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Larson BJ, Roakes A, Yurick S, Netravali NA. Precision in Prevention: Tailoring Single-Use Negative Pressure Wound Therapy Utilization Through Artificial Intelligence-Based Surgical Site Complications Risk and Cost Modeling. Surg Infect (Larchmt) 2024. [PMID: 38696615 DOI: 10.1089/sur.2023.274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/04/2024] Open
Abstract
Background: Surgical site complications (SSCs) are common, yet preventable hospital-acquired conditions. Single-use negative pressure wound therapy (sNPWT) has been shown to be effective in reducing rates of these complications. In the era of value-based care, strategic allocation of sNPWT is needed to optimize both clinical and financial outcomes. Materials and Methods: We conducted a retrospective analysis using data from the Premier Healthcare Database (2017-2021) for 10 representative open procedures in orthopedic, abdominal, cardiovascular, cesarean delivery, and breast surgery. After separating data into training and validation sets, various machine learning algorithms were used to develop pre-operative SSC risk prediction models. Model performance was assessed using standard metrics and predictors of SSCs were identified through feature importance evaluation. Highest-performing models were used to simulate the cost-effectiveness of sNPWT at both the patient and population level. Results: The prediction models demonstrated good performance, with an average area under the curve of 76%. Prominent predictors across subspecialities included age, obesity, and the level of procedure urgency. Prediction models enabled a simulation analysis to assess the population-level cost-effectiveness of sNPWT, incorporating patient and surgery-specific factors, along with the established efficacy of sNPWT for each surgical procedure. The simulation models uncovered significant variability in sNPWT's cost-effectiveness across different procedural categories. Conclusions: This study demonstrates that machine learning models can effectively predict a patient's risk of SSC and guide strategic utilization of sNPWT. This data-driven approach allows for optimization of clinical and financial outcomes by strategically allocating sNPWT based on personalized risk assessments.
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Affiliation(s)
- Barrett J Larson
- Smith + Nephew, Inc., Pittsburgh, Pennsylvania, USA
- Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University School of Medicine, Stanford, California, USA
| | | | - Steve Yurick
- Smith + Nephew, Inc., Pittsburgh, Pennsylvania, USA
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Mirzaie AA, Ueland WR, Lambert KA, Delgado AM, Rosen JW, Valdes CA, Scali ST, Huber TS, Upchurch GR, Shah SK. Appraising the Quality of Reporting of Vascular Surgery Studies That Use the American College of Surgeons National Surgical Quality Improvement Program (NSQIP) Database. Vasc Endovascular Surg 2024; 58:76-84. [PMID: 37452561 DOI: 10.1177/15385744231189771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2023]
Abstract
OBJECTIVE The American College of Surgeons National Surgical Quality Improvement Program (NSQIP) is an important data source for observational studies. While there are guides to ensure appropriate study reporting, there has been no evaluation of NSQIP studies in vascular surgery. We sought to evaluate the adherence of vascular-surgery related NSQIP studies to best reporting practices. METHODS In January 2022, we queried PubMed for all vascular surgery NSQIP studies. We used the REporting of studies Conducted using Observational Routinely-collected Health Data (RECORD) statement and the JAMA Surgery (JAMA-Surgery) checklist to assess reporting methodology. We also extracted the Journal Impact Factor (IF) of each article. RESULTS One hundred and fifty-nine studies published between 2002 and 2022 were identified and analyzed. The median score on the RECORD statement was 6 out of 8. The most commonly missed RECORD statement items were describing any validation of codes and providing data cleaning information. The median score on the JAMA-Surgery checklist was 2 out of 7. The most commonly missed JAMA-Surgery checklist items were identifying competing risks, using flow charts to help visualize study populations, having a solid research question and hypothesis, identifying confounders, and discussing the implications of missing data. We found no difference in the reporting methodology of studies published in high vs low IF journals. CONCLUSION Vascular surgery studies using NSQIP data demonstrate poor adherence to research reporting standards. Critical areas for improvement include identifying competing risks, including a solid research question and hypothesis, and describing any validation of codes. Journals should consider requiring authors use reporting guides to ensure their articles have stringent reporting methodology.
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Affiliation(s)
- Amin A Mirzaie
- Division of Vascular Surgery and Endovascular Therapy, University of Florida College of Medicine, Gainesville, FL, USA
| | - Walker R Ueland
- Division of Vascular Surgery and Endovascular Therapy, University of Florida College of Medicine, Gainesville, FL, USA
| | | | - Amanda M Delgado
- Office of Academic Affairs, Medical College of Georgia at Augusta University, Augusta, GA, USA
| | - Jordan W Rosen
- Division of Vascular Surgery and Endovascular Therapy, University of Florida College of Medicine, Gainesville, FL, USA
| | - Carlos A Valdes
- Division of Vascular Surgery and Endovascular Therapy, University of Florida College of Medicine, Gainesville, FL, USA
| | - Salvatore T Scali
- Division of Vascular Surgery and Endovascular Therapy, University of Florida College of Medicine, Gainesville, FL, USA
| | - Thomas S Huber
- Division of Vascular Surgery and Endovascular Therapy, University of Florida College of Medicine, Gainesville, FL, USA
| | - Gilbert R Upchurch
- Division of Vascular Surgery and Endovascular Therapy, University of Florida College of Medicine, Gainesville, FL, USA
| | - Samir K Shah
- Division of Vascular Surgery and Endovascular Therapy, University of Florida College of Medicine, Gainesville, FL, USA
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Hockett D, Rabinowitz JB, Kwon YK, Joseph B, Kaafarani H, Aziz H. Critical Appraisal of the Quality of Publications in Hepatobiliary and Pancreatic Surgery Research Using the American College of Surgeons NSQIP Database. J Am Coll Surg 2023; 236:449-460. [PMID: 36367317 DOI: 10.1097/xcs.0000000000000477] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
BACKGROUND The use of the American College of Surgeons (ACS) NSQIP has increased in hepatobiliary and pancreatic surgery (HPB) research as it provides access to high-quality surgical outcome data on a national scale. Using the ACS NSQIP database, this study examined the methodologic reporting of HPB publications. STUDY DESIGN Web of Science core collection (all editions) was queried for all HPB studies using the ACS NSQIP database published between 2004 and 2022. In addition, a critical appraisal was performed using the JAMA Surgery checklist, Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement, and Reporting of Studies Conducted Using Observational Routinely-Collected Health Data (RECORD) statement. RESULTS In total, 276 studies were included in the analysis. The median scores for the JAMA Surgery checklist, RECORD statement, and STROBE statement were 4 of 7 (interquartile range [IQR] 3 to 5), 3 of 10 (IQR 2 to 4), and 15 of 21 (IQR 13 to 17), respectively. The criteria with the highest rates of nonadherence were discussing competing risks, clear definitions of inclusion and exclusion criteria, unadjusted and adjusted outcomes, provision of supplementary data, and performing subgroup analyses. Additionally, when examining checklist fulfillment of hepatobiliary studies and pancreatic studies separately, pancreatic studies demonstrated significantly greater fulfillment of the STROBE statement checklist items. CONCLUSIONS Satisfactory reporting of methodology is present among HPB studies utilizing the ACS NSQIP database, with multiple opportunities for improvement. Areas for improved adherence include discussing competing risks, providing supplementary information, and performing appropriate subgroup analysis. Given the increasing role of large-scale databases in surgical research, enhanced commitment to reporting guidelines may advance HPB research and ensure quality reporting.
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Affiliation(s)
- Diana Hockett
- From the Tufts University School of Medicine (Hockett), Boston, MA
| | - Judy B Rabinowitz
- Hirsh Health Sciences Library, Tufts University (Rabinowitz), Boston, MA
| | - Yong K Kwon
- Division of Transplant and Hepatobiliary Surgery, University of Southern California, Los Angeles, CA (Kwon)
| | - Bellal Joseph
- Division of Trauma, College of Medicine, University of Arizona, Tucson, AZ (Joseph)
| | - Haytham Kaafarani
- Division of Trauma, Massachusetts General Hospital, Boston, MA (Kaafarani)
| | - Hassan Aziz
- Division of Transplant and Hepatobiliary Surgery, University of Iowa Hospitals and Clinics, Iowa City, IA (Aziz)
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Mirzaie AA, Delgado AM, DuPuis DT, Olowofela B, Berceli SA, Scali ST, Huber TS, Upchurch GR, Shah SK. Assessing the quality of reporting of studies using Vascular Quality Initiative (VQI) data. J Vasc Surg 2023; 77:248-255. [PMID: 35760240 DOI: 10.1016/j.jvs.2022.06.024] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 06/16/2022] [Accepted: 06/17/2022] [Indexed: 02/07/2023]
Abstract
OBJECTIVE The Society for Vascular Surgery Vascular Quality Initiative (VQI) has become an increasingly popular data source for retrospective observational vascular surgery studies. There are published guidelines on the reporting of data in such studies to promote transparency and rigor, but these have not been used to evaluate studies using VQI data. Our objective was to appraise the methodological reporting quality of studies using VQI data by evaluating their adherence to these guidelines. METHODS The Society for Vascular Surgery VQI publication repository was queried for all articles published in 2020. The REporting of studies Conducted using Observational Routinely-collected Health Data (RECORD) statement and the Journal of American Medical Association-Surgical Section (JAMA-Surgery) checklist were utilized to assess the quality of each article's reporting. Five and three items from the RECORD statement and JAMA-Surgery checklist were excluded, respectively, because they were either inapplicable or nonassessable. Journal impact factor (IF) was queried for each article to elucidate any difference in reporting standards between high and low IF journals. RESULTS Ninety studies were identified and analyzed. The median score on the RECORD checklist was 6 (of 8). The most commonly missed item was discussing data cleaning methods (93% missed). The median score on the JAMA-Surgery checklist was 3 (of 7). The most commonly missed items were the identification of competing risks (98% missed), the use of a flow chart to clearly define sample exclusion and inclusion criteria (84% missed), and the inclusion of a solid research question and hypothesis (81% missed). There were no differences in JAMA-Surgery checklist or RECORD statement median scores among studies published in low vs high IF journals. CONCLUSIONS Studies using VQI data demonstrate a poor to moderate adherence to reporting standards. Key areas for improvement in research reporting include articulating a clear hypothesis, using flow charts to clearly define inclusion and exclusion criteria, identifying competing risks, and discussing data cleaning methods. Additionally, future efforts should center on creating tailored instruments to better guide reporting in studies using VQI data.
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Affiliation(s)
- Amin A Mirzaie
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL.
| | - Amanda M Delgado
- Office of Academic Affairs, Medical College of Georgia at Augusta University, Augusta, GA
| | - Danielle T DuPuis
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL
| | - Bankole Olowofela
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL
| | - Scott A Berceli
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL
| | - Salvatore T Scali
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL
| | - Thomas S Huber
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL
| | - Gilbert R Upchurch
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL
| | - Samir K Shah
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL
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Gebran A, Bejjani A, Badin D, Sabbagh H, Mahmoud T, El Moheb M, Nederpelt CJ, Joseph B, Nathens A, Kaafarani HM. Critically Appraising the Quality of Reporting of American College of Surgeons TQIP Studies in the Era of Large Data Research. J Am Coll Surg 2022; 234:989-998. [PMID: 35703787 DOI: 10.1097/xcs.0000000000000182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND The American College of Surgeons-Trauma Quality Improvement Program (ACS-TQIP) database is one of the most widely used databases for trauma research. We aimed to critically appraise the quality of the methodological reporting of ACS-TQIP studies. STUDY DESIGN The ACS-TQIP bibliography was queried for all studies published between January 2018 and January 2021. The quality of data reporting was assessed using the Strengthening the Reporting of Observational studies in Epidemiology-Reporting of Studies Conducted Using Observational Routinely Collected Health Data (STROBE-RECORD) statement and the JAMA Surgery checklist. Three items from each tool were not applicable and thus excluded. The quality of reporting was compared between high- and low-impact factor (IF) journals (cutoff for high IF is >90th percentile of all surgical journals). RESULTS A total of 118 eligible studies were included; 12 (10%) were published in high-IF journals. The median (interquartile range) number of criteria fulfilled was 5 (4-6) for the STROBE-RECORD statement (of 10 items) and 5 (5-6) for the JAMA Surgery checklist (of 7 items). Specifically, 73% of studies did not describe the patient population selection process, 61% did not address data cleaning or the implications of missing values, and 76% did not properly state inclusion/exclusion criteria and/or outcome variables. Studies published in high-IF journals had remarkably higher quality of reporting than those in low-IF journals. CONCLUSION The methodological reporting quality of ACS-TQIP studies remains suboptimal. Future efforts should focus on improving adherence to standard reporting guidelines to mitigate potential bias and improve the reproducibility of published studies.
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Affiliation(s)
- Anthony Gebran
- From the Division of Trauma, Emergency Surgery, & Surgical Critical Care, Department of Surgery, Massachusetts General Hospital, Boston, MA (Gebran, El Moheb, Nederpelt, Kaafarani)
| | - Antoine Bejjani
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon (Bejjani, Badin, Sabbagh)
| | - Daniel Badin
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon (Bejjani, Badin, Sabbagh)
| | - Hadi Sabbagh
- Faculty of Medicine, American University of Beirut, Beirut, Lebanon (Bejjani, Badin, Sabbagh)
| | - Tala Mahmoud
- Faculty of Medicine, University of Balamand, Beirut, Lebanon (Mahmoud)
| | - Mohamad El Moheb
- From the Division of Trauma, Emergency Surgery, & Surgical Critical Care, Department of Surgery, Massachusetts General Hospital, Boston, MA (Gebran, El Moheb, Nederpelt, Kaafarani)
| | - Charlie J Nederpelt
- From the Division of Trauma, Emergency Surgery, & Surgical Critical Care, Department of Surgery, Massachusetts General Hospital, Boston, MA (Gebran, El Moheb, Nederpelt, Kaafarani)
| | - Bellal Joseph
- Division of Trauma, Critical Care, Emergency Surgery, and Burns, Department of Surgery, College of Medicine, University of Arizona, Tucson, AZ (Joseph)
| | - Avery Nathens
- Department of Surgery, Sunnybrook Health Sciences Centre, Toronto, Canada (Nathens)
| | - Haytham Ma Kaafarani
- From the Division of Trauma, Emergency Surgery, & Surgical Critical Care, Department of Surgery, Massachusetts General Hospital, Boston, MA (Gebran, El Moheb, Nederpelt, Kaafarani)
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Ross SW, Reinke CE, Ingraham AM, Holena DN, Havens JM, Hemmila MR, Sakran JV, Staudenmayer KL, Napolitano LM, Coimbra R. Emergency General Surgery Quality Improvement: A Review of Recommended Structure and Key Issues. J Am Coll Surg 2022; 234:214-225. [PMID: 35213443 DOI: 10.1097/xcs.0000000000000044] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Emergency general surgery (EGS) accounts for 11% of hospital admissions, with more than 3 million admissions per year and more than 50% of operative mortality in the US. Recent research into EGS has ignited multiple quality improvement initiatives, and the process of developing national standards and verification in EGS has been initiated. Such programs for quality improvement in EGS include registry formation, protocol and standards creation, evidenced-based protocols, disease-specific protocol implementation, regional collaboratives, targeting of high-risk procedures such as exploratory laparotomy, focus on special populations like geriatrics, and targeting improvements in high opportunity outcomes such as failure to rescue. The authors present a collective narrative review of advances in quality improvement structure in EGS in recent years and summarize plans for a national EGS registry and American College of Surgeons verification for this under-resourced area of surgery.
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Affiliation(s)
- Samuel W Ross
- From Atrium Health Carolinas Medical Center, Wake Forest School of Medicine, Charlotte, NC (Ross, Reinke)
| | - Caroline E Reinke
- From Atrium Health Carolinas Medical Center, Wake Forest School of Medicine, Charlotte, NC (Ross, Reinke)
| | - Angela M Ingraham
- University of Wisconsin School of Medicine and Public Health, Madison, WI (Ingraham)
| | - Daniel N Holena
- University of Pennsylvania Perelman School of Medicine, Philadelphia, PA (Holena)
| | - Joaquim M Havens
- Brigham and Women's Hospital, Harvard School of Medicine, Boston, MA (Havens)
| | - Mark R Hemmila
- University of Michigan School of Medicine, Ann Arbor, MI (Hemmila, Napolitano)
| | - Joseph V Sakran
- Johns Hopkins University School of Medicine, Baltimore, MD (Sakran)
| | | | - Lena M Napolitano
- University of Michigan School of Medicine, Ann Arbor, MI (Hemmila, Napolitano)
| | - Raul Coimbra
- Riverside University Health System Medical Center, Loma Linda University School of Medicine, Loma Linda, CA (Coimbra)
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Lineaweaver WC. Interactive Faults of Large Databases and the Investigators That Use Them. Ann Plast Surg 2021; 87:609. [PMID: 34334664 DOI: 10.1097/sap.0000000000002977] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Affiliation(s)
- William C Lineaweaver
- From the JMS Burn and Reconstruction Center at Merit Health Central Hospital, Jackson, MS
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Khachfe HH, Habib JR, Salhab HA, Fares MY, Chahrour MA, Jamali FR. American college of surgeons NSQIP pancreatic surgery publications: A critical appraisal of the quality of methodological reporting. Am J Surg 2021; 223:705-714. [PMID: 34218930 DOI: 10.1016/j.amjsurg.2021.06.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 05/25/2021] [Accepted: 06/20/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND The use of ACS-NSQIP has increased in pancreatic surgery (PS) research. The aim of this study is to critically appraise the methodological reporting of PS publications utilizing the ACS-NSQIP database. STUDY DESIGN PubMed was queried for all PS studies employing the ACS-NSQIP database published between 2004 and 2021. Critical appraisal was performed using the JAMA-Surgery Checklist, STROBE Statement, and RECORD Statement. RESULTS A total of 86 studies were included. Median scores for number of fulfilled criteria for the JAMA-Surgery Checklist, STROBE Statement, and RECORD Statement were 6, 20, and 6 respectively. The most commonly unfulfilled criteria were those relating to discussion of missed data, compliance with IRB, unadjusted and adjusted outcomes, providing supplementary/raw information, and performing subgroup analyses. CONCLUSION An overall satisfactory reporting of methodology is present among PS studies utilizing the ACS-NSQIP database. Areas for improved adherence include discussing missed data, providing supplementary information, and performing subgroup analysis. Due to the increasing role of large-scale databases, enhanced adherence to reporting guidelines may advance PS research.
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Affiliation(s)
- Hussein H Khachfe
- Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA; Division of GI Surgical Oncology, UPMC Pancreatic Cancer Center, University of Pittsburgh Medical Center, UPMC Cancer Pavilion, Pittsburgh, PA, USA.
| | - Joseph R Habib
- Department of Surgery, Johns Hopkins University, Baltimore, MD, USA
| | - Hamza A Salhab
- Faculty of Medicine, American University of Beirut Medical Center, Beirut, Lebanon
| | - Mohamad Y Fares
- Faculty of Medicine, American University of Beirut Medical Center, Beirut, Lebanon
| | - Mohamad A Chahrour
- Department of Surgery, Division of General Surgery, Henry Ford Health System, Detroit, MI, USA
| | - Faek R Jamali
- Department of Surgery, Sheikh Shakhbout Medical City, Abu Dhabi, United Arab Emirates
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