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Mosquera Dussan O, Tuta-Quintero E, Botero-Rosas DA. Signal processing and machine learning algorithm to classify anaesthesia depth. BMJ Health Care Inform 2023; 30:e100823. [PMID: 37793676 PMCID: PMC10551974 DOI: 10.1136/bmjhci-2023-100823] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Accepted: 09/06/2023] [Indexed: 10/06/2023] Open
Abstract
BACKGROUND Poor assessment of anaesthetic depth (AD) has led to overdosing or underdosing of the anaesthetic agent, which requires continuous monitoring to avoid complications. The evaluation of the central nervous system activity and autonomic nervous system could provide additional information on the monitoring of AD during surgical procedures. METHODS Observational analytical single-centre study, information on biological signals was collected during a surgical procedure under general anaesthesia for signal preprocessing, processing and postprocessing to feed a pattern classifier and determine AD status of patients. The development of the electroencephalography index was carried out through data processing and algorithm development using MATLAB V.8.1. RESULTS A total of 25 men and 35 women were included, with a total time of procedure average of 109.62 min. The results show a high Pearson correlation between the Complexity Brainwave Index and the indices of the entropy module. A greater dispersion is observed in the state entropy and response entropy indices, a partial overlap can also be seen in the boxes associated with deep anaesthesia and general anaesthesia in these indices. A high Pearson correlation might be explained by the coinciding values corresponding to the awake and general anaesthesia states. A high Pearson correlation might be explained by the coinciding values corresponding to the awake and general anaesthesia states. CONCLUSION Biological signal filtering and a machine learning algorithm may be used to classify AD during a surgical procedure. Further studies will be needed to confirm these results and improve the decision-making of anaesthesiologists in general anaesthesia.
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Pla-Martí V, Martín-Arévalo J, Moro-Valdezate D, García-Botello S, Pérez-Santiago L, Lapeña-Rodríguez M, Bauzá-Collado M, Huerta M, Roselló-Keränen S, Espí-Macías A. Prognostic implications of surgical specimen quality on the oncological outcomes of open and laparoscopic surgery in mid and low rectal cancer. Langenbecks Arch Surg 2021; 406:2759-2767. [PMID: 34716825 PMCID: PMC8803799 DOI: 10.1007/s00423-021-02351-1] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 10/06/2021] [Indexed: 11/03/2022]
Abstract
Purpose Determine differences in pathologic outcomes between laparoscopic (LAP) and open surgery (OPEN) for mid and low rectal cancer and its influence in long-term oncological outcomes. Methods Retrospective case matched study at a tertiary institution. Adults with rectal cancer below 12 cm from the anal verge operated between January 2005 and September 2018 were included. Primary outcomes were quality of specimen, overall survival (OS), disease-free survival (DFS), and local recurrence (LR). Results The study included 311 patients, LAP = 108 (34.7%), OPEN = 203 (65,3%). A successful resection was accomplished in 81% of the LAP group and in 84.5% of the OPEN (p = 0.505). No differences in free distal margin (LAP = 100%, OPEN = 97.5%; p = 0.156) or circumferential resection margin (LAP = 95.2%, OPEN = 93.2%; p = 0.603) were observed. However, mesorectum quality was incomplete in 16.2% for LAP and in 8.1% for OPEN (p = 0.048). OS was 91.1% for LAP and 81.1% for OPEN (p = 0.360). DFS was 81.4% for LAP and 77.5% for OPEN (p = 0.923). Overall, LR was 2.3% without differences between groups. Conclusions Laparoscopic approach could affect the quality of surgical specimen due to technical aspects. However, if principles of surgical oncology are respected, minor pathologic differences in the quality of the mesorectum may not influence on the long-term oncologic outcomes.
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Affiliation(s)
- Vicente Pla-Martí
- Colorectal Surgery Unit, Department of General and Digestive Surgery, Biomedical Research Institute INCLIVA, Hospital Clínico Universitario, Av. Blasco Ibáñez, 17. 46010, Valencia, Spain.,Department of Surgery, Universidad de Valencia, Valencia, Spain
| | - José Martín-Arévalo
- Colorectal Surgery Unit, Department of General and Digestive Surgery, Biomedical Research Institute INCLIVA, Hospital Clínico Universitario, Av. Blasco Ibáñez, 17. 46010, Valencia, Spain
| | - David Moro-Valdezate
- Colorectal Surgery Unit, Department of General and Digestive Surgery, Biomedical Research Institute INCLIVA, Hospital Clínico Universitario, Av. Blasco Ibáñez, 17. 46010, Valencia, Spain. .,Department of Surgery, Universidad de Valencia, Valencia, Spain.
| | - Stephanie García-Botello
- Colorectal Surgery Unit, Department of General and Digestive Surgery, Biomedical Research Institute INCLIVA, Hospital Clínico Universitario, Av. Blasco Ibáñez, 17. 46010, Valencia, Spain.,Department of Surgery, Universidad de Valencia, Valencia, Spain
| | - Leticia Pérez-Santiago
- Colorectal Surgery Unit, Department of General and Digestive Surgery, Biomedical Research Institute INCLIVA, Hospital Clínico Universitario, Av. Blasco Ibáñez, 17. 46010, Valencia, Spain
| | - María Lapeña-Rodríguez
- Colorectal Surgery Unit, Department of General and Digestive Surgery, Biomedical Research Institute INCLIVA, Hospital Clínico Universitario, Av. Blasco Ibáñez, 17. 46010, Valencia, Spain
| | - Mireia Bauzá-Collado
- Colorectal Surgery Unit, Department of General and Digestive Surgery, Biomedical Research Institute INCLIVA, Hospital Clínico Universitario, Av. Blasco Ibáñez, 17. 46010, Valencia, Spain
| | - Marisol Huerta
- Department of Medical Oncology, INCLIVA Biomedical Research Institute, University of Valencia, Valencia, Spain
| | - Susana Roselló-Keränen
- Department of Medical Oncology, INCLIVA Biomedical Research Institute, University of Valencia, Valencia, Spain.,Instituto de Salud Carlos III, CIBERONC, Valencia, Spain
| | - Alejandro Espí-Macías
- Colorectal Surgery Unit, Department of General and Digestive Surgery, Biomedical Research Institute INCLIVA, Hospital Clínico Universitario, Av. Blasco Ibáñez, 17. 46010, Valencia, Spain.,Department of Surgery, Universidad de Valencia, Valencia, Spain
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Shi H, Shi B, Lu J, Wu L, Sun G. Application value of thromboelastography in perioperative clinical blood transfusion and its effect on the outcome of patient. Exp Ther Med 2019; 17:3483-3488. [PMID: 30988727 PMCID: PMC6447791 DOI: 10.3892/etm.2019.7333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2018] [Accepted: 02/20/2019] [Indexed: 11/21/2022] Open
Abstract
Application value of thromboelastography (TEG) in perioperative clinical blood transfusion and its effect on the outcome of patient were investigated. Seventy-four patients, admitted to The Surgical Department of the First Hospital of Zibo from March 2015 to March 2018, were selected for this study. Among them, 34 patients took only the traditional coagulation function testing method as the blood transfusion guide during the perioperative period and they were regarded as the control group. The other 40 patients used TEG as the blood transfusion guide during the perioperative period, and they were regarded as the TEG group. The coagulation function indicators in 2 h before the operation and in 24 h after the operation, the transfusion amount and blood loss during the operation, the condition of the blood transfusion during the perioperative period, the occurrence rate of the postoperative rebleeding, the length of hospital stay and mortality of the patients in the two groups were compared. The coagulation function indicators of the patients in the two groups in 2 h before the operation and in 24 h after the operation showed that there was no significant difference between the two groups (P>0.050). However, APTT and Pt of the patients in the two groups both increased when compared with those before the treatment (P<0.050) and Hb, Hct, Plt and Fib all decreased (P<0.050). The suspended erythrocytes, Plt, fibrinogen and plasma in the TEG group were both significantly lower than those in the control group (P<0.001). Compared with the traditional coagulation function test, TEG was more accurate for estimating the coagulation function of patient and was more suitable for estimating the condition of blood transfusion of patient in the perioperative period; also, it could shorten the recovery period of patient and it is worthwhile to promote it in the clinic.
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Affiliation(s)
- Haiyan Shi
- Department of Blood Transfusion, The First Hospital of Zibo, Zibo, Shandong 255000, P.R. China
| | - Bo Shi
- Department of Neurology, The First Hospital of Zibo, Zibo, Shandong 255000, P.R. China
| | - Jun Lu
- Department of Blood Transfusion, The Sixth People's Hospital Affiliated to Shanghai Jiaotong University, Shanghai 200233, P.R. China
| | - Lingling Wu
- Department of Blood Transfusion, Quanzhou First Hospital Affiliated to Medical University of Fujian, Quanzhou, Fujian 362000, P.R. China
| | - Guang Sun
- Department of Intensive Care Unit, Central Hospital of Zibo, Zibo, Shandong 255000, P.R. China
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Long Q, Zheng H, Liu X, Guo SW. Perioperative Intervention by β-Blockade and NF-κB Suppression Reduces the Recurrence Risk of Endometriosis in Mice Due to Incomplete Excision. Reprod Sci 2019; 26:697-708. [DOI: 10.1177/1933719119828066] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Qiqi Long
- Shanghai OB/GYN Hospital, Fudan University, Shanghai, Peoples Republic of China
| | - Hanxi Zheng
- Shanghai OB/GYN Hospital, Fudan University, Shanghai, Peoples Republic of China
| | - Xishi Liu
- Shanghai OB/GYN Hospital, Fudan University, Shanghai, Peoples Republic of China
- Shanghai Key Laboratory of Female Reproductive Endocrine-Related Diseases, Fudan University, Shanghai, Peoples Republic of China
| | - Sun-Wei Guo
- Shanghai OB/GYN Hospital, Fudan University, Shanghai, Peoples Republic of China
- Shanghai Key Laboratory of Female Reproductive Endocrine-Related Diseases, Fudan University, Shanghai, Peoples Republic of China
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Han SW, Kim YY, Kang WJ, Kim HC, Ku SY, Kang BC, Yun JW. The Use of Normal Stem Cells and Cancer Stem Cells for Potential Anti-Cancer Therapeutic Strategy. Tissue Eng Regen Med 2018; 15:365-380. [PMID: 30603561 PMCID: PMC6171655 DOI: 10.1007/s13770-018-0128-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2018] [Revised: 05/08/2018] [Accepted: 05/24/2018] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Despite recent advance in conventional cancer therapies including surgery, radiotherapy, chemotherapy, and immunotherapy to reduce tumor size, unfortunately cancer mortality and metastatic cancer incidence remain high. Along with a deeper understanding of stem cell biology, cancer stem cell (CSC) is important in targeted cancer therapy. Herein, we review representative patents using not only normal stem cells as therapeutics themselves or delivery vehicles, but also CSCs as targets for anti-cancer strategy. METHODS Relevant patent literatures published between 2005 and 2017 are discussed to present developmental status and experimental results on using normal stem cells and CSCs for cancer therapy and explore potential future directions in this field. RESULTS Stem cells have been considered as important element of regenerative therapy by promoting tissue regeneration. Particularly, there is a growing trend to use stem cells as a target drug-delivery system to reduce undesirable side effects in non-target tissues. Noteworthy, studies on CSC-specific markers for distinguishing CSCs from normal stem cells and mature cancer cells have been conducted as a selective anti-cancer therapy with few side effects. Many researchers have also reported the development of various substances with anticancer effects by targeting CSCs from cancer tissues. CONCLUSION There has been a continuing increase in the number of studies on therapeutic stem cells and CSC-specific markers for selective diagnosis and therapy of cancer. This review focuses on the current status in the use of normal stem cells and CSCs for targeted cancer therapy. Future direction is also proposed.
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Affiliation(s)
- Seung-Woo Han
- Department of Biotechnology, The Catholic University of Korea, 43 Jibongro, Bucheon, 14662 Republic of Korea
| | - Yoon Young Kim
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 03080 Republic of Korea
| | - Woo-Ju Kang
- Department of Biotechnology, The Catholic University of Korea, 43 Jibongro, Bucheon, 14662 Republic of Korea
| | - Hyoung-Chin Kim
- Laboratory Animal Resource Center, Korea Research Institute of Bioscience and Biotechnology, 30 Yeongudanji-ro, Ochang-eup, Cheongwon-gu, Cheongju-si, Chungcheongbuk-do 28116 Republic of Korea
| | - Seung-Yup Ku
- Department of Obstetrics and Gynecology, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 03080 Republic of Korea
| | - Byeong-Cheol Kang
- Department of Experimental Animal Research, Biomedical Research Institute, Seoul National University Hospital, 101 Daehak-ro, Jongno-gu, Seoul, 03080 Republic of Korea
- Biomedical Center for Animal Resource and Development, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 03080 Republic of Korea
- Graduate School of Translational Medicine, Seoul National University College of Medicine, 101 Daehak-ro, Jongno-gu, Seoul, 03080 Republic of Korea
- Designed Animal and Transplantation Research Institute, Institute of GreenBio Science Technology, Seoul National University, 1447 Pyeongchang-daero, Daehwa-myeon, Pyeongchang-gun, Gangwon-do 25354 Republic of Korea
| | - Jun-Won Yun
- Department of Biotechnology, The Catholic University of Korea, 43 Jibongro, Bucheon, 14662 Republic of Korea
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