future research could assess psychosocial factors that may motivate some individuals to engage in placentophagy, and that may also indicate greater risk of PPD.
- Published
- 2023
- Full Text
- View/download PDF
42. Propensity score analysis of red cell distribution width to serum calcium ratio in acute myocardial infarction as a predictor of in-hospital mortality
- Author
-
Sulan Huang, Huijia Zhang, Zhijie Zhuang, Ning Guo, Quan Zhou, Xiangjie Duan, and Liangqing Ge
- Subjects
red cell distribution width ,serum calcium ,in-hospital mortality ,acute myocardial infarction ,propensity score analysis ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
ObjectiveRed cell distribution width (RDW) and serum calcium (Ca) levels are predictors of in-hospital mortality in acute myocardial infarction (AMI) patients. However, their sensitivity and specificity are limited. Therefore, this study aimed to determine whether the RDW to Ca ratio (RCR) acquired on admission can be used to predict the in-hospital mortality of AMI patients.MethodsThis retrospective cohort study extracted clinical information from the Medical Information Market for Intensive IV (MIMIC-IV) database on 2,910 AMI patients enrolled via propensity score matching (PSM). Prognostic values were assessed using a multivariate logistic model and three PSM approaches. Analysis was performed based on stratified variables and interactions among sex, age, ethnicity, anemia, renal disease, percutaneous transluminal coronary intervention (PCI), coronary artery bypass grafting (CABG), atrial fibrillation, congestive heart failure, dementia, diabetes, paraplegia, hypertension, cerebrovascular disease, and Sequential Organ Failure Assessment (SOFA) score.ResultsA total of 4,105 ICU-admitted AMI patients were analyzed. The optimal cut-off value of the RCR for in-hospital mortality was 1.685. The PSM was performed to identify 1,455 pairs (2,910) of score-matched patients, with balanced differences exhibited for nearly all variables.The patients’ median age was 72 years (range, 63–82 years) and 60.9% were male. The risk of in-hospital mortality incidence increased with increasing RCR levels. After adjusting for confounders, the risk ratio for the incidence of in-hospital mortality for high RCR was 1.75 [95% confidence interval (CI): 1.60–1.94, P = 0.0113] compared to that associated with low RCR in the PSM cohort. High RCR was also substantially implicated in in-hospital mortality incidence in the weighted cohorts [odds ratio (OR) = 1.76, 95% CI: 1.62–1.94, P = 0.0129]. Assessment of RCR in three groups showed that patients with high RCR also had a higher risk of in-hospital mortality (OR = 3.04; 95% CI, 2.22–4.16; P
- Published
- 2023
- Full Text
- View/download PDF
43. Is starting earlier better? A propensity score analysis of toddler-year impacts for English only and Spanish-speaking dual language learners.
- Author
-
Soliday Hong, Sandra L., Yazejian, Noreen, and Bryant, Donna
- Subjects
- *
PRESCHOOL children , *TODDLERS , *ENGLISH language , *PARENTING education , *SPRING , *AGE groups , *SPANISH language - Abstract
• Earlier enrollment in targeted high-quality ECE programs can multiply the benefits. • Selection factors into ECE for toddlers was different for DLLs and their peers. • Propensity score weights were applied to equate language and age of entry groups. • Toddler entry associated with better English language skills and mixed social-skills. • Language benefits for toddlers persisted one-year later in preschool. Most early care and education (ECE) programs serve 3-5 year olds, but enrolling children at younger ages has the potential to multiply the benefits of ECE enrollment. This study examined characteristics of children and family who enrolled as toddlers (18-35 months; n=450) versus preschoolers (36-48 months; n=2,356), then tested the impact of toddler enrollment in high-quality ECE on fall and spring preschool outcomes for English-only and Spanish dual language learners (DLLs). Groups were balanced using propensity score weights. Toddler enrollment was related differentially to parent education, special needs status, food insecurity, and single-parent household status for DLLs and English-dominant peers. Toddler entry was related to better English language skills (fall E.S.=0.13-0.47; spring E.S.=0.10-0.43) and lower teacher-rated self-control skills (fall E.S.=0.12-0.15; spring E.S.=0.12-0.19) than same language peers. English-only children who entered as toddlers were rated as more independent at preschool entry (E.S.=0.15). Differences were not observed in Spanish-language skills, child-teacher attachment, or behavior problems in preschool. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
44. Editor's Choice – Infra-inguinal Endovascular Revascularisation and Bypass Surgery for Chronic Limb Threatening Ischaemia: a Retrospective European Multicentre Cohort Study with Propensity Score Matching.
- Author
-
Ricco, Jean-Baptiste, Roiger, Richard J., Schneider, Fabrice, Guetarni, Farid, Thaveau, Fabien, Illuminati, Giulio, Pasqua, Rocco, Chaufour, Xavier, Porterie, Jean, and Hostalrich, Aurélien
- Abstract
The aim of this study was to compare the long term efficacy of lower limb bypass with that of endovascular treatment (EVT) in patients with chronic limb threatening ischaemia (CLTI). This retrospective, multicentre study evaluated the outcomes of patients with CLTI who underwent first time infra-inguinal bypass or EVT. The primary outcome was to compare amputation free survival (AFS) rates between the two propensity score matched groups. The secondary outcome was to compare wound healing within the first six months. Major adverse events were compared according to the type of revascularisation. Overall, 793 patients fulfilled the eligibility criteria, from whom 236 propensity score matched pairs were analysed. The mean follow up was 52 months. The 236 bypass procedures included 190 autogenous bypass grafts (80.5%), 151 (64.0%) of which were infrapopliteal. Among the 236 EVT procedures, the target lesion was the femoropopliteal segment in 81 patients (34.3%), the femoropopliteal and infrapopliteal segments in 101 patients (42.8%), and the infrapopliteal segment in 54 patients (22.9%). AFS was significantly better in the bypass group at five years (60.5 ± 3.6%) compared with the EVT group (35.3 ± 3.6%) (p <.001). Major amputation occurred in 61 patients (25.8%) in the bypass group and 85 patients (36.0%) in the EVT group (HR 0.66, 95% CI 0.47 – 0.92; p =.014). The probability of healing was significantly better in the bypass group at six months compared with the EVT group (p =.003). The median length of stay was shorter for the EVT group (4 days) than for the bypass group (8 days) (p =.001). Urgent re-intervention and re-admission rates were high and did not differ significantly between the groups. This study has shown that lower limb bypass surgery offered a significantly higher probability of AFS and wound healing compared with EVT in patients with CLTI. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
45. Epinephrine injection monotherapy shows similar hemostatic efficacy to epinephrine injection combined therapy in high-risk patients (Forrest Ib) with bleeding ulcers.
- Author
-
Wang, Jingsong, He, Shan, Shang, Guanqun, Lv, Nonghua, Shu, Xu, and Zhu, Zhenhua
- Subjects
- *
ADRENALINE , *PROPENSITY score matching , *PEPTIC ulcer , *ULCERS , *INJECTIONS , *HEMATOLOGIC agents , *PANTOPRAZOLE , *HEMORRHAGE - Abstract
Background: Whether combination therapy has higher hemostatic efficacy than epinephrine injection monotherapy in different Forrest classifications is not clear. This study aimed to compare hemostatic efficacy between epinephrine injection monotherapy (MT) and combination therapy (CT) based on different Forrest classifications. Methods: We retrospectively analyzed peptic ulcer bleeding (PUB) patients who underwent endoscopic epinephrine injections or epinephrine injections combined with a second therapy between March 2014 and June 2022 in our center, and the patients were divided into MT group or CT group. Subsequently, a propensity score matching analysis (PSM) was performed and rebleeding rates were calculated according to Forrest classifications via a stratified analysis. Results: Overall, 605 patients who met the inclusion criteria were included, and after PSM, 173 patients in each of the CT and MT groups were included. For PUB patients with nonbleeding visible vessels (FIIa), the rebleeding rates by Days 3, 7, 14, and 30 after PSM were 8.8%, 17.5%, 19.3%, and 19.3% in the MT group, respectively, and rates were 0%, 4.1%, 5.5%, and 5.5% in the CT group, respectively, with significant differences observed between the two groups by Days 3, 7, 14, and 30 (P = 0.015, P = 0.011, P = 0.014, and P = 0.014, respectively). However, for PUB patients with oozing bleeding (FIb), the rebleeding rates by Days 3, 7, 14, and 30 after PSM were 14.9%, 16.2%, 17.6%, and 17.6% in the MT group, respectively, and rates were 13.2%, 14.7%, 14.7%, and 16.2% in the CT group, respectively, with no significant differences observed between the two groups by Days 3, 7, 14, and 30 (P = 0.78, P = 0.804, P = 0.644 and P = 0.825). Conclusion: Combined therapy has higher hemostatic efficacy than epinephrine injection monotherapy for PUB patients with visible blood vessel (FIIa) ulcers. However, epinephrine injection monotherapy is equally as effective as combined therapy for PUB patients with oozing blood (FIb) ulcers. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
46. Favorable effect of ripasudil use on surgical outcomes of microhook ab interno trabeculotomy.
- Author
-
Okuda, Mina, Mori, Sotaro, Ueda, Kaori, Sakamoto, Mari, Kusuhara, Sentaro, Yamada-Nakanishi, Yuko, and Nakamura, Makoto
- Subjects
- *
TRABECULECTOMY , *PERIMETRY , *AQUEOUS humor , *PROPENSITY score matching , *INTRAOCULAR pressure , *VISUAL fields , *CATARACT surgery - Abstract
Purpose: We have previously demonstrated that prolonged use of glaucoma medications was associated with a poor surgical outcome of ab interno trabeculotomy (µTLO). Given that almost all types of glaucoma eye drop either enhance the drainage through the uveoscleral pathway or reduce aqueous humor production, we hypothesized that prolonged use of these medications might cause disuse atrophy of the conventional pathway. In contrast, ripasudil increases the conventional outflow and eventually shows a favorable outcome of µTLO. This study aimed to evaluate the effect of ripasudil use on µTLO outcomes. Method: The medical charts of 218 patients who underwent µTLO were analyzed retrospectively. We compared the 1-year outcome between ripasudil users versus nonusers by using propensity score matching. We set the covariates as age, sex, glaucoma types, preoperative intraocular pressure (IOP), the mean deviation values of visual field tests, the presence or absence of concomitant cataract surgery, trabecular meshwork incision range, the presence or absence of any glaucoma medication except ripasudil and duration of glaucoma medical therapy. Success was defined as a postoperative IOP between 5 and 21 mmHg, a ≥ 20% IOP reduction from baseline, and no additional glaucoma surgery at postoperative 1 year. Result: Fifty-seven patients each were allocated to the ripasudil users or nonusers. The 1-year success rates were 74% in ripasudil users and 51% in nonusers (p = 0.01). Kaplan‒Meier survival curves also showed that the ripasudil users had a higher survival distribution (p = 0.01). Conclusion: The patients who took ripasudil showed a favorable 1-year outcome of µTLO. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
47. Effectiveness of episiotomy to prevent OASIS in nulliparous women at term.
- Author
-
Perrin, Antoine, Korb, Diane, Morgan, Rosemary, and Sibony, Olivier
- Subjects
- *
EPISIOTOMY , *DELIVERY (Obstetrics) , *PROPENSITY score matching , *ANUS , *VAGINAL fistula , *ODDS ratio - Abstract
Objective: To assess the association between episiotomy and severe obstetric anal sphincter injury (OASIS) in nulliparous women at term according to the use of an instrument for delivery with control confounding by indication. Methods: This was an observational retrospective cohort study including 12 346 women from 2004 to 2020. All nulliparous women with a cephalic singleton pregnancy were included. The primary outcome was the occurrence of OASIS. Association between episiotomy and OASIS was assessed by multivariate logistic regression with adjustment for confounding factors and stratification on the use of an instrument at delivery. Propensity score matching was used to account for indication bias. Results: Among 12 346 women included, 7803 (63.2%) had an episiotomy and 4543 (36.8%) did not have an episiotomy; the rate of OASIS was similar in both groups (0.7%). After stratification on use of instrument, an association between episiotomy and OASIS was shown in the case of instrumental delivery (odds ratio [OR] 0.46, 95% confidence interval [CI] 0.26–0.80) but not if the delivery was spontaneous (OR 0.76, 95% CI 0.29–1.98). The result was similar after matching on propensity score (in the case of operative vaginal delivery: OR 0.20, 95% CI 0.10–0.75). Conclusion: Episiotomy seems to be a protective factor for OASIS in nulliparous woman at term only in the case of operative vaginal delivery. Synopsis: Episiotomy seems to be a protective factor for OASIS in nulliparous woman at term only in the case of operative vaginal delivery. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
48. Short versus long course of colistin treatment for carbapenem-resistant A. baumannii in critically ill patients: A propensity score matching study.
- Author
-
Katip, Wasan, Rayanakorn, Ajaree, Oberdorfer, Peninnah, Taruangsri, Puntapong, and Nampuan, Teerapong
- Abstract
Carbapenem-resistant Acinetobacter baumannii (CRAB) is one of the most commonly found nosocomial infections in critically ill patients. However, the appropriate treatment period for a specific group of critically ill patients with CRAB infection is currently being debated. Therefore, our study aimed to evaluate the optimal courses of therapy for critically ill patients with CRAB infection by comparing the outcomes of colistin therapy of short duration (<14 days) versus long duration (≥ 14 days). A retrospective cohort study was conducted at Nakornping Hospital on critically ill patients with CRAB infection who received either a short or long course of colistin treatment between 2015 and 2022. The primary outcome was the 30-day mortality rate while secondary outcomes were clinical response, microbiological response, and nephrotoxicity. Propensity score matching with a 1: 1 ratio was performed to reduce potential biases. Furthermore, a logistic regression model was used to estimate the odds ratio (OR). A total of 374 patients met the inclusion criteria. Two hundred and forty-eight patients were recruited after utilizing propensity scores to match patients at a 1: 1 ratio. The results from the propensity score matching analysis demonstrated that the long-course therapy group had a lower 30-day mortality rate compared to the short-course therapy group (adjusted OR (aOR) = 0.46, 95% CI: 0.26–0.83, p = 0.009). The clinical response and microbiological response rates were higher in patients who received the long course of colistin therapy compared to those receiving the short course (aOR = 3.24, 95% CI: 1.78–5.92, p = 0.001; aOR = 3.01, 95% CI: 1.63–5.57, p = 0.001). There was no significant different in the occurrence of nephrotoxicity (aOR = 1.28, 95% CI: 0.74–2.22, p = 0.368) between the two treatment groups. A long course of colistin therapy resulted in a lower 30-day mortality rate in critically ill patients, and better clinical and microbiological outcomes, but similar nephrotoxicity as compared to a short course of colistin therapy. Therefore, a specific subset of critically ill patients who had CRAB infection needed to be considered for a long course of therapy. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
49. Propensity score analysis with missing data using a multi-task neural network
- Author
-
Shu Yang, Peipei Du, Xixi Feng, Daihai He, Yaolong Chen, Linda L. D. Zhong, Xiaodong Yan, and Jiawei Luo
- Subjects
Observational study ,Propensity score analysis ,Neural network ,Multitasking learning ,Causal effect estimation ,Inverse probability weighting ,Medicine (General) ,R5-920 - Abstract
Abstract Background Propensity score analysis is increasingly used to control for confounding factors in observational studies. Unfortunately, unavoidable missing values make estimating propensity scores extremely challenging. We propose a new method for estimating propensity scores in data with missing values. Materials and methods Both simulated and real-world datasets are used in our experiments. The simulated datasets were constructed under 2 scenarios, the presence (T = 1) and the absence (T = 0) of the true effect. The real-world dataset comes from LaLonde’s employment training program. We construct missing data with varying degrees of missing rates under three missing mechanisms: MAR, MCAR, and MNAR. Then we compare MTNN with 2 other traditional methods in different scenarios. The experiments in each scenario were repeated 20,000 times. Our code is publicly available at https://github.com/ljwa2323/MTNN . Results Under the three missing mechanisms of MAR, MCAR and MNAR, the RMSE between the effect and the true effect estimated by our proposed method is the smallest in simulations and in real-world data. Furthermore, the standard deviation of the effect estimated by our method is the smallest. In situations where the missing rate is low, the estimation of our method is more accurate. Conclusions MTNN can perform propensity score estimation and missing value filling at the same time through shared hidden layers and joint learning, which solves the dilemma of traditional methods and is very suitable for estimating true effects in samples with missing values. The method is expected to be broadly generalized and applied to real-world observational studies.
- Published
- 2023
- Full Text
- View/download PDF
50. Reasonably conduct the multiple linear regression analysis combined with the propensity score analysis
- Author
-
Hu Chunyan and Hu Liangping
- Subjects
treatment variable ,propensity score analysis ,matching method ,logistic regression model ,multiple linear regression model ,Psychology ,BF1-990 ,Psychiatry ,RC435-571 - Abstract
The purpose of this paper was to introduce how to combine the propensity score analysis to reasonably carry out multiple linear regression analysis. Firstly, it introduced 3 basic concepts related to the propensity score analysis. Secondly, it presented the core contents of the propensity score analysis, that was, three matching methods. Thirdly, through an epidemiological survey example, it gave the whole process of how to use SAS software for the analysis. The contents were as follows: ① for the original data set, test whether the difference of covariates between the treatment group and the control group was statistically significant; ② directly implement the multiple linear regression analysis for the original data set; ③ the propensity score analysis was used to generate the matched data set; ④ for the matched data set, test whether the difference of covariates between the treatment group and the control group was statistically significant; ⑤ a reasonable multiple linear regression analysis was used for the matched data set.
- Published
- 2022
- Full Text
- View/download PDF
Catalog
Discovery Service for Jio Institute Digital Library
For full access to our library's resources, please sign in.