1
|
Ghareeb WM, Draz E, Chen X, Zhang J, Tu P, Madbouly K, Moratal M, Ghanem A, Amer M, Hassan A, Hussein AH, Gabr H, Faisal M, Khaled I, El Zaher HA, Emile MH, Espin-Basany E, Pellino G, Emile SH. Multicenter validation of an artificial intelligence (AI)-based platform for the diagnosis of acute appendicitis. Surgery 2024; 176:569-576. [PMID: 38910047 DOI: 10.1016/j.surg.2024.05.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2024] [Revised: 04/20/2024] [Accepted: 05/06/2024] [Indexed: 06/25/2024]
Abstract
BACKGROUND The current scores used to help diagnose acute appendicitis have a "gray" zone in which the diagnosis is usually inconclusive. Furthermore, the universal use of CT scanning is limited because of the radiation hazards and/or limited resources. Hence, it is imperative to have an accurate diagnostic tool to avoid unnecessary, negative appendectomies. METHODS This was an international, multicenter, retrospective cohort study. The diagnostic accuracy of the artificial intelligence platform was assessed by sensitivity, specificity, negative predictive value, the area under the receiver curve, precision curve, F1 score, and Matthews correlation coefficient. Moreover, calibration curve, decision curve analysis, and clinical impact curve analysis were used to assess the clinical utility of the artificial intelligence platform. The accuracy of the artificial intelligence platform was also compared to that of CT scanning. RESULTS Two data sets were used to assess the artificial intelligence platform: a multicenter real data set (n = 2,579) and a well-qualified synthetic data set (n = 9736). The platform showed a sensitivity of 92.2%, specificity of 97.2%, and negative predictive value of 98.7%. The artificial intelligence had good area under the receiver curve, precision, F1 score, and Matthews correlation coefficient (0.97, 86.7, 0.89, 0.88, respectively). Compared to CT scanning, the artificial intelligence platform had a better area under the receiver curve (0.92 vs 0.76), specificity (90.9 vs 53.3), precision (99.8 vs 98.9), and Matthews correlation coefficient (0.77 vs 0.72), comparable sensitivity (99.2 vs 100), and lower negative predictive value (67.6 vs 99.5). Decision curve analysis and clinical impact curve analysis intuitively revealed that the platform had a substantial net benefit within a realistic probability range from 6% to 96%. CONCLUSION The current artificial intelligence platform had excellent sensitivity, specificity, and accuracy exceeding 90% and may help clinicians in decision making on patients with suspected acute appendicitis, particularly when access to CT scanning is limited.
Collapse
Affiliation(s)
- Waleed M Ghareeb
- Gastrointestinal Surgery Unit, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt; Laboratory of Applied Artificial Intelligence in Medical Disciplines, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt.
| | - Eman Draz
- Laboratory of Applied Artificial Intelligence in Medical Disciplines, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt; Department of Human Anatomy and Embryology, Faculty of Medicine, Suez Canal University. Ismailia, Egypt
| | - Xianqiang Chen
- Department of General Surgery (Emergency Surgery), Fujian Medical University Union Hospital, Fuzhou, China
| | - Junrong Zhang
- Department of General Surgery (Emergency Surgery), Fujian Medical University Union Hospital, Fuzhou, China
| | - Pengsheng Tu
- Department of General Surgery (Emergency Surgery), Fujian Medical University Union Hospital, Fuzhou, China
| | - Khaled Madbouly
- Colorectal Surgery Unit, Alexandria University, Faculty of Medicine, Alexandria, Egypt. https://twitter.com/WaleedMGhareeb1
| | - Miriam Moratal
- Colorectal Surgery, Vall d'Hebron University Hospital, Barcelona, Spain; Universitat Autonoma de Barcelona UAB, Barcelona, Spain
| | - Ahmed Ghanem
- Gastrointestinal Surgery Unit, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt; Laboratory of Applied Artificial Intelligence in Medical Disciplines, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt
| | - Mohamed Amer
- Gastrointestinal Surgery Unit, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt; Laboratory of Applied Artificial Intelligence in Medical Disciplines, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt
| | - Ahmed Hassan
- Gastrointestinal Surgery Unit, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt; Laboratory of Applied Artificial Intelligence in Medical Disciplines, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt
| | - Ahmed H Hussein
- Gastrointestinal Surgery Unit, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt; Laboratory of Applied Artificial Intelligence in Medical Disciplines, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt
| | - Haitham Gabr
- Gastrointestinal Surgery Unit, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt; Laboratory of Applied Artificial Intelligence in Medical Disciplines, Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt
| | - Mohammed Faisal
- Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt
| | - Islam Khaled
- Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt
| | - Haidi Abd El Zaher
- Department of Surgery, Faculty of Medicine, Suez Canal University Hospital, Ismailia, Egypt
| | - Mona Hany Emile
- Department of Pathology, Faculty of Medicine, Mansoura University, Mansoura, Egypt
| | - Eloy Espin-Basany
- Colorectal Surgery, Vall d'Hebron University Hospital, Barcelona, Spain; Universitat Autonoma de Barcelona UAB, Barcelona, Spain
| | - Gianluca Pellino
- Colorectal Surgery, Vall d'Hebron University Hospital, Barcelona, Spain; Department of Advanced Medical and Surgical Sciences, Universitá degli Studi della Campania "Luigi Vanvitelli," Naples, Italy. https://twitter.com/GianlucaPellino
| | - Sameh Hany Emile
- Department of Colorectal Surgery, Cleveland Clinic Florida, Weston, FL; Colorectal Surgery Unit, General Surgery Department, Mansoura University Hospitals, Mansoura, Egypt. https://twitter.com/dr_samehhany81
| |
Collapse
|
2
|
Lisi G, Campanelli M, Mastrangeli MR, Spoletini D, Menditto R, Grande S, Boccuzzi M, Grande M. The treatment of acute appendicitis in two age-based groups during COVID-19 pandemic: a retrospective experience in a COVID-19 referral hospital. Int J Colorectal Dis 2022; 37:323-328. [PMID: 34738164 PMCID: PMC8567973 DOI: 10.1007/s00384-021-04060-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/29/2021] [Indexed: 02/04/2023]
Abstract
PURPOSE During the past months, the Italian Government has reduced the restrictions and access to hospitals as well as outpatient. Since then, up to 40% of non-traumatic abdominal emergencies have had unusual delayed treatment. Given the rapidly evolving situation and the absence of evidence to support recommendations during the COVID-19 pandemic, it is useful to assess how the current situation is influencing the management of elderly patients with acute appendicitis. METHODS Between February 2020 and December 2020, all patients 18 years or older undergone appendectomy were included. Patients were divided in two age-based groups (young groups, YG; elderly group, EG). Surgical approach, hospital stay, post-operative complications, radiology reports, and histologic examination were included in the retrospective analysis. RESULTS One hundred eight patients underwent appendectomy, 81 patients into the YG, and 27 in the EG. Laparoscopy was performed in 87.7% of the YG and in 51.8% of the elderly (p < 0.000), while conversion to laparotomy was necessary in 3.7% in the YG vs 22.3% of the other group (p < 0.009). Open procedures were more frequent in the EG, 25.9% vs 8.6% (p value < 0.05). No mortality rate was reported in both groups; moreover, the mean hospital stay was greater in the EG than the YG (p < 0.000). CONCLUSION Our data highlighted a partial delay in diagnosis in the elderly group, and an increase in complicated appendicitis also demonstrated by the need for conversion to laparotomy despite no significant relationship between these findings and the histologic examination was reported.
Collapse
Affiliation(s)
- Giorgio Lisi
- Department of Surgery, Sant'Eugenio Hospital, Piazzale dell'Umanesimo 10, 00144, Rome, Italy.
| | - Michela Campanelli
- Emergency Surgery Unit, University Hospital of Tor Vergata, viale Oxford 81, 00133, Rome, Italy
| | | | - Domenico Spoletini
- Department of Surgery, Sant'Eugenio Hospital, Piazzale dell'Umanesimo 10, 00144, Rome, Italy
| | - Rosa Menditto
- Department of Surgery, Sant'Eugenio Hospital, Piazzale dell'Umanesimo 10, 00144, Rome, Italy
| | - Simona Grande
- Emergency Surgery Unit, University Hospital of Tor Vergata, viale Oxford 81, 00133, Rome, Italy
| | - Massimiliano Boccuzzi
- Department of Surgery, San Sebastiano Hospital, via Tuscolana 1, 00046, Frascati, Rome, Italy
| | - Michele Grande
- Emergency Surgery Unit, University Hospital of Tor Vergata, viale Oxford 81, 00133, Rome, Italy
| |
Collapse
|
3
|
Lisi G, Campanelli M, Mastrangeli MR, Grande S, Viarengo MA, Garbarino GM, Vanni G, Grande M. Acute appendicitis in elderly during Covid-19 pandemic. Int J Colorectal Dis 2021; 36:2287-2290. [PMID: 34046696 PMCID: PMC8159028 DOI: 10.1007/s00384-021-03959-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/21/2021] [Indexed: 02/04/2023]
Abstract
PURPOSE During the past months, the Italian Government has reduced the restrictions and access to hospitals. Since then, up to 40% of non-traumatic abdominal emergencies have had unusual delayed treatment. Given the rapidly evolving situation and the absence of evidence to support recommendations during the pandemic, it is useful to assess how the current situation is influencing the management of elderly with acute appendicitis. METHODS Between February 2020 and December 2020, all patients older than 68 years old undergone appendectomy were included. Surgical approach, hospital stay, post-operative complications, radiology reports, and histologic examination were included in the retrospective analysis and compared with a same sample of the same period before the pandemic. RESULTS Twenty-seven patients underwent appendectomy for acute appendicitis during the pandemic and 34 patients in the pre-outbreak period. Laparoscopic approach was completed in 51.8% of the cases, while conversion to laparotomy in 22.3% of patients and open procedure in the 25.9%, before the pandemic 73.6%, 14.7%, and 11.7%, respectively. During the pandemic, complicated appendicitis occurred in 59.3% of the cases (26.5% before the outbreak). One patient was treated for a pelvic abscess, while no minor complications were detected. No mortality rate was reported, with a mean hospital stay of 5.64 days during the outbreak and 4.21 days before the pandemic. CONCLUSION Our data highlighted a partial delay in diagnosis in the elderly group, and an increase in complicated appendicitis also demonstrated by the need for conversion to laparotomy.
Collapse
Affiliation(s)
- G Lisi
- Department of Surgery, Sant'Eugenio Hospital, Piazzale dell'Umanesimo 10, 00144, Rome, Italy.
| | - M Campanelli
- Emergency Surgery Unit, University Hospital of Tor Vergata, viale Oxford 81, 00133, Rome, Italy
| | - M R Mastrangeli
- Department of Surgery, Sant'Eugenio Hospital, Piazzale dell'Umanesimo 10, 00144, Rome, Italy
| | - S Grande
- Emergency Surgery Unit, University Hospital of Tor Vergata, viale Oxford 81, 00133, Rome, Italy
| | - M A Viarengo
- Day-Case Surgery Unit, Israelitic Hospital, 00144, Rome, Italy
| | - G M Garbarino
- Department of Medical Surgical Sciences and Translational Medicine, Sant'Andrea University, Via di Grottarossa, 1035-39, 00189, Rome, Italy
| | - G Vanni
- Emergency Surgery Unit, University Hospital of Tor Vergata, viale Oxford 81, 00133, Rome, Italy
| | - M Grande
- Emergency Surgery Unit, University Hospital of Tor Vergata, viale Oxford 81, 00133, Rome, Italy
| |
Collapse
|
4
|
Altali Alhames K, Martín-Sánchez FJ, Ruiz-Artacho P, Ayuso FJ, Trenchs V, Martínez Ortiz de Zarate M, Navarro C, Fuentes Ferrer M, Fernández C, González Del Castillo J, Bodas A. Diagnostic accuracy of combining C-Reactive protein and Alvarado Score among 2-to-20-year-old patients with acute appendicitis suspected presenting to Emergency Departments. REVISTA ESPANOLA DE QUIMIOTERAPIA 2021; 34:220-227. [PMID: 33926180 PMCID: PMC8179944 DOI: 10.37201/req/008.2021] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
OBJECTIVE Main objective was whether the combination of C-Reactive Protein (CRP) and Alvarado Score (AS) increase the diagnosis accuracy of AS among 2-to-20-year-old patients with suspected acute appendicitis presenting to Emergency Departments. METHODS This is a secondary analysis of prospective cohort study consecutively including all patients from 2 to 20 years of age attended for suspected acute appendicitis in 4 Spanish Emergency Departments during 6-month period. We collected demographic, clinical, analytic and radiographic, and surgical data. AS categories were retrospectively calculated as low (0-4 points), intermediate (5-6 points) or high (7-10 points). The cut-off levels were >0.5 mg/dl for CRP. The outcome was diagnosis of acute appendicitis within 14 days of the index visit. RESULTS A total of 331 patients with suspected of acute appendicitis (mean age 11.8 (SD 3.8) years; 52.9% males) were recruited. According to AS, 108 (32.6%) were at low risk, 76 at (23.0%) intermediate risk and 147 (44.4%) at high risk of acute appendicitis. One hundred and sixteen (35.0%) cases had confirmed histopathological diagnosis of acute appendicitis. The AUCs of ROC were 0.76 (0.70-0.81) for AS and 0.79 (95% CI 0.75-0.84) for CRP-AS being the difference statistically significant (p=0.003). The CRP for diagnosis acute appendicitis in low risk AS group had negative predictive value of 95.8% (95%CI 87.3-98.9) and likelihood ratio negative of 0.4 (95%CI 0.2-1.0).. CONCLUSIONS CRP-AS has shown to increase the diagnostic accuracy of AS for acute appendicitis. This approach may be useful to rule out the diagnosis of acute appendicitis in paediatric patients attended for abdominal pain suggestive of acute appendicitis.
Collapse
Affiliation(s)
| | - F J Martín-Sánchez
- Francisco Javier Martín-Sánchez. Emergency Department. Hospital Clínico San Carlos. Calle Profesor Martín-Lagos s/n, 28040 Madrid. Spain.
| | | | | | | | | | | | | | | | | | | |
Collapse
|
6
|
Impact of the COVID-19 pandemic on appendicitis treatment in Germany-a population-based analysis. Langenbecks Arch Surg 2021; 406:377-383. [PMID: 33420517 PMCID: PMC7794073 DOI: 10.1007/s00423-021-02081-4] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Accepted: 01/04/2021] [Indexed: 12/15/2022]
Abstract
PURPOSE Acute appendicitis is one of the most common reasons for emergency medical consultation. While simple appendicitis can be treated with antibiotics or surgery, complex appendicitis including gangrene, abscess, and perforation requires appendectomy. During the COVID-19 pandemic in early 2020, an overall drop in emergency room consultations was observed. We therefore aimed to investigate the incidence and treatment strategies of acute appendicitis during that period. METHODS Data of insurance holders with the ICD code for "acute appendicitis" or OPS procedure of appendectomy of a major health insurance company in Germany were analyzed retrospectively. Groups were built, containing of the means of March-June of 2017, 2018, and 2019, defined as "pre-COVID group" with the "COVID group," defined as data from March to June of 2020. Data was analyzed by age, sex, comorbidities, length of hospital stay, diagnoses, and treatment. Data of the COVID group was analyzed for simultaneous COVID-19 infection. RESULTS During the COVID-19 pandemic of early 2020, an overall reduction by 12.9% of patients presenting with acute appendicitis was noticeable. These results were mainly due to decreased rates of uncomplicated appendicitis, while complicated appendicitis was scarcely affected. Especially in the group of females < 40 years, a drastic reduction was visible. Rates of extended surgery did not change. Likewise, the complication rate like appendix stump leakage or need for re-operation did not differ. In March 2020, 4.8% of acute appendicitis patients had concomitant COVID-19 infection. CONCLUSION In line with the overall drop of emergency room visits during the COVID-19 pandemic of spring 2020 in Germany, a significantly lowered number of patients with uncomplicated appendicitis were noticeable, whereas complicated appendicitis did not differ. Also, treatment and complication rate of acute appendicitis did not change. These findings might be a hint that acute appendicitis is not a progressing disease but caused by different entities for uncomplicated and complicated appendicitis and therefore another clue that uncomplicated appendicitis can be treated with antibiotics or observation. Nevertheless provided data does not cover outpatient treatment; therefore, no statement observation or antibiotics in outpatients can be made.
Collapse
|