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Shen S, Wang C, Gu J, Song F, Wu X, Qian F, Chen X, Wang L, Peng Q, Xing Z, Gu L, Wang F, Cheng X. A Predictive Model for Initial Platinum-Based Chemotherapy Efficacy in Patients with Postoperative Epithelial Ovarian Cancer Using Tissue-Derived Small Extracellular Vesicles. J Extracell Vesicles 2024; 13:e12486. [PMID: 39104279 DOI: 10.1002/jev2.12486] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2024] [Revised: 06/02/2024] [Accepted: 07/01/2024] [Indexed: 08/07/2024] Open
Abstract
Epithelial ovarian cancer (EOC) is an often-fatal malignancy marked by the development of resistance to platinum-based chemotherapy. Thus, accurate prediction of platinum drug efficacy is crucial for strategically selecting postoperative interventions to mitigate the risks associated with suboptimal therapeutic outcomes and adverse effects. Tissue-derived extracellular vesicles (tsEVs), in contrast to their plasma counterparts, have emerged as a powerful tool for examining distinctive attributes of EOC tissues. In this study, 4D data-independent acquisition (DIA) proteomic sequencing was performed on tsEVs obtained from 58 platinum-sensitive and 30 platinum-resistant patients with EOC. The analysis revealed a notable enrichment of differentially expressed proteins that were predominantly associated with immune-related pathways. Moreover, pivotal immune-related proteins (IRPs) were identified by LASSO regression. These factors, combined with clinical parameters selected through univariate logistic regression, were used for the construction of a model employing multivariate logistic regression. This model integrated three tsEV IRPs, CCR1, IGHV_35 and CD72, with one clinical parameter, the presence of postoperative residual lesions. Thus, this model could predict the efficacy of initial platinum-based chemotherapy in patients with EOC post-surgery, providing prognostic insights even before the initiation of chemotherapy.
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Affiliation(s)
- Shizhen Shen
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
- Department of Gynecologic Oncology, School of Medicine, Women's Hospital, Zhejiang University, Hangzhou, Zhejiang, China
| | - Conghui Wang
- Department of Gynecologic Oncology, School of Medicine, Women's Hospital, Zhejiang University, Hangzhou, Zhejiang, China
| | - Jiaxin Gu
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Feifei Song
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Xiaodong Wu
- Department of Gynecologic Oncology, School of Medicine, Women's Hospital, Zhejiang University, Hangzhou, Zhejiang, China
| | - Fangfang Qian
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Xiaojing Chen
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Lingfang Wang
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Qiaohua Peng
- Department of Gynecologic Oncology, School of Medicine, Women's Hospital, Zhejiang University, Hangzhou, Zhejiang, China
| | - Ziyu Xing
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Lingkai Gu
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Fenfen Wang
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
- Department of Gynecologic Oncology, School of Medicine, Women's Hospital, Zhejiang University, Hangzhou, Zhejiang, China
| | - Xiaodong Cheng
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
- Department of Gynecologic Oncology, School of Medicine, Women's Hospital, Zhejiang University, Hangzhou, Zhejiang, China
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Mokry T, Mlynarska-Bujny A, Kuder TA, Hasse FC, Hog R, Wallwiener M, Dinkic C, Brucker J, Sinn P, Gnirs R, Kauczor HU, Schlemmer HP, Rom J, Bickelhaupt S. Ultra-High- b-Value Kurtosis Imaging for Noninvasive Tissue Characterization of Ovarian Lesions. Radiology 2020; 296:358-369. [PMID: 32544033 DOI: 10.1148/radiol.2020191700] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Background MRI with contrast material enhancement is the imaging modality of choice to evaluate sonographically indeterminate adnexal masses. The role of diffusion-weighted MRI, however, remains controversial. Purpose To evaluate the diagnostic performance of ultra-high-b-value diffusion kurtosis MRI in discriminating benign and malignant ovarian lesions. Materials and Methods This prospective cohort study evaluated consecutive women with sonographically indeterminate adnexal masses between November 2016 and December 2018. MRI at 3.0 T was performed, including diffusion-weighted MRI (b values of 0-2000 sec/mm2). Lesions were segmented on b of 1500 sec/mm2 by two readers in consensus and an additional independent reader by using full-lesion segmentations on a single transversal slice. Apparent diffusion coefficient (ADC) calculation and kurtosis fitting were performed. Differences in ADC, kurtosis-derived ADC (Dapp), and apparent kurtosis coefficient (Kapp) between malignant and benign lesions were assessed by using a logistic mixed model. Area under the receiver operating characteristic curve (AUC) for ADC, Dapp, and Kapp to discriminate malignant from benign lesions was calculated, as was specificity at a sensitivity level of 100%. Results from two independent reads were compared. Histopathologic analysis served as the reference standard. Results A total of 79 ovarian lesions in 58 women (mean age ± standard deviation, 48 years ± 14) were evaluated. Sixty-two (78%) lesions showed benign and 17 (22%) lesions showed malignant histologic findings. ADC and Dapp were lower and Kapp was higher in malignant lesions: median ADC, Dapp, and Kapp were 0.74 µm2/msec (range, 0.52-1.44 µm2/msec), 0.98 µm2/msec (range, 0.63-2.12 µm2/msec), and 1.01 (range, 0.69-1.30) for malignant lesions, and 1.13 µm2/msec (range, 0.35-2.63 µm2/msec), 1.45 µm2/msec (range, 0.44-3.34 µm2/msec), and 0.65 (range, 0.44-1.43) for benign lesions (P values of .01, .02, < .001, respectively). AUC for Kapp of 0.85 (95% confidence interval: 0.77, 0.94) was higher than was AUC from ADC of 0.78 (95% confidence interval: 0.67, 0.89; P = .047). Conclusion Diffusion-weighted MRI by using quantitative kurtosis variables is superior to apparent diffusion coefficient values in discriminating benign and malignant ovarian lesions and might be of future help in clinical practice, especially in patients with contraindication to contrast media application. © RSNA, 2020 Online supplemental material is available for this article.
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Affiliation(s)
- Theresa Mokry
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Anna Mlynarska-Bujny
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Tristan Anselm Kuder
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Felix Christian Hasse
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Robert Hog
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Markus Wallwiener
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Christine Dinkic
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Janina Brucker
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Peter Sinn
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Regula Gnirs
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Hans-Ulrich Kauczor
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Heinz-Peter Schlemmer
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Joachim Rom
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
| | - Sebastian Bickelhaupt
- From the Department of Diagnostic and Interventional Radiology, Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Im Neuenheimer Feld 110, 69120 Heidelberg, Germany (T.M., F.C.H., H.U.K.); Department of Radiology (T.M., A.M.B., R.H., R.G., H.P.S., S.B.) and Department of Medical Physics in Radiology (A.M.B., T.A.K.), German Cancer Research Center, Heidelberg, Germany; Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany (A.M.B.); Hospital for General Obstetrics and Gynecology, University Hospital Heidelberg, Heidelberg, Germany (M.W., C.D., J.B.); Department of Pathology, Heidelberg University Hospital, Heidelberg, Germany (P.S.); Hospital for General Obstetrics and Gynecology, Frankfurt Hoechst, Germany (J.R.); Junior Group Medical Imaging and Radiology-Cancer Prevention, German Cancer Research Center, Heidelberg, Germany (R.H., S.B.); and Institute of Radiology, University Hospital Erlangen, Erlangen, Germany (S.B.)
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