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18-12-2024 | Gastric Cancer | Research

Dual-energy CT for predicting serosal invasion in gastric cancer and subtype analysis

Authors: Wan Yang, Hua Shi, Ming Li, Xiangmei Qiao, Lin Li, Song Liu

Published in: Abdominal Radiology

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Abstract

Purpose

To predict the serosal invasion of gastric cancer (GC) using dual-energy CT (DECT)-based parameters and analyze the diagnostic performance according to different subtypes.

Methods

The patients were divided into the T1-3 group and T4a group. The irregular region of interest (ROI) was manually delineated on the largest cross-section of the lesion. The ROI area, iodine concentration (IC), normalized iodine concentration (nIC), fat fraction, CT value mean, and standard deviation were measured in the late arterial (LAP) and venous phase (VP). The Mann-Whitney U test was used to assess differences between different T-stage groups and histopathological subtypes of GC. A model was established based on DECT parameters, and the receiver operating characteristic (ROC) curve was used to evaluate the diagnostic performance.

Results

Preliminary analysis showed that there were significant differences in ROI area, IC, nIC and CT value mean in VP and ROI area in LAP between T1-3 and T4a GC (all p < 0.05). The AUC of the comprehensive model composed of ROI and nIC in VP was 0.805. For different subtypes, multiple DECT parameters of poorly cohesive carcinoma (PCC) showed significant differences.

Conclusion

ROI area in LAP and VP, IC, nIC, and CT value mean in VP have significant differences in distinguishing between T1-3 and T4a GC. Iodine-related parameters in VP differed significantly between T1-3 and T4a in PCCs, rather than TACs. Considering the heterogeneity of different WHO subtypes, DECT iodine-related parameters in VP are more predictive of the serosal invasion status of GC compared to LAP.

Graphical Abstract

Appendix
Available only for authorised users
Literature
1.
go back to reference Sung H, Ferlay J, Siegel RL, et al (2021) Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA: a cancer journal for clinicians 71:209–249PubMed Sung H, Ferlay J, Siegel RL, et al (2021) Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and Mortality Worldwide for 36 Cancers in 185 Countries. CA: a cancer journal for clinicians 71:209–249PubMed
2.
go back to reference Liu J, Qiu J, Wang K, et al (2021) An investigation on gastric cancer staging using CT structured report. Eur J Radiol 136:109550CrossRefPubMed Liu J, Qiu J, Wang K, et al (2021) An investigation on gastric cancer staging using CT structured report. Eur J Radiol 136:109550CrossRefPubMed
3.
go back to reference Chen D, Liu Z, Liu W, et al (2021) Predicting postoperative peritoneal metastasis in gastric cancer with serosal invasion using a collagen nomogram. Nature Communications 12(1):179CrossRefPubMedPubMedCentral Chen D, Liu Z, Liu W, et al (2021) Predicting postoperative peritoneal metastasis in gastric cancer with serosal invasion using a collagen nomogram. Nature Communications 12(1):179CrossRefPubMedPubMedCentral
4.
go back to reference Allum WH, Blazeby JM, Griffin SM, Cunningham D, Jankowski JA, Wong R (2011) Guidelines for the management of oesophageal and gastric cancer. Gut 50:1449–1472CrossRef Allum WH, Blazeby JM, Griffin SM, Cunningham D, Jankowski JA, Wong R (2011) Guidelines for the management of oesophageal and gastric cancer. Gut 50:1449–1472CrossRef
5.
go back to reference Lin JL, Lin JX, Lin JP, et al (2021) Safety and Efficacy of Camrelizumab in Combination With Nab-Paclitaxel Plus S-1 for the Treatment of Gastric Cancer With Serosal Invasion. Frontiers in immunology 12:783243CrossRefPubMed Lin JL, Lin JX, Lin JP, et al (2021) Safety and Efficacy of Camrelizumab in Combination With Nab-Paclitaxel Plus S-1 for the Treatment of Gastric Cancer With Serosal Invasion. Frontiers in immunology 12:783243CrossRefPubMed
6.
go back to reference Makino T, Fujiwara Y, Takiguchi S, et al (2011) Preoperative T staging of gastric cancer by multi-detector row computed tomography. Surgery 149:672–679CrossRefPubMed Makino T, Fujiwara Y, Takiguchi S, et al (2011) Preoperative T staging of gastric cancer by multi-detector row computed tomography. Surgery 149:672–679CrossRefPubMed
7.
go back to reference Ajani JA, D’Amico TA, Bentrem DJ, et al (2022) Gastric Cancer, Version 2.2022, NCCN Clinical Practice Guidelines in Oncology. J Natl Compr Canc Netw 20:167–192CrossRefPubMed Ajani JA, D’Amico TA, Bentrem DJ, et al (2022) Gastric Cancer, Version 2.2022, NCCN Clinical Practice Guidelines in Oncology. J Natl Compr Canc Netw 20:167–192CrossRefPubMed
8.
go back to reference Gai Q, Li X, Li N, Li L, Meng Z, Chen A (2021) Clinical significance of multi-slice spiral CT, MRI combined with gastric contrast-enhanced ultrasonography in the diagnosis of T staging of gastric cancer. Clin Transl Oncol 23:2036–2045CrossRefPubMed Gai Q, Li X, Li N, Li L, Meng Z, Chen A (2021) Clinical significance of multi-slice spiral CT, MRI combined with gastric contrast-enhanced ultrasonography in the diagnosis of T staging of gastric cancer. Clin Transl Oncol 23:2036–2045CrossRefPubMed
9.
go back to reference Li Q, Xu WY, Sun NN, et al (2024) MRI versus Dual-Energy CT in Local-Regional Staging of Gastric Cancer. Radiology 312(1):e232387CrossRefPubMed Li Q, Xu WY, Sun NN, et al (2024) MRI versus Dual-Energy CT in Local-Regional Staging of Gastric Cancer. Radiology 312(1):e232387CrossRefPubMed
10.
go back to reference Greffier J, Dabli D, Hamard A, et al (2021) Impact of dose reduction and the use of an advanced model-based iterative reconstruction algorithm on spectral performance of a dual-source CT system: A task-based image quality assessment. Diagn Interv Imaging 102:405–412CrossRefPubMed Greffier J, Dabli D, Hamard A, et al (2021) Impact of dose reduction and the use of an advanced model-based iterative reconstruction algorithm on spectral performance of a dual-source CT system: A task-based image quality assessment. Diagn Interv Imaging 102:405–412CrossRefPubMed
11.
go back to reference Marin D, Boll DT, Mileto A, Nelson RC (2014) State of the art: dual-energy CT of the abdomen. Radiology 271:327–342CrossRefPubMed Marin D, Boll DT, Mileto A, Nelson RC (2014) State of the art: dual-energy CT of the abdomen. Radiology 271:327–342CrossRefPubMed
12.
go back to reference Zhang X, Zhang G, Xu L, et al (2022) Utilisation of virtual non-contrast images and virtual mono-energetic images acquired from dual-layer spectral CT for renal cell carcinoma: image quality and radiation dose. Insights Imaging 13(1):12CrossRefPubMedPubMedCentral Zhang X, Zhang G, Xu L, et al (2022) Utilisation of virtual non-contrast images and virtual mono-energetic images acquired from dual-layer spectral CT for renal cell carcinoma: image quality and radiation dose. Insights Imaging 13(1):12CrossRefPubMedPubMedCentral
13.
go back to reference García-Figueiras R, Oleaga L, Broncano J, et al (2024) What to Expect (and What Not) from Dual-Energy CT Imaging Now and in the Future? J Imaging 10(7):154CrossRefPubMedPubMedCentral García-Figueiras R, Oleaga L, Broncano J, et al (2024) What to Expect (and What Not) from Dual-Energy CT Imaging Now and in the Future? J Imaging 10(7):154CrossRefPubMedPubMedCentral
14.
go back to reference Luo YH, Mei XL, Liu QR, et al (2023) Diagnosing cervical lymph node metastasis in oral squamous cell carcinoma based on third-generation dual-source, dual-energy computed tomography. Eur Radiol 33(1):162–171CrossRefPubMed Luo YH, Mei XL, Liu QR, et al (2023) Diagnosing cervical lymph node metastasis in oral squamous cell carcinoma based on third-generation dual-source, dual-energy computed tomography. Eur Radiol 33(1):162–171CrossRefPubMed
15.
go back to reference Li J, Dong D, Fang M, et al (2020) Dual-energy CT-based deep learning radiomics can improve lymph node metastasis risk prediction for gastric cancer. Eur Radiol 30(4):2324–2333CrossRefPubMed Li J, Dong D, Fang M, et al (2020) Dual-energy CT-based deep learning radiomics can improve lymph node metastasis risk prediction for gastric cancer. Eur Radiol 30(4):2324–2333CrossRefPubMed
16.
go back to reference Chen Y, Xi W, Yao W, et al (2021) Dual-Energy Computed Tomography-Based Radiomics to Predict Peritoneal Metastasis in Gastric Cancer. Front Oncol 11:659981CrossRefPubMedPubMedCentral Chen Y, Xi W, Yao W, et al (2021) Dual-Energy Computed Tomography-Based Radiomics to Predict Peritoneal Metastasis in Gastric Cancer. Front Oncol 11:659981CrossRefPubMedPubMedCentral
17.
go back to reference Chen Y, Yuan F, Wang L, et al (2022) Evaluation of dual-energy CT derived radiomics signatures in predicting outcomes in patients with advanced gastric cancer after neoadjuvant chemotherapy. Eur J Surg Oncol 48(2):339–347CrossRefPubMed Chen Y, Yuan F, Wang L, et al (2022) Evaluation of dual-energy CT derived radiomics signatures in predicting outcomes in patients with advanced gastric cancer after neoadjuvant chemotherapy. Eur J Surg Oncol 48(2):339–347CrossRefPubMed
18.
go back to reference Li J, Fang M, Wang R, et al (2018) Diagnostic accuracy of dual-energy CT-based nomograms to predict lymph node metastasis in gastric cancer. Eur Radiol 28(12):5241–5249CrossRefPubMed Li J, Fang M, Wang R, et al (2018) Diagnostic accuracy of dual-energy CT-based nomograms to predict lymph node metastasis in gastric cancer. Eur Radiol 28(12):5241–5249CrossRefPubMed
19.
go back to reference Feng QX, Zhu ZN, Li Q, Liu XS (2024) Dual-energy CT quantitative parameters to evaluate occult peritoneal metastasis in advanced gastric cancer preoperatively. Abdom Radiol (NY) 49:3309–3318CrossRefPubMed Feng QX, Zhu ZN, Li Q, Liu XS (2024) Dual-energy CT quantitative parameters to evaluate occult peritoneal metastasis in advanced gastric cancer preoperatively. Abdom Radiol (NY) 49:3309–3318CrossRefPubMed
20.
go back to reference You Y, Wang Y, Yu X, et al (2024) Prediction of lymph node metastasis in advanced gastric adenocarcinoma based on dual-energy CT radiomics: focus on the features of lymph nodes with a short axis diameter ≥ 6 mm. Front Oncol 14:1369051CrossRefPubMedPubMedCentral You Y, Wang Y, Yu X, et al (2024) Prediction of lymph node metastasis in advanced gastric adenocarcinoma based on dual-energy CT radiomics: focus on the features of lymph nodes with a short axis diameter ≥ 6 mm. Front Oncol 14:1369051CrossRefPubMedPubMedCentral
21.
go back to reference Wang L, Zhang Y, Chen Y, et al (2020) The Performance of a Dual-Energy CT Derived Radiomics Model in Differentiating Serosal Invasion for Advanced Gastric Cancer Patients After Neoadjuvant Chemotherapy: Iodine Map Combined With 120-kV Equivalent Mixed Images. Front Oncol 10:562945CrossRefPubMed Wang L, Zhang Y, Chen Y, et al (2020) The Performance of a Dual-Energy CT Derived Radiomics Model in Differentiating Serosal Invasion for Advanced Gastric Cancer Patients After Neoadjuvant Chemotherapy: Iodine Map Combined With 120-kV Equivalent Mixed Images. Front Oncol 10:562945CrossRefPubMed
22.
go back to reference Liu Y, Yuan M, Zhao Z, et al (2024) A quantitative model using multi-parameters in dual-energy CT to preoperatively predict serosal invasion in locally advanced gastric cancer. Insights Imaging 15(1):264CrossRefPubMedPubMedCentral Liu Y, Yuan M, Zhao Z, et al (2024) A quantitative model using multi-parameters in dual-energy CT to preoperatively predict serosal invasion in locally advanced gastric cancer. Insights Imaging 15(1):264CrossRefPubMedPubMedCentral
23.
go back to reference Li J, Yin H, Zhang H, et al (2024) Preoperative Risk Stratification for Gastric Cancer: The Establishment of Dual-Energy CT-Based Radiomics Using Prospective Datasets at Two Centers. Acad Radiol 31(11):4466–4477CrossRefPubMed Li J, Yin H, Zhang H, et al (2024) Preoperative Risk Stratification for Gastric Cancer: The Establishment of Dual-Energy CT-Based Radiomics Using Prospective Datasets at Two Centers. Acad Radiol 31(11):4466–4477CrossRefPubMed
24.
go back to reference Yang L, Sun J, Yu X, et al (2022) Diagnosis of Serosal Invasion in Gastric Adenocarcinoma by Dual-Energy CT Radiomics: Focusing on Localized Gastric Wall and Peritumoral Radiomics Features. Front Oncol 12:848425CrossRefPubMedPubMedCentral Yang L, Sun J, Yu X, et al (2022) Diagnosis of Serosal Invasion in Gastric Adenocarcinoma by Dual-Energy CT Radiomics: Focusing on Localized Gastric Wall and Peritumoral Radiomics Features. Front Oncol 12:848425CrossRefPubMedPubMedCentral
26.
go back to reference Fukayama M, Rugge M, Washington MK (2019) Tumours of the stomach. In: WHO Classification of Tumours Editorial Board. Digestive system tumours WHO classification of tumours. 5th ed. Lyon: IARC. pp.59–110 Fukayama M, Rugge M, Washington MK (2019) Tumours of the stomach. In: WHO Classification of Tumours Editorial Board. Digestive system tumours WHO classification of tumours. 5th ed. Lyon: IARC. pp.59–110
27.
go back to reference Liu S, Qiao X, Ji C, et al (2021) Gastric poorly cohesive carcinoma: differentiation from tubular adenocarcinoma using nomograms based on CT findings in the 40 s late arterial phase. Eur Radiol 31:5768–5778CrossRefPubMed Liu S, Qiao X, Ji C, et al (2021) Gastric poorly cohesive carcinoma: differentiation from tubular adenocarcinoma using nomograms based on CT findings in the 40 s late arterial phase. Eur Radiol 31:5768–5778CrossRefPubMed
28.
go back to reference Bencivenga M, Treppiedi E, Dal Cero M, et al (2020) The amount of signet ring cells is significantly associated with tumour stage and survival in gastric poorly cohesive tumours. J Surg Oncol 121:1084–1089CrossRefPubMed Bencivenga M, Treppiedi E, Dal Cero M, et al (2020) The amount of signet ring cells is significantly associated with tumour stage and survival in gastric poorly cohesive tumours. J Surg Oncol 121:1084–1089CrossRefPubMed
29.
go back to reference Kim YH, Park JH, Park CK, et al (2017) Histologic purity of signet ring cell carcinoma is a favorable risk factor for lymph node metastasis in poorly cohesive, submucosa-invasive early gastric carcinoma. Gastric Cancer 20:583–590CrossRefPubMed Kim YH, Park JH, Park CK, et al (2017) Histologic purity of signet ring cell carcinoma is a favorable risk factor for lymph node metastasis in poorly cohesive, submucosa-invasive early gastric carcinoma. Gastric Cancer 20:583–590CrossRefPubMed
30.
go back to reference Lennartz S, Cao J, Pisuchpen N, et al (2024) Intra-patient variability of iodine quantification across different dual-energy CT platforms: assessment of normalization techniques. Eur Radiol 34(8):5131–5141CrossRefPubMed Lennartz S, Cao J, Pisuchpen N, et al (2024) Intra-patient variability of iodine quantification across different dual-energy CT platforms: assessment of normalization techniques. Eur Radiol 34(8):5131–5141CrossRefPubMed
31.
go back to reference Chen XH, Ren K, Liang P, Chai YR, Chen KS, Gao JB (2017) Spectral computed tomography in advanced gastric cancer: Can iodine concentration non-invasively assess angiogenesis? World J Gastroenterol 23:1666–1675CrossRefPubMedPubMedCentral Chen XH, Ren K, Liang P, Chai YR, Chen KS, Gao JB (2017) Spectral computed tomography in advanced gastric cancer: Can iodine concentration non-invasively assess angiogenesis? World J Gastroenterol 23:1666–1675CrossRefPubMedPubMedCentral
32.
go back to reference Zhao H, Li W, Huang W, et al (2021) Dual-Energy CT-Based Nomogram for Decoding HER2 Status in Patients With Gastric Cancer. AJR Am J Roentgenol 216:1539–1548CrossRefPubMed Zhao H, Li W, Huang W, et al (2021) Dual-Energy CT-Based Nomogram for Decoding HER2 Status in Patients With Gastric Cancer. AJR Am J Roentgenol 216:1539–1548CrossRefPubMed
33.
go back to reference Ravegnini G, Fosso B, Saverio VD, et al (2020) Gastric Adenocarcinomas and Signet-Ring Cell Carcinoma: Unraveling Gastric Cancer Complexity through Microbiome Analysis-Deepening Heterogeneity for a Personalized Therapy. Int J Mol Sci 21(24):9735CrossRefPubMedPubMedCentral Ravegnini G, Fosso B, Saverio VD, et al (2020) Gastric Adenocarcinomas and Signet-Ring Cell Carcinoma: Unraveling Gastric Cancer Complexity through Microbiome Analysis-Deepening Heterogeneity for a Personalized Therapy. Int J Mol Sci 21(24):9735CrossRefPubMedPubMedCentral
34.
go back to reference Kim TS, Shin HC, Min BH, et al (2020) Favorable Long-Term Outcomes of Endoscopic Submucosal Dissection for Differentiated-Type-Predominant Early Gastric Cancer with Histological Heterogeneity. J Clin Med 9(4):1064CrossRefPubMedPubMedCentral Kim TS, Shin HC, Min BH, et al (2020) Favorable Long-Term Outcomes of Endoscopic Submucosal Dissection for Differentiated-Type-Predominant Early Gastric Cancer with Histological Heterogeneity. J Clin Med 9(4):1064CrossRefPubMedPubMedCentral
Metadata
Title
Dual-energy CT for predicting serosal invasion in gastric cancer and subtype analysis
Authors
Wan Yang
Hua Shi
Ming Li
Xiangmei Qiao
Lin Li
Song Liu
Publication date
18-12-2024
Publisher
Springer US
Published in
Abdominal Radiology
Print ISSN: 2366-004X
Electronic ISSN: 2366-0058
DOI
https://doi.org/10.1007/s00261-024-04735-5

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