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Tang Y, Qin W. Application of multimodal ultrasonography to predicting the acute kidney injury risk of patients with sepsis: artificial intelligence approach. PeerJ Comput Sci 2024; 10:e2157. [PMID: 38983213 PMCID: PMC11232605 DOI: 10.7717/peerj-cs.2157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Accepted: 06/05/2024] [Indexed: 07/11/2024]
Abstract
The occurrence of acute kidney injury in sepsis represents a common complication in hospitalized and critically injured patients, which is usually associated with an inauspicious prognosis. Thus, additional consequences, for instance, the risk of developing chronic kidney disease, can be coupled with significantly higher mortality. To intervene in advance in high-risk patients, improve poor prognosis, and further enhance the success rate of resuscitation, a diagnostic grading standard of acute kidney injury is employed to quantify. In the article, an artificial intelligence-based multimodal ultrasound imaging technique is conceived by incorporating conventional ultrasound, ultrasonography, and shear wave elastography examination approaches. The acquired focal lesion images in the kidney lumen are mapped into a knowledge map and then injected into feature mining of a multicenter clinical dataset to accomplish risk prediction for the occurrence of acute kidney injury. The clinical decision curve demonstrated that applying the constructed model can help patients whose threshold values range between 0.017 and 0.89 probabilities. Additionally, the metrics of model sensitivity, specificity, accuracy, and area under the curve (AUC) are computed as 67.9%, 82.48%, 76.86%, and 0.692%, respectively, which confirms that multimodal ultrasonography not only improves the diagnostic sensitivity of the constructed model but also dramatically raises the risk prediction capability, thus illustrating that the predictive model possesses promising validity and accuracy metrics.
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Affiliation(s)
- Yidan Tang
- Emergency Internal Medicine Department, First People's Hospital of Shang Qiu, Shangqiu, Henan, China
| | - Wentao Qin
- Emergency Internal Medicine Department, First People's Hospital of Shang Qiu, Shangqiu, Henan, China
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Usuda H, Ikeda H, Watanabe S, Sato S, Fee EL, Carter SWD, Kumagai Y, Saito Y, Takahashi T, Takahashi Y, Kawamura S, Hanita T, Saito M, Kikuchi A, Choolani MA, Yaegashi N, Kemp MW. Artificial placenta support of extremely preterm ovine fetuses at the border of viability for up to 336 hours with maintenance of systemic circulation but reduced somatic and organ growth. Front Physiol 2023; 14:1219185. [PMID: 37692998 PMCID: PMC10484719 DOI: 10.3389/fphys.2023.1219185] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 08/07/2023] [Indexed: 09/12/2023] Open
Abstract
Introduction: Artificial placenta therapy (APT) is an experimental life support system to improve outcomes for extremely preterm infants (EPI) less than 1,000 g by obviating the need for pulmonary gas exchange. There are presently no long-term survival data for EPI supported with APT. To address this, we aimed to maintain 95d-GA (GA; term-150d) sheep fetuses for up to 2 weeks using our APT system. Methods: Pregnant ewes (n = 6) carrying singleton fetuses underwent surgical delivery at 95d GA. Fetuses were adapted to APT and maintained for up to 2 weeks with constant monitoring of key physiological parameters and extensive time-course blood and urine sampling, and ultrasound assessments. Six age-matched in-utero fetuses served as controls. Data were tested for group differences with ANOVA. Results: Six APT Group fetuses (100%) were adapted to APT successfully. The mean BW at the initiation of APT was 656 ± 42 g. Mean survival was 250 ± 72 h (Max 336 h) with systemic circulation and key physiological parameters maintained mostly within normal ranges. APT fetuses had active movements and urine output constantly exceeded infusion volume over the experiment. At delivery, there were no differences in BW (with edema in three APT group animals), brain weight, or femur length between APT and in-utero Control animals. Organ weights and humerus lengths were significantly reduced in the APT group (p < 0.05). Albumin, IGF-1, and phosphorus were significantly decreased in the APT group (p < 0.05). No cases of positive blood culture were detected. Conclusion: We report the longest use of APT to maintain extremely preterm fetuses to date. Fetal systemic circulation was maintained without infection, but growth was abnormal. This achievement suggests a need to focus not only on cardiovascular stability and health but also on the optimization of fetal growth and organ development. This new challenge will need to be overcome prior to the clinical translation of this technology.
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Affiliation(s)
- Haruo Usuda
- Division of Obstetrics and Gynecology, The University of Western Australia, Crawley, WA, Australia
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Hideyuki Ikeda
- Division of Obstetrics and Gynecology, The University of Western Australia, Crawley, WA, Australia
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Shimpei Watanabe
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Shinichi Sato
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Erin L. Fee
- Division of Obstetrics and Gynecology, The University of Western Australia, Crawley, WA, Australia
| | - Sean W. D. Carter
- Division of Obstetrics and Gynecology, The University of Western Australia, Crawley, WA, Australia
- Department of Obstetrics and Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Yusaku Kumagai
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Yuya Saito
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Tsukasa Takahashi
- Division of Obstetrics and Gynecology, The University of Western Australia, Crawley, WA, Australia
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Yuki Takahashi
- Division of Obstetrics and Gynecology, The University of Western Australia, Crawley, WA, Australia
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | | | - Takushi Hanita
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Masatoshi Saito
- Division of Obstetrics and Gynecology, The University of Western Australia, Crawley, WA, Australia
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Atsuo Kikuchi
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Mahesh A. Choolani
- Department of Obstetrics and Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Nobuo Yaegashi
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
| | - Matthew W. Kemp
- Division of Obstetrics and Gynecology, The University of Western Australia, Crawley, WA, Australia
- Center for Perinatal and Neonatal Medicine, Tohoku University Hospital, Sendai, Miyagi, Japan
- Department of Obstetrics and Gynaecology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- School of Veterinary and Life Sciences, Murdoch University, Perth, WA, Australia
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Use of parenteral nutrition in term and late preterm infants: an Australian and New Zealand survey. Br J Nutr 2022; 128:131-138. [PMID: 34378499 DOI: 10.1017/s0007114521003020] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
There is limited information regarding the use of parenteral nutrition (PN) in term and late preterm infants. We conducted a survey to study the current clinical practices within Australia and New Zealand (ANZ). A fifteen-question online survey was distributed to 232 neonatologists and fifty-five paediatric intensivists across ANZ between September and November 2019. At least one neonatologist from twenty-seven out of thirty tertiary neonatal intensive care units responded (90 %). Responses were received from sixty-nine neonatologists (30 %) and seven paediatric intensivists (13 %). The overall response rate was 26 % (76/287). Thirty-three percent (25/76) commenced PN within 24 h of admission, 27 % (20/75) between 24 and 48 h, 24 % (18/75) between 48 and 72 h, 9 % (7/75) between 72 and 96 h and 4 % (3/75) between 96 h and 7 days. None of the respondents commenced PN after 7 d of admission. Sixty-one percent (46/75) aimed for 1·5-3 g/kg per d of parenteral amino acids, whereas 27 % (20/75) aimed for 2-3 g/kg per d. Renal failure (59 %; 38/64) and high plasma urea (44 %; 28/64) were the major indications for withholding/decreasing the amino acid intake. Eighty-three percent (63/76) aimed for a dose of 2·5g-3·5 g/kg per d of parenteral lipids; about 9 % (7/76) targeted a dose of 1-2·5 g/kg per d and 4 % (3/76) for > 3·5 g/kg per d. Thirty-two percent (24/74) reported that they would withhold/decrease the dose of parenteral lipids in infants with sepsis. The variations in clinicians' practices with respect to the use of PN in term and late preterm infants highlight the need for high-quality research in this population.
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Tang Y, Lin J, Lin J, Wang J, Lu J, Chen Q, Cao L, Lin M, Tu R, Huang C, Li P, Zheng C, Xie J. Reappraise role of lymph node status in patterns of recurrence following curative resection of gastric adenocarcinoma. Chin J Cancer Res 2021; 33:331-342. [PMID: 34321830 PMCID: PMC8286896 DOI: 10.21147/j.issn.1000-9604.2021.03.05] [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: 01/25/2021] [Accepted: 05/10/2021] [Indexed: 12/24/2022] Open
Abstract
Objective To examine the association between lymph node status and recurrence patterns in completely resected gastric adenocarcinoma. Methods We retrospectively assessed 1,694 patients who underwent curative gastrectomy from January 2010 to August 2014. Patients stratified according to lymph node status and recurrence patterns among different subgroups were compared. Results Of all, 517 (30.5%) patients developed recurrent disease, and complete data of recurrence could be obtained in 493 (95.4%) patients. For pN0 patients, the patterns of recurrence were different according to pT stage: locoregional recurrence was most common in patients with pT1−2 disease (57.1%), distant recurrence was most common in patients with pT3 disease (57.1%), and peritoneal recurrence was most common in patients with pT4a disease (66.7%). For pN+ patients, distant metastasis was most common pattern irrespective of pT stage. The site-specific trend of recurrence showed that locoregional recurrence increased within 5 years in patients with pN0−2 disease but plateaued 3 years after surgery in patients with pN3 disease. Time to recurrence was significantly longer for the pN0 patients compared with the pN+ patients (median: 25 vs. 16 months, P=0.001). Moreover, post-recurrence survival was significantly better for the pN0 patients than for the pN+ patients (median: 12 vs. 6 months, P<0.001), especially in patients with non-peritoneal recurrence, late recurrence, single recurrence, and receipt of potential curative treatment.
Conclusions Among clinicopathologic factors, lymph node status is the most important factor associated with recurrence patterns after curative gastrectomy. Lymph node status may be used as an adjunct in clinical decision-making about postoperative therapeutic and follow-up strategies.
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Affiliation(s)
- Yihui Tang
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China
| | - Jianxian Lin
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
| | - Junpeng Lin
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China
| | - Jiabin Wang
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
| | - Jun Lu
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
| | - Qiyue Chen
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
| | - Longlong Cao
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
| | - Mi Lin
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China
| | - Ruhong Tu
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China
| | - Changming Huang
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
| | - Ping Li
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
| | - Chaohui Zheng
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
| | - Jianwei Xie
- Department of Gastric Surgery, Fujian Medical University Union Hospital, Fuzhou 350001, China.,Key Laboratory of Ministry of Education of Gastrointestinal Cancer, Fujian Medical University, Fuzhou 350108, China
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