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Nishiwada S, Tanaka T, Uno K, Kirihataya Y, Takei T, Sadamitsu T, Kajita A, Kikuchi M, Tamada Y, Enoki M, Matsumoto K, Suzuki J, Horiuchi H, Okura Y, Hidaka T, Sawai M, Yoshimura A. Exploration of Risk Factors and an Identification Signature for Bacteremia in Acute Cholecystitis. Dig Surg 2025; 42:84-96. [PMID: 40058354 DOI: 10.1159/000545140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Accepted: 02/23/2025] [Indexed: 04/16/2025]
Abstract
INTRODUCTION Acute cholecystitis (AC) is one of the most common abdominal emergencies worldwide. Biliary infections can easily induce bacteremia, leading to severe general conditions including systemic inflammation and blood coagulation abnormalities. However, bacteremia in AC has not been investigated so far. Herein, we analyzed the blood cultures and clinical data of patients with AC to identify the risk factors and develop a statistical identification model for bacteremia. METHODS Of 319 consecutive patients with AC at our hospital, we retrospectively investigated 176 patients who were evaluated by blood culture at diagnosis to assess risk factors and develop an identification model for bacteremia in AC. RESULTS Based on blood culture results, 37 (21.0%) of 176 patients were diagnosed with bacteremia. The bacteremia-positive group had a significantly worse systemic status at diagnosis than the negative group, including age, severity grading, comorbidities, performance status, systemic inflammatory status, and blood coagulation abnormalities. Multivariate analysis revealed previous endoscopic papillary procedures, total bilirubin, and systemic inflammatory response syndrome ≥3 as significant risk factors for bacteremia. On dividing early and late cohorts according to the onset time of AC, an identification signature derived from the three risk factors robustly distinguished bacteremia in both cohorts (area under the curve, early cohort = 0.93; late cohort = 0.91). CONCLUSIONS In this study, we identified risk factors and signatures that accurately detect bacteremia in patients with AC. This study enriches our medical knowledge of AC, helping us step toward designing individualized treatment strategies for this disease.
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Affiliation(s)
- Satoshi Nishiwada
- Department of Surgery, Minami-Nara General Medical Center, Nara, Japan
| | - Tetsuya Tanaka
- Department of Surgery, Minami-Nara General Medical Center, Nara, Japan
| | - Kenji Uno
- Department of Infectious Disease, Minami-Nara General Medical Center, Nara, Japan
| | - Yuki Kirihataya
- Department of Surgery, Minami-Nara General Medical Center, Nara, Japan
| | - Takeshi Takei
- Department of Surgery, Minami-Nara General Medical Center, Nara, Japan
| | - Tomomi Sadamitsu
- Department of Surgery, Minami-Nara General Medical Center, Nara, Japan
| | - Akihiro Kajita
- Department of Infectious Disease, Minami-Nara General Medical Center, Nara, Japan
| | - Mayuko Kikuchi
- Department of Gastroenterology, Minami-Nara General Medical Center, Nara, Japan
| | - Yoshiki Tamada
- Department of Gastroenterology, Minami-Nara General Medical Center, Nara, Japan
| | - Masaru Enoki
- Department of Gastroenterology, Minami-Nara General Medical Center, Nara, Japan
| | - Kazusuke Matsumoto
- Department of Gastroenterology, Minami-Nara General Medical Center, Nara, Japan
| | - Junya Suzuki
- Department of Gastroenterology, Minami-Nara General Medical Center, Nara, Japan
| | - Hazuki Horiuchi
- Department of Gastroenterology, Minami-Nara General Medical Center, Nara, Japan
| | - Yasushi Okura
- Department of Gastroenterology, Minami-Nara General Medical Center, Nara, Japan
| | - Teruyuki Hidaka
- Department of Radiology, Minami-Nara General Medical Center, Nara, Japan
| | - Masayoshi Sawai
- Department of Gastroenterology, Minami-Nara General Medical Center, Nara, Japan
| | - Atsushi Yoshimura
- Department of Surgery, Minami-Nara General Medical Center, Nara, Japan
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Ma X, He Q, Chen Y, Lu Y, Zhu P, Zhang J, Chen WS, Zhang Y, Zhang WH, Zhu C, Li Q, Li Z. Antibiotic prophylaxis after 48 h postoperatively are not associated with decreased surgical site infections and other healthcare associated infections in pancreatic surgery patients: a retrospective cohort study. Antimicrob Resist Infect Control 2023; 12:138. [PMID: 38042842 PMCID: PMC10693695 DOI: 10.1186/s13756-023-01348-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 11/28/2023] [Indexed: 12/04/2023] Open
Abstract
BACKGROUND It is controversial whether antibiotic should be used prophylactically 48 h after pancreatic surgery. Hence, the association of antibiotic prophylaxis (AP) after 48 h postoperatively with the incidence of surgical site infections (SSIs) and other healthcare-associated infections (HAIs) in patients receiving pancreatic surgery was evaluated. METHODS A retrospective cohort analysis was performed on 1073 patients who underwent pancreatic surgery. These patients were categorized into the non-AP after 48 h postoperatively group (n = 963) and the AP after 48 h postoperatively group (n = 110) based on whether or not they obtained AP from 48 h to 30 days after surgery. Outcomes included SSIs and other HAIs. RESULTS The incidence of SSIs in the non-AP after 48 h postoperatively group (98/963, 10.2%) was notably lower than that in the AP after 48 h postoperatively group (22/110, 20.0%) (P = 0.002). Other HAIs incidence was not significantly different between the non-AP after 48 h postoperatively group (77/963, 8.0%) and the AP after 48 h postoperatively group (11/110, 10.0%) (P = 0.468). Multiple regression analysis demonstrated that AP after 48 h postoperatively was a risk factor for SSIs (OR = 2.14, 95% CI 1.28-3.59) but not for other HAIs (OR = 1.24, 95% CI 0.63-2.42) after adjustment for age, gender, and diabetes. Subsequent to adjustment for all confounding factors, AP after 48 h postoperatively was not a influence factor for SSIs (OR = 2.13, 95% CI 0.76-5.99) and other HAIs (OR = 3.69, 95% CI 0.99-13.81). CONCLUSIONS AP after 48 h postoperatively following pancreatic surgery was not associated with the lower morbidity rate of SSIs and other HAIs. Nonetheless, this study may facilitate further development of strategies towards standardization of the duration of AP management of pancreatic surgery.
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Affiliation(s)
- Xiaoju Ma
- Department of Hospital Acquired Infection Control and Public Health Management, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Qiangsheng He
- Big Data Center, Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
- Clinical Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Youpeng Chen
- Department of Hospital Acquired Infection Control and Public Health Management, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
- Department of Infectious Diseases, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Yan Lu
- Department of Hospital Acquired Infection Control and Public Health Management, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Ping Zhu
- Department of Medical Services, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Ji Zhang
- Department of Pharmacy, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Wen-Sen Chen
- Department of Infection Control, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China
| | - Yongxiang Zhang
- Department of Infection Control, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China
| | - Wei-Hong Zhang
- Department of Infection Control, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China
| | - Chuanlong Zhu
- Department of Infections Disease, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Qiang Li
- Pancreas Center, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China.
| | - Zhanjie Li
- Department of Infection Control, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guangzhou Road, Nanjing, 210029, Jiangsu, China.
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Xue L, Zhu Y, Zong M, Jiao P, Fu J, Liang XM, Zhan J. Clinical characteristics of bloodstream infections in adult patients with solid tumours and a nomogram for mortality prediction: a 5-year case-controlled retrospective study in a tertiary-level hospital. Front Cell Infect Microbiol 2023; 13:1228401. [PMID: 37614558 PMCID: PMC10442815 DOI: 10.3389/fcimb.2023.1228401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 07/17/2023] [Indexed: 08/25/2023] Open
Abstract
Background Bloodstream infections (BSIs) are one of the leading causes of death in cancer patients. Nevertheless, the risk factors of BSIs in solid tumors have rarely been ascertained adequately. Methods We conducted a single-center case-controlled retrospective study from 2017 to 2021 among adults with solid tumors in a tertiary-level hospital. The BSIs and control group were matched by the propensity score matching method. We found independent risk factors of occurrence and death of BSIs using univariate and multivariate regression analysis. Additionally, a nomogram was constructed to predict the risk of mortality in BSIs. Results Of 602 patients with solid tumors in the study period, 186 had BSIs and 416 had non-BSIs. The incidence of BSIs was 2.0/1,000 admissions (206/102,704), and the 30-day mortality rate was 18.8% (35/186). Compared to the control group, the BSIs had longer hospital stays (24.5 days vs. 20.0 days), and higher frequency complicating with organ failure (10.5% vs. 2.4%), nephropathy (19.6% vs. 3.8%), comorbidities≥3 (35.5% vs. 20.0%), and liver-biliary-pancreatic infections (15.6% vs. 5.3%) (all P<0.001). Among the 186 patients with BSIs, 35 died within 30 days after BSIs. Gram-negative bacteria were the most frequent microorganisms (124/192, 64.6%). Liver cancer, organ failure, a high level of lactate dehydrogenase and septic shock were the independent hazardous factors for death of BSIs. What's more, a nomogram was constructed to predict the 30-day survival rate of BSIs, which was proved to have good accuracy (AUC: 0.854; 95% confidence interval: 0.785~0923) and consistency. Conclusion Being aware of the risk factors of BSIs redounds to take preventive measures to reduce the incidence and death of BSIs.
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Affiliation(s)
- Lijuan Xue
- Department of Oncology Medicine, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China
- School of Medicine, Xiamen University, Xiamen, China
| | - Ying Zhu
- School of Medicine, Xiamen University, Xiamen, China
| | - Mingxi Zong
- School of Medicine, Xiamen University, Xiamen, China
| | - Panpan Jiao
- School of Pharmacy, Xiamen University, Xiamen, China
| | - Jianguo Fu
- Department of Nosocomial Infection and Preventive Health Care, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China
| | - Xian-Ming Liang
- Center of Clinical Laboratory, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China
- Institute of Infectious Disease, School of Medicine, Xiamen University, Xiamen, China
| | - Juan Zhan
- Department of Oncology Medicine, Zhongshan Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China
- School of Medicine, Xiamen University, Xiamen, China
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Ni S, Xu P, Zhang K, Zou H, Luo H, Liu C, Li Y, Li Y, Wang D, Zhang R, Zu R. A novel prognostic model for malignant patients with Gram-negative bacteremia based on real-world research. Sci Rep 2022; 12:11644. [PMID: 35804024 PMCID: PMC9270414 DOI: 10.1038/s41598-022-15126-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 06/20/2022] [Indexed: 11/20/2022] Open
Abstract
Gram-negative bacteremia (GNB) is a common complication in malignant patients. Identifying risk factors and developing a prognostic model for GNB might improve the survival rate. In this observational and real-world study, we retrospectively analyzed the risk factors and outcomes of GNB in malignant patients. Multivariable regression was used to identify risk factors for the incidence of GNB, while Cox regression analysis was performed to identify significant prognostic factors. A prognostic model was constructed based on Cox regression analysis and presented on a nomogram. ROC curves, calibration plots, and Kaplan–Meier analysis were used to estimate the model. It comprised 1004 malignant patients with Bloodstream infection (BSI) in the study cohort, 65.7% (N = 660) acquired GNB. Multivariate analysis showed gynecologic cancer, hepatobiliary cancer, and genitourinary cancer were independent risk factors related to the incidence of GNB. Cox regression analysis raised that shock, admission to ICU before infection, pulmonary infection, higher lymphocyte counts, and lower platelet counts were independent risk factors for overall survival (OS). The OS was significantly different between the two groups classified by optimal cut-off value (log-rank, p < 0.001). Above all, a nomogram was created based on the prognostic model, which was presented on a website freely. This real-world study was concentrated on the malignant patients with GNB and proved that shock, admission to ICU before infection, pulmonary infection, higher lymphocyte counts, and lower platelet counts were related to the death of these patients. And a prognostic model was constructed to estimate the risk score of mortality, further to reduce the risk of death.
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Affiliation(s)
- Sujiao Ni
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Pingyao Xu
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Kaijiong Zhang
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Haiming Zou
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Huaichao Luo
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Chang Liu
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Yuping Li
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Yan Li
- Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
| | - Dongsheng Wang
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
| | - Renfei Zhang
- Department of Clinical Laboratory, The Third Hospital of Mianyang (Sichuan Mental Health Center), Mianyang, Sichuan, China.
| | - Ruiling Zu
- Department of Clinical Laboratory, School of Medicine, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
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Infection with a human-derived enteroinvasive Escherichia coli strain altered intestinal barrier function in guinea pigs. Int Microbiol 2022; 25:723-732. [PMID: 35725861 DOI: 10.1007/s10123-022-00255-8] [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: 12/28/2021] [Revised: 05/30/2022] [Accepted: 06/03/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND/AIMS The aim was to characterize a bacterium causing intestinal mucosal barrier damage and to identify the possible invasion mechanism. MATERIALS AND METHODS The intestinal permeability and tight junction protein levels were detected in guinea pigs infected with Escherichia coli D-09 via immunofluorescence analysis and western blotting. In order to explain this invasion mechanism at the gene level, whole genome sequencing analysis was performed on this bacterium. RESULTS The results showed an increased intestinal permeability and upregulated expression of the leaky protein claudin-2 in both the colon and liver of the infected animals. In addition, the draft genome of E. coli D-09 comprised 42 scaffolds (size, > 645 bp) with a total size of 4,679,567 bp. A total of 4379 protein coding genes were identified, which contained 45 antibiotic resistance and 86 virulence-related genes and covered 88.0% of the whole genome. CONCLUSIONS This study verified that the human-derived enteroinvasive E. coli strain could destroy intestinal barrier function in guinea pigs. Additionally, our data first characterized the genome features of E. coli O124:K72 D-09, which may provide new insights into the possible invasion mechanism.
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Fukuda J, Tanaka K, Matsui A, Nakanishi Y, Asano T, Noji T, Nakamura T, Tsuchikawa T, Okamura K, Hirano S. Bacteremia after hepatectomy and biliary reconstruction for biliary cancer: the characteristics of bacteremia according to occurrence time and associated complications. Surg Today 2022; 52:1373-1381. [PMID: 35107650 DOI: 10.1007/s00595-022-02462-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 12/27/2021] [Indexed: 12/07/2022]
Abstract
PURPOSE Bacteremia occurring after extensive hepatic resection and biliary reconstruction (Hx + Bx) for biliary cancer is a critical infectious complication. This study evaluated postoperative bacteremia and examined the potential usefulness of surveillance cultures. METHODS We retrospectively reviewed 179 patients who underwent Hx + Bx for biliary cancer from January 2008 to December 2018 in our department. RESULTS Bacteremia occurred in 41 (23.0%) patients. Patients with bacteremia had a longer operation time and more frequent intraoperative transfusion and more frequently developed organ/space surgical site infection (SSI) than those without bacteremia. The most frequently isolated bacterial species from blood cultures were Enterococcus faecium (29.3%), Enterobacter cloacae (24.4%), and Enterococcus faecalis (22.0%). The SIRS duration of bacteremia associated with organ/space SSI was significantly longer than that of other infectious complications (median 96 h vs. 48 h; p = 0.043). Bacteremia associated with organ/space SSI occurred most often by postoperative day (POD) 30. The concordance rate of bacterial species between blood and surveillance cultures within POD 30 was 67-82%. CONCLUSIONS Bacteremia associated with organ/space SSI required treatment for a long time and typically occurred by POD 30. Postoperative surveillance cultures obtained during this period may be useful for selecting initial antibiotic therapy because of their high concordance rate with blood cultures.
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Affiliation(s)
- Junki Fukuda
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
| | - Kimitaka Tanaka
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan.
| | - Aya Matsui
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
| | - Yoshitsugu Nakanishi
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
| | - Toshimichi Asano
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
| | - Takehiro Noji
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
| | - Toru Nakamura
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
| | - Takahiro Tsuchikawa
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
| | - Keisuke Okamura
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
| | - Satoshi Hirano
- Department of Gastroenterological Surgery II, Hokkaido University Faculty of Medicine, North 15, West 7, Kita-ku, Sapporo, Hokkaido, 060-8648, Japan
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Brossard PY, Minvielle E, Sicotte C. The path from big data analytics capabilities to value in hospitals: a scoping review. BMC Health Serv Res 2022; 22:134. [PMID: 35101026 PMCID: PMC8805378 DOI: 10.1186/s12913-021-07332-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 11/23/2021] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND As the uptake of health information technologies increased, most healthcare organizations have become producers of big data. A growing number of hospitals are investing in the development of big data analytics (BDA) capabilities. If the promises associated with these capabilities are high, how hospitals create value from it remains unclear. The present study undertakes a scoping review of existing research on BDA use in hospitals to describe the path from BDA capabilities (BDAC) to value and its associated challenges. METHODS This scoping review was conducted following Arksey and O'Malley's 5 stages framework. A systematic search strategy was adopted to identify relevant articles in Scopus and Web of Science. Data charting and extraction were performed following an analytical framework that builds on the resource-based view of the firm to describe the path from BDA capabilities to value in hospitals. RESULTS Of 1,478 articles identified, 94 were included. Most of them are experimental research (n=69) published in medical (n=66) or computer science journals (n=28). The main value targets associated with the use of BDA are improving the quality of decision-making (n=56) and driving innovation (n=52) which apply mainly to care (n=67) and administrative (n=48) activities. To reach these targets, hospitals need to adequately combine BDA capabilities and value creation mechanisms (VCM) to enable knowledge generation and drive its assimilation. Benefits are endpoints of the value creation process. They are expected in all articles but realized in a few instances only (n=19). CONCLUSIONS This review confirms the value creation potential of BDA solutions in hospitals. It also shows the organizational challenges that prevent hospitals from generating actual benefits from BDAC-building efforts. The configuring of strategies, technologies and organizational capabilities underlying the development of value-creating BDA solutions should become a priority area for research, with focus on the mechanisms that can drive the alignment of BDA and organizational strategies, and the development of organizational capabilities to support knowledge generation and assimilation.
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Affiliation(s)
- Pierre-Yves Brossard
- Arènes (CNRS UMR 6051), Institut du Management, Chaire Prospective en Santé, École des Hautes Études en Santé Publique, Rennes, France
| | - Etienne Minvielle
- i3-Centre de Recherche en Gestion, Institut Interdisciplinaire de l’Innovation (UMR 9217), École polytechnique, Palaiseau, France
- Institut Gustave Roussy, Patient Pathway Department, Villejuif, France
| | - Claude Sicotte
- Arènes (CNRS UMR 6051), Institut du Management, Chaire Prospective en Santé, École des Hautes Études en Santé Publique, Rennes, France
- Department of Health Management, Evaluation and Policy, University of Montreal, Quebec, Canada
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Hanabata Y, Yamanaka K, Shinkura A, Kurimoto M, Aoki H, Harada K, Kayano M, Tashima M, Tamura J. Clinical impact of bloodstream infection on acute cholecystitis indicated for emergency cholecystectomy. JOURNAL OF HEPATO-BILIARY-PANCREATIC SCIENCES 2021; 29:322-328. [PMID: 34717046 DOI: 10.1002/jhbp.1069] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 09/13/2021] [Accepted: 09/16/2021] [Indexed: 12/24/2022]
Abstract
BACKGROUND The significance of blood culture for acute cholecystitis remains unclear. METHODS A retrospective cohort study was conducted on patients who underwent emergency cholecystectomy at Hyogo Prefectural Amagasaki General Medical Center to examine the clinical impact of bloodstream infection (BSI), focusing on the association of BSI with bactibilia and severity grade based on the Tokyo guidelines 2018 (TG18). RESULTS Among 177 patients included in the study, 32 had positive and 145 had negative BSI. Significant differences were observed between the positive and negative BSI in terms of age, body mass index (BMI), the American Society of Anesthesiologists physical status (ASA-PS) and TG18 severity score. The odds ratios of BSI for patients aged ≥72 years, with a BMI of ≤21.8, an ASA-PS of ≥3E, and grade III acute cholecystitis were 3.45, 3.23, 2.43 and 4.51, respectively. In the multivariate analysis, lower BMI and grade III were significantly associated with BSI with odds ratios of 2.53 (95% confidence interval: 1.07-6.21, P = .037) and 3.03 (95% confidence interval: 1.02-8.82, P = .041). Bacterial species that could not be isolated in the bile culture alone were identified in blood culture on 10 (38.5%) of 26 patients. CONCLUSIONS Bloodstream infection is associated with grade III acute cholecystitis. Blood culture enables the identification of bacteria that cannot be isolated in bile culture. Blood culture should be obtained for patients with grade III acute cholecystitis who undergo emergency cholecystectomy.
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Affiliation(s)
- Yusuke Hanabata
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
| | - Kenya Yamanaka
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
| | - Akina Shinkura
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
| | - Makoto Kurimoto
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
| | - Hikaru Aoki
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
| | - Kaichiro Harada
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
| | - Masashi Kayano
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
| | - Misaki Tashima
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
| | - Jun Tamura
- Department of Surgery, Hyogo Prefectural Amagasaki General Medical Center, Amagasaki, Japan
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Mooney C, Eogan M, Ní Áinle F, Cleary B, Gallagher JJ, O'Loughlin J, Drew RJ. Predicting bacteraemia in maternity patients using full blood count parameters: A supervised machine learning algorithm approach. Int J Lab Hematol 2020; 43:609-615. [PMID: 33347714 DOI: 10.1111/ijlh.13434] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2020] [Revised: 11/27/2020] [Accepted: 11/27/2020] [Indexed: 12/16/2022]
Abstract
INTRODUCTION Bacteraemia in pregnancy and the post-partum period can lead to maternal and newborn morbidly. The purpose of this study was to use machine learning tools to identify if bacteraemia in pregnant or post-partum women could be predicted by full blood count (FBC) parameters other than the white cell count. METHODS The study was performed on 129 women with a positive blood culture (BC) for a clinically significant organism, who had a FBC taken at the same time. They were matched with controls who had a negative BC taken at the same time as a FBC. The data were split in to a training (70%) and test (30%) data set. Machine learning techniques such as recursive partitioning and classification and regression trees were used. RESULTS A neutrophil/lymphocyte ratio (NLR) of >20 was found to be the most clinically relevant and interpretable construct of the FBC result to predict bacteraemia. The diagnostic accuracy of NLR >20 to predict bacteraemia was then examined. Thirty-six of the 129 bacteraemia patients had a NLR >20, while only 223 of the 3830 controls had a NLR >20. This gave a sensitivity of 27.9% (95% CI 20.3-36.4), specificity of 94.1% (93.3-94.8), positive predictive value of 13.9% (10.6-17.9) and a negative predictive value (NPV) of 97.4% (97.2-97.7) when the prevalence of bacteraemia was 3%. CONCLUSION The NLR should be considered for use in routine clinical practice when assessing the FBC result in patients with suspected bacteraemia during pregnancy or in the post-partum period.
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Affiliation(s)
- Ciarán Mooney
- Department of Haematolgy, Rotunda Hospital, Dublin, Ireland
| | - Maeve Eogan
- Department of Obstetrics and Gynaecology, Rotunda Hospital, Dublin, Ireland
| | - Fionnuala Ní Áinle
- Department of Haematolgy, Rotunda Hospital, Dublin, Ireland.,Department of Haematology, Mater Misericordiae Hospital, Dublin, Ireland
| | - Brian Cleary
- Department of Pharmacy, Rotunda Hospital, Dublin, Ireland.,Department of Pharmacy, Royal College of Surgeons in Ireland, Dublin, Ireland
| | | | | | - Richard J Drew
- Clinical Innovation Unit, Rotunda Hospital, Dublin, Ireland.,Irish Meningitis and Sepsis Reference Laboratory, Childrens' Health Ireland at Temple Street, Dublin, Ireland.,Department of Clinical Microbiology, Royal College of Surgeons in Ireland, Dublin, Ireland
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