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Yang Y, Zhang XX, Zhao L, Wang J, Guo WL. Development of a simplified model and nomogram in preoperative diagnosis of pediatric chronic cholangitis with pancreaticobiliary maljunction using clinical variables and MRI radiomics. Insights Imaging 2023; 14:41. [PMID: 36882647 PMCID: PMC9992494 DOI: 10.1186/s13244-023-01383-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 02/04/2023] [Indexed: 03/09/2023] Open
Abstract
OBJECTIVE The aim of this study was to develop a model that combines clinically relevant features with radiomics signature based on magnetic-resonance imaging (MRI) for diagnosis of chronic cholangitis in pancreaticobiliary maljunction (PBM) children. METHODS A total of 144 subjects from two institutions confirmed PBM were included in this study. Clinical characteristics and MRI features were evaluated to build a clinical model. Radiomics features were extracted from the region of interest manually delineated on T2-weighted imaging. A radiomics signature was developed by the selected radiomics features using the least absolute shrinkage and selection operator and then a radiomics score (Rad-score) was calculated. We constructed a combined model incorporating clinical factors and Rad-score by multivariate logistic regression analysis. The combined model was visualized as a radiomics nomogram to achieve model visualization and provide clinical utility. Receiver operating curve analysis and decision curve analysis (DCA) were used to evaluate the diagnostic performance. RESULTS Jaundice, protein plug, and ascites were selected as key clinical variables. Eight radiomics features were combined to construct the radiomics signature. The combined model showed superior predictive performance compared with the clinical model alone (AUC in the training cohort: 0.891 vs. 0.767, the validation cohort: 0.858 vs. 0.731), and the difference was significant (p = 0.002, 0.028) in the both cohorts. DCA confirmed the clinical utility of the radiomics nomogram. CONCLUSION The proposed model that combines key clinical variables and radiomics signature is helpful in the diagnosis of chronic cholangitis in PBM children.
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Affiliation(s)
- Yang Yang
- Department of Radiology, Children's Hospital of Soochow University, Suzhou, 215025, China
| | - Xin-Xian Zhang
- Department of Radiology, Xuzhou Children's Hospital, Xuzhou, 221002, China
| | - Lian Zhao
- Department of Radiology, Children's Hospital of Soochow University, Suzhou, 215025, China
| | - Jian Wang
- Pediatric Surgery, Children's Hospital of Soochow University, Suzhou, 215025, China
| | - Wan-Liang Guo
- Department of Radiology, Children's Hospital of Soochow University, Suzhou, 215025, China.
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Honda M, Shimojima N, Maeda Y, Ito Y, Miyaguni K, Tsukizaki A, Abe K, Hashimoto M, Ishikawa M, Tomita H, Shimotakahara A, Hirobe S. Factors predicting surgical difficulties in congenital biliary dilatation in pediatric patients. Pediatr Surg Int 2023; 39:79. [PMID: 36629958 DOI: 10.1007/s00383-023-05363-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/01/2023] [Indexed: 01/12/2023]
Abstract
BACKGROUND The effects of disease classification and the patient's preoperative condition on the difficulty of performing a laparotomy for pediatric congenital biliary dilatation (CBD) have not been fully elucidated. METHODS The present study retrospectively analyzed 46 pediatric CBD laparotomies performed at the study center between March 2010 and December 2021 and predictors of operative time. The patients were separated into a short operative time group (SOT) (≤ 360 min, n = 27) and a long operative time group (LOT) (> 360 min, n = 19). RESULTS The preoperative AST and ALT values were higher, and the bile duct anastomosis diameter was larger, in the LOT. Correlation analysis demonstrated that the maximum cyst diameter, preoperative neutrophil-to-lymphocyte ratio, AST, ALT, AMY, and bile duct anastomosis diameter correlated positively with operative time. Multivariate analysis identified the maximal cyst diameter, preoperative AST, and bile duct anastomosis diameter as significant factors affecting surgical time. Postoperatively, intrapancreatic stones and paralytic ileus were observed in one patient each in the SOT, and mild bile leakage was observed in one patient in the LOT. CONCLUSIONS The maximum cyst diameter, preoperative AST, and bile duct anastomosis diameter have the potential to predict the difficulty of performing a pediatric CBD laparotomy.
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Affiliation(s)
- Masaki Honda
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan.,Department of Pediatric Surgery and Transplantation, Kumamoto University Graduate School of Medical Sciences, Kumamoto, Japan
| | - Naoki Shimojima
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan.
| | - Yutaro Maeda
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Yoshifumi Ito
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Kazuaki Miyaguni
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Ayano Tsukizaki
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Kiyotomo Abe
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Makoto Hashimoto
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Miki Ishikawa
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Hirofumi Tomita
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Akihiro Shimotakahara
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
| | - Seiichi Hirobe
- Department of Surgery, Tokyo Metropolitan Children's Medical Center, 2-8-29 Musashidai, Fuchu, Tokyo, 183-8561, Japan
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Guo WL, Geng AK, Geng C, Wang J, Dai YK. Combination of UNet++ and ResNeSt to classify chronic inflammation of the choledochal cystic wall in patients with pancreaticobiliary maljunction. Br J Radiol 2022; 95:20201189. [PMID: 35451311 PMCID: PMC10996311 DOI: 10.1259/bjr.20201189] [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: 10/02/2020] [Revised: 03/10/2022] [Accepted: 04/01/2022] [Indexed: 11/05/2022] Open
Abstract
OBJECTIVES The aim of this study was to establish an automatic classification model for chronic inflammation of the choledoch wall using deep learning with CT images in patients with pancreaticobiliary maljunction (PBM). METHODS CT images were obtained from 76 PBM patients, including 61 cases assigned to the training set and 15 cases assigned to the testing set. The region of interest (ROI) containing the choledochal lesion was extracted and segmented using the UNet++ network. The degree of severity of inflammation in the choledochal wall was initially classified using the ResNeSt network. The final classification result was determined per decision rules. Grad-CAM was used to explain the association between the classification basis of the network and clinical diagnosis. RESULTS Segmentation of the lesion on the common bile duct wall was roughly obtained with the UNet++ segmentation model and the average value of Dice coefficient of the segmentation model in the testing set was 0.839 ± 0.150, which was verified through fivefold cross-validation. Inflammation was initially classified with ResNeSt18, which resulted in accuracy = 0.756, sensitivity = 0.611, specificity = 0.852, precision = 0.733, and area under curve (AUC) = 0.711. The final classification sensitivity was 0.8. Grad-CAM revealed similar distribution of inflammation of the choledochal wall and verified the inflammation classification. CONCLUSIONS By combining the UNet++ network and the ResNeSt network, we achieved automatic classification of chronic inflammation of the choledoch in PBM patients and verified the robustness through cross-validation performed five times. This study provided an important basis for classification of inflammation severity of the choledoch in PBM patients. ADVANCES IN KNOWLEDGE We combined the UNet++ network and the ResNeSt network to achieve automatic classification of chronic inflammation of the choledoch in PBM. These results provided an important basis for classification of choledochal inflammation in PBM and for surgical therapy.
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Affiliation(s)
- Wan-liang Guo
- Department of Radiology, Children’s Hospital of Soochow
University, Suzhou,
China
| | - An-kang Geng
- School of Biomedical Engineering (Suzhou), Division of Life
Sciences and Medicine, University of Science and Technology of China, 88
Keling Road, Suzhou,
China
- Suzhou Institute of Biomedical Engineering and Technology,
Chinese Academy of Sciences, 88 Keling Road,
Suzhou, China
| | - Chen Geng
- Suzhou Institute of Biomedical Engineering and Technology,
Chinese Academy of Sciences, 88 Keling Road,
Suzhou, China
| | - Jian Wang
- Pediatric Surgery, Children’s Hospital of Soochow
University, Suzhou,
China
| | - Ya-kang Dai
- Suzhou Institute of Biomedical Engineering and Technology,
Chinese Academy of Sciences, 88 Keling Road,
Suzhou, China
- Jinan Guoke Medical Engineering Technology Development Co.
LTD, Jinan,
China
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Zhao L, Shi SL, Guo WL. Expression of lncRNAs in children with pancreaticobiliary maljunction: functional analysis and potential biomarkers. Arch Med Sci 2022; 20:528-538. [PMID: 38757013 PMCID: PMC11094826 DOI: 10.5114/aoms/145482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2021] [Accepted: 01/02/2022] [Indexed: 05/18/2024] Open
Abstract
Introduction Pancreaticobiliary maljunction (PBM) leads to higher rates of complications, including cholangitis, pancreatitis, and malignancies. The aim of the present study was to investigate the expression profile of long non-coding RNAs (lncRNAs) and their potential role as biomarkers in children with pancreaticobiliary maljunction. Material and methods The differential expression of lncRNAs and messenger RNA (mRNAs) from pediatric patients with pancreaticobiliary maljunction and control subjects was analyzed using a commercial microarray and later validated with qRT-PCR. The potential biological functions of differentially expressed genes were explored based on Gene Ontology and Kyoto Encyclopedia of Genes and Genomes pathway enrichment. The ability of potential lncRNA biomarkers to predict pancreaticobiliary maljunction was assessed based on the area under the receiver operating characteristic curve (AUC). Results There were 2915 mRNAs and 173 lncRNAs upregulated, and 2121 mRNAs and 316 lncRNAs downregulated in PBM cases compared to controls. The enriched Gene Ontology categories associated with differentially expressed mRNAs were extracellular matrix, extracellular region, and kinetochore. The most enriched Kyoto Encyclopedia pathway was protein digestion and absorption, which was associated with cancer and PI3K-Akt signaling. Analysis of cis- and trans-target genes predicted that a single lncRNA was able to regulate several mRNAs. The qRT-PCR results for NR_110876, NR_132344, XR_946886, and XR_002956345 were consistent with the microarray results, and the difference was statistically significant for NR_132344, XR_946886, and XR_002956345 (p < 0.05). AUC was significant only for XR_946886 (0.837, p < 0.001). Conclusions Our results implicate lncRNAs in common bile duct pathogenesis in PBM, and they identify XR_946886 as a potential biomarker for the disease.
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Affiliation(s)
- Lian Zhao
- Children’s Hospital of Soochow University, China
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Biswas SK, Basu KS, Biswas SK, Saha H, Chakravorty S, Soren JK. Biliary Reconstruction by Isolated Jejunal Interposition Loop: Our Experience after Excision of Choledochal Cyst. J Indian Assoc Pediatr Surg 2020; 25:213-218. [PMID: 32939112 PMCID: PMC7478276 DOI: 10.4103/jiaps.jiaps_95_19] [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: 05/28/2019] [Revised: 11/23/2019] [Accepted: 12/21/2019] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND Choledochal cyst is a fairly common hepatobiliary condition in pediatric surgical practice. For the most common type (type I), it is well established that the total excision of the cyst with an wide biliary-enteric anastomosis is key for long-term good result. Multiple options remain for biliary-enteric reconstruction after excision. Jejunal interposition loop reconstruction is thought to be the most physiologic. MATERIALS AND METHODS We have retrospectively reviewed the data of patients of type I choledochal cysts which were operated between January 2010 and September 2018 and undergone jejunal interposition loop reconstruction. Clinical presentation, investigations, operative procedure morbidity and complications were reviewed. RESULTS There were 33 patients, with a male-to-female ratio of 1:3 and a mean age of 4.63 years (mean ± standard deviation [SD] = 4.63 ± 2.98 years). The follow-up period ranged from 3 to 81 months (mean ± SD = 36.30 ± 19.24 months). There was no stricture or cholangitis. Reoperation required in one due to leak at biliary-enteric anastomosis leading to biliary peritonitis. One each had pancreatitis and prolonged ileus. Two bile leaks stopped spontaneously. Operative time and postoperative hospital stay were 228.78 ± 40.43 min (mean ± SD) and 8.96 ± 3.63 days (mean ± SD), respectively. CONCLUSION Jejunal interposition loop reconstruction is safe and reproducible with acceptable morbidity. However, if this procedure is abandoned, the long-term benefits may remain ever elusive.
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Affiliation(s)
- Somak Krishna Biswas
- Department of Paediatric Surgery, Nilratan Sircar Medical College, Kolkata, West Bengal, India
| | - Kalyani Saha Basu
- Department of Paediatric Surgery, Nilratan Sircar Medical College, Kolkata, West Bengal, India
| | - Sumitra Kumar Biswas
- Department of Paediatric Surgery, Nilratan Sircar Medical College, Kolkata, West Bengal, India
| | - Hinglaj Saha
- Department of Paediatric Surgery, Nilratan Sircar Medical College, Kolkata, West Bengal, India
| | - Subhankar Chakravorty
- Department of Paediatric Surgery, Nilratan Sircar Medical College, Kolkata, West Bengal, India
| | - Jay Kishor Soren
- Department of Paediatric Surgery, Nilratan Sircar Medical College, Kolkata, West Bengal, India
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