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Hyperspectral imaging in living and deceased donor kidney transplantation.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-31 DOI: 10.1186/s12880-025-01576-6
Rasmus Wrigge, Robert Sucher, Fabian Haak, Hans-Jonas Meyer, Julia Unruh, Hans-Michael Hau, Matthias Mehdorn, Hans-Michael Tautenhahn, Daniel Seehofer, Uwe Scheuermann

Objective and background: Hyperspectral imaging (HSI) is an innovative, noninvasive technique that assesses tissue and organ perfusion and oxygenation. This study aimed to evaluate HSI as a predictive tool for early postoperative graft function and long-term outcomes in living donor (LD) and deceased donor (DD) kidney transplantation (KT).

Patients and methods: HSI of kidney allograft parenchyma from 19 LD and 51 DD kidneys was obtained intraoperatively 15 minutes after reperfusion. Using the dedicated HSI TIVITA Tissue System, indices of tissue oxygenation (StO2), perfusion (near-infrared [NIR]), organ hemoglobin (OHI), and tissue water (TWI) were calculated and then analyzed retrospectively.

Results: LD kidneys had superior intraoperative HSI values of StO2 (0.78 ± 0.13 versus 0.63 ± 0.24; P = 0.001) and NIR (0.67 ± 0.10 versus 0.56 ± 0.27; P = 0.016) compared to DD kidneys. Delayed graft function (DGF) was observed in 18 cases (26%), in which intraoperative HSI showed significantly lower values of StO2 (0.78 ± 0.07 versus 0.35 ± 0.21; P < 0.001) and NIR (0.67 ± 0.11 versus 0.34 ± 0.32; P < 0.001). Receiver operating characteristic curve analysis demonstrated an excellent predictive value of HSI for the development of DGF, with an area under the curve of 0.967 for StO2 and 0.801 for NIR. Kidney grafts with low StO2 values (cut-off point 0.6) showed reduced renal function with a low glomerular filtration rate and elevated urea levels in the first two weeks after KT. Three years after KT, graft survival was also inferior in the group with initially low StO2 values.

Conclusion: HSI is a useful tool for predicting DGF in living and deceased KT and may assist in estimating short-term allograft function. However, further studies with expanded cohorts are needed to evaluate the association between HSI and long-term graft outcomes.

{"title":"Hyperspectral imaging in living and deceased donor kidney transplantation.","authors":"Rasmus Wrigge, Robert Sucher, Fabian Haak, Hans-Jonas Meyer, Julia Unruh, Hans-Michael Hau, Matthias Mehdorn, Hans-Michael Tautenhahn, Daniel Seehofer, Uwe Scheuermann","doi":"10.1186/s12880-025-01576-6","DOIUrl":"10.1186/s12880-025-01576-6","url":null,"abstract":"<p><strong>Objective and background: </strong>Hyperspectral imaging (HSI) is an innovative, noninvasive technique that assesses tissue and organ perfusion and oxygenation. This study aimed to evaluate HSI as a predictive tool for early postoperative graft function and long-term outcomes in living donor (LD) and deceased donor (DD) kidney transplantation (KT).</p><p><strong>Patients and methods: </strong>HSI of kidney allograft parenchyma from 19 LD and 51 DD kidneys was obtained intraoperatively 15 minutes after reperfusion. Using the dedicated HSI TIVITA Tissue System, indices of tissue oxygenation (StO<sub>2</sub>), perfusion (near-infrared [NIR]), organ hemoglobin (OHI), and tissue water (TWI) were calculated and then analyzed retrospectively.</p><p><strong>Results: </strong>LD kidneys had superior intraoperative HSI values of StO<sub>2</sub> (0.78 ± 0.13 versus 0.63 ± 0.24; P = 0.001) and NIR (0.67 ± 0.10 versus 0.56 ± 0.27; P = 0.016) compared to DD kidneys. Delayed graft function (DGF) was observed in 18 cases (26%), in which intraoperative HSI showed significantly lower values of StO<sub>2</sub> (0.78 ± 0.07 versus 0.35 ± 0.21; P < 0.001) and NIR (0.67 ± 0.11 versus 0.34 ± 0.32; P < 0.001). Receiver operating characteristic curve analysis demonstrated an excellent predictive value of HSI for the development of DGF, with an area under the curve of 0.967 for StO<sub>2</sub> and 0.801 for NIR. Kidney grafts with low StO<sub>2</sub> values (cut-off point 0.6) showed reduced renal function with a low glomerular filtration rate and elevated urea levels in the first two weeks after KT. Three years after KT, graft survival was also inferior in the group with initially low StO<sub>2</sub> values.</p><p><strong>Conclusion: </strong>HSI is a useful tool for predicting DGF in living and deceased KT and may assist in estimating short-term allograft function. However, further studies with expanded cohorts are needed to evaluate the association between HSI and long-term graft outcomes.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"34"},"PeriodicalIF":2.9,"publicationDate":"2025-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11786449/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143073659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Retrospective MRI analysis of 418 adult shoulder joints to assess the physiological morphology of the glenoid in a low-grade osteoarthritic population.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-31 DOI: 10.1186/s12880-025-01568-6
Marc-Pascal Meier, Lars Erik Brandt, Mark-Tilmann Seitz, Paul Jonathan Roch, Katharina Jäckle, Ali Seif Amir Hosseini, Wolfgang Lehmann, Thelonius Hawellek

Background: Due to the difference in size between the humeral head and the glenoid, the shoulder joint is prone to instability. Therefore, the reconstruction of the physiological joint morphology is of great importance in shoulder joint preservation and replacement surgery. The aim of this study was to describe physiological reference parameters for the morphology of the glenoid for the first time.

Material and methods: MRI images of the shoulder joints of 418 patients (mean age: 50.6 years [± 16.3]) were retrospectively analysed in a low-grade osteoarthritic population. The glenoid distance in coronal (GDc) and axial view (GDa), glenoid inclination (GI) and version (GV) as well as scapula neck length (SNL) were measured. Parameters were studied in association for age, gender, side and degeneration grade.

Results: Mean GDc was 33.4 mm (± 3.6), mean GDa 26.8 mm (± 3.2), mean GI 10.5° (± 6.4), mean GV -0.4 mm (± 5.4) and mean SNL was 33.4 mm (± 4.7). GDa was significant higher in right shoulders (p < 0.001). GDc and GDa showed significant higher mean values in older patients (p < 0.001) and in shoulders with more severe degenerative changes (p < 0.05). While GDc, GDa and SNL were significant larger in male patients (p < 0.001), GI had a higher mean value in female shoulders (p = 0.021).

Conclusion: Age, gender and shoulder joint degeneration influence changes in the morphological parameters of the glenoid. These findings have to be considered in shoulder diagnostics and surgery.

Clinical trial number: Not applicable.

{"title":"Retrospective MRI analysis of 418 adult shoulder joints to assess the physiological morphology of the glenoid in a low-grade osteoarthritic population.","authors":"Marc-Pascal Meier, Lars Erik Brandt, Mark-Tilmann Seitz, Paul Jonathan Roch, Katharina Jäckle, Ali Seif Amir Hosseini, Wolfgang Lehmann, Thelonius Hawellek","doi":"10.1186/s12880-025-01568-6","DOIUrl":"10.1186/s12880-025-01568-6","url":null,"abstract":"<p><strong>Background: </strong>Due to the difference in size between the humeral head and the glenoid, the shoulder joint is prone to instability. Therefore, the reconstruction of the physiological joint morphology is of great importance in shoulder joint preservation and replacement surgery. The aim of this study was to describe physiological reference parameters for the morphology of the glenoid for the first time.</p><p><strong>Material and methods: </strong>MRI images of the shoulder joints of 418 patients (mean age: 50.6 years [± 16.3]) were retrospectively analysed in a low-grade osteoarthritic population. The glenoid distance in coronal (GDc) and axial view (GDa), glenoid inclination (GI) and version (GV) as well as scapula neck length (SNL) were measured. Parameters were studied in association for age, gender, side and degeneration grade.</p><p><strong>Results: </strong>Mean GDc was 33.4 mm (± 3.6), mean GDa 26.8 mm (± 3.2), mean GI 10.5° (± 6.4), mean GV -0.4 mm (± 5.4) and mean SNL was 33.4 mm (± 4.7). GDa was significant higher in right shoulders (p < 0.001). GDc and GDa showed significant higher mean values in older patients (p < 0.001) and in shoulders with more severe degenerative changes (p < 0.05). While GDc, GDa and SNL were significant larger in male patients (p < 0.001), GI had a higher mean value in female shoulders (p = 0.021).</p><p><strong>Conclusion: </strong>Age, gender and shoulder joint degeneration influence changes in the morphological parameters of the glenoid. These findings have to be considered in shoulder diagnostics and surgery.</p><p><strong>Clinical trial number: </strong>Not applicable.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"35"},"PeriodicalIF":2.9,"publicationDate":"2025-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11786470/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143073662","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Staging of esophageal cancer using PET/MRI: a systematic review with head-to-head comparison.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-30 DOI: 10.1186/s12880-025-01565-9
Alisa Mohebbi, Saeed Mohammadzadeh, Zahra Moradi, Afshin Mohammadi, Hossein Poustchi, Seyed Mohammad Tavangar

Purpose: To evaluate the staging performance of positron emission tomography/magnetic resonance imaging (PET/MRI) for confirmed esophageal cancer based on the TNM classification system as well as compare it to other alternative modalities (e.g., endoscopic ultrasonography (EUS), computed tomography (CT), MRI, and PET/CT) in a full head-to-head manner.

Methods: Protocol was pre-registered a priori at ( http://osf.io/6qj5m/ ). We searched PubMed, Web of Science, Embase, and Cochrane Library for studies until September 10, 2024. The risk of bias was assessed using Modified Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2) and Quality Assessment of Diagnostic Accuracy Studies-Comparative (QUADAS-C). The classification performance of PET/MRI in T, N, and M staging of esophageal cancer and resectability status were evaluated and compared to other relative modalities. Grading of Recommendations, Assessment, Development, and Evaluations (GRADE) was used for certainty evaluation.

Results: Nine studies were included with 245 esophageal cancer patients. For T, N, and M staging, PET/MRI showed 9.1%, 2.0%, and 10.7% upstaging than the histopathological evaluation while these numbers were 19.4%, 12.4%, and 5.3% for downstaging. For direct comparison with PET/CT, PET/MRI showed 0.7% and 5.6% less downstaging and upstaging for N staging and 2.5% and 4.0% for M staging. As for predicting resectability status, pre-ADCmean and post-ADCmean were promising, unlike other parameters (i.e., ΔADCmean, pre-SUVmax, post-SUVmax, and ΔSUVmax).

Conclusion: With protocol adjustments, PET/MRI might be utilized in the future for preoperative staging of esophageal cancer.

Clinical trial number: N/A.

{"title":"Staging of esophageal cancer using PET/MRI: a systematic review with head-to-head comparison.","authors":"Alisa Mohebbi, Saeed Mohammadzadeh, Zahra Moradi, Afshin Mohammadi, Hossein Poustchi, Seyed Mohammad Tavangar","doi":"10.1186/s12880-025-01565-9","DOIUrl":"10.1186/s12880-025-01565-9","url":null,"abstract":"<p><strong>Purpose: </strong>To evaluate the staging performance of positron emission tomography/magnetic resonance imaging (PET/MRI) for confirmed esophageal cancer based on the TNM classification system as well as compare it to other alternative modalities (e.g., endoscopic ultrasonography (EUS), computed tomography (CT), MRI, and PET/CT) in a full head-to-head manner.</p><p><strong>Methods: </strong>Protocol was pre-registered a priori at ( http://osf.io/6qj5m/ ). We searched PubMed, Web of Science, Embase, and Cochrane Library for studies until September 10, 2024. The risk of bias was assessed using Modified Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2) and Quality Assessment of Diagnostic Accuracy Studies-Comparative (QUADAS-C). The classification performance of PET/MRI in T, N, and M staging of esophageal cancer and resectability status were evaluated and compared to other relative modalities. Grading of Recommendations, Assessment, Development, and Evaluations (GRADE) was used for certainty evaluation.</p><p><strong>Results: </strong>Nine studies were included with 245 esophageal cancer patients. For T, N, and M staging, PET/MRI showed 9.1%, 2.0%, and 10.7% upstaging than the histopathological evaluation while these numbers were 19.4%, 12.4%, and 5.3% for downstaging. For direct comparison with PET/CT, PET/MRI showed 0.7% and 5.6% less downstaging and upstaging for N staging and 2.5% and 4.0% for M staging. As for predicting resectability status, pre-ADCmean and post-ADCmean were promising, unlike other parameters (i.e., ΔADCmean, pre-SUVmax, post-SUVmax, and ΔSUVmax).</p><p><strong>Conclusion: </strong>With protocol adjustments, PET/MRI might be utilized in the future for preoperative staging of esophageal cancer.</p><p><strong>Clinical trial number: </strong>N/A.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"32"},"PeriodicalIF":2.9,"publicationDate":"2025-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11783729/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143062819","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Distinct Circle of Willis anatomical configurations in healthy preterm born adults: a 3D time-of-flight magnetic resonance angiography study.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-30 DOI: 10.1186/s12880-025-01562-y
Julien Greggio, Christina Malamateniou, Kelly Pegoretti Baruteau, Constantino Carlos Reyes-Aldasoro, Odaro J Huckstep, Jane M Francis, Wilby Williamson, Paul Leeson, Adam J Lewandowski, Winok Lapidaire

Background: Preterm birth (< 37 weeks' gestation) alters cerebrovascular development due to the premature transition from a foetal to postnatal circulatory system, with potential implications for future cerebrovascular health. This study aims to explore potential differences in the Circle of Willis (CoW), a key arterial ring that perfuses the brain, of healthy adults born preterm.

Methods: A total of 255 participants (108 preterm, 147 full-term) were included in the analysis. High-resolution three-dimensional Time-of-Flight Magnetic Resonance Angiography (3D TOF MRA) datasets were analysed, measuring vessel diameters and classifying segments into different groups of CoW anatomical variations. Statistical comparisons assessed the prevalence of each variant group between preterm and full-term populations, as well as the relationship between CoW variability, sex, and degree of prematurity.

Results: We identified 164 participants with variant CoW configurations. Unilateral segment hypoplasia (30%) and unilateral segment absence (29%) were the most common variations, with over 50% related to the posterior communicating artery (PComA). However, the incidence of absent segments was lower in preterm adults, who were more likely to exhibit variants associated with complete CoW configurations compared to full-term adults (p = 0.025). Preterm males had a higher probability of a group 1 variant (circles with one or more hypoplastic segments only) than the full-term group (p = 0.024). In contrast, preterm females showed higher odds of a group 4a variant (circles with one or more accessory segments, without any absent segments) in comparison to their full-term counterparts (p = 0.020).

Conclusions: Preterm birth is linked to a distinct vascular phenotype of CoW in adults born preterm, with a higher likelihood of a CoW configuration with hypoplastic segments but a lower likelihood of absent segments. Future work should focus on larger prospective studies and explore the implications of these findings for normal development and cerebrovascular disease. Furthermore, TOF MRA might be a useful adjunct in the neurovascular assessment of preterm-born individuals.

{"title":"Distinct Circle of Willis anatomical configurations in healthy preterm born adults: a 3D time-of-flight magnetic resonance angiography study.","authors":"Julien Greggio, Christina Malamateniou, Kelly Pegoretti Baruteau, Constantino Carlos Reyes-Aldasoro, Odaro J Huckstep, Jane M Francis, Wilby Williamson, Paul Leeson, Adam J Lewandowski, Winok Lapidaire","doi":"10.1186/s12880-025-01562-y","DOIUrl":"10.1186/s12880-025-01562-y","url":null,"abstract":"<p><strong>Background: </strong>Preterm birth (< 37 weeks' gestation) alters cerebrovascular development due to the premature transition from a foetal to postnatal circulatory system, with potential implications for future cerebrovascular health. This study aims to explore potential differences in the Circle of Willis (CoW), a key arterial ring that perfuses the brain, of healthy adults born preterm.</p><p><strong>Methods: </strong>A total of 255 participants (108 preterm, 147 full-term) were included in the analysis. High-resolution three-dimensional Time-of-Flight Magnetic Resonance Angiography (3D TOF MRA) datasets were analysed, measuring vessel diameters and classifying segments into different groups of CoW anatomical variations. Statistical comparisons assessed the prevalence of each variant group between preterm and full-term populations, as well as the relationship between CoW variability, sex, and degree of prematurity.</p><p><strong>Results: </strong>We identified 164 participants with variant CoW configurations. Unilateral segment hypoplasia (30%) and unilateral segment absence (29%) were the most common variations, with over 50% related to the posterior communicating artery (PComA). However, the incidence of absent segments was lower in preterm adults, who were more likely to exhibit variants associated with complete CoW configurations compared to full-term adults (p = 0.025). Preterm males had a higher probability of a group 1 variant (circles with one or more hypoplastic segments only) than the full-term group (p = 0.024). In contrast, preterm females showed higher odds of a group 4a variant (circles with one or more accessory segments, without any absent segments) in comparison to their full-term counterparts (p = 0.020).</p><p><strong>Conclusions: </strong>Preterm birth is linked to a distinct vascular phenotype of CoW in adults born preterm, with a higher likelihood of a CoW configuration with hypoplastic segments but a lower likelihood of absent segments. Future work should focus on larger prospective studies and explore the implications of these findings for normal development and cerebrovascular disease. Furthermore, TOF MRA might be a useful adjunct in the neurovascular assessment of preterm-born individuals.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"33"},"PeriodicalIF":2.9,"publicationDate":"2025-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11783829/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143062884","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessment of cardiac iron deposition and genotypic classification in pediatric beta-thalassemia major: the role of cardiac MRI.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-30 DOI: 10.1186/s12880-025-01567-7
Siqi Zhang, Wen Zhao, Longwei Sun, Guohua Liang, Xiaodong Wang, Hongwu Zeng

Background: Beta thalassemia major (β-TM) is a severe genetic anemia with considerable phenotypic heterogeneity. This study investigated whether genotype correlates with distinct myocardial iron overload patterns, assessed by cardiovascular magnetic resonance (CMR) T2* values.

Methods: CMR data for cardiac iron deposition evaluation, which recruited pediatric participants between January 2021 and December 2024, were analyzed with CVI42. The patients were classified into three genetic subgroups of β00, β0+, and β++ based on their genetic outcomes. The CMR results classified patients into normal myocardial T2* value and myocardial iron overload groups. Qualitative and quantitative factors were subsequently compared by groups using comparative statistics.

Results: The study included 145 pediatric β-TM patients, with 24 (17%) exhibiting cardiac iron deposition based on CMR T2* values. There were significant differences in iron chelation treatment strategies across genotypes, with the β00 genotype accounting for 54% (13/24) of patients in the cardiac iron deposition group. Regardless of genotype, the mid-inferolateral segment consistently showed the lowest CMR T2* values and the highest prevalence of iron deposition.

Conclusion: The risk of cardiac iron deposition increases as age progresses, and the mid-inferolateral segment is more susceptible to iron accumulation. The β00 genotype is more likely to suffer from cardiac iron overload, emphasizing the need for closer clinical monitoring and regular cardiac MRI evaluations.

{"title":"Assessment of cardiac iron deposition and genotypic classification in pediatric beta-thalassemia major: the role of cardiac MRI.","authors":"Siqi Zhang, Wen Zhao, Longwei Sun, Guohua Liang, Xiaodong Wang, Hongwu Zeng","doi":"10.1186/s12880-025-01567-7","DOIUrl":"10.1186/s12880-025-01567-7","url":null,"abstract":"<p><strong>Background: </strong>Beta thalassemia major (β-TM) is a severe genetic anemia with considerable phenotypic heterogeneity. This study investigated whether genotype correlates with distinct myocardial iron overload patterns, assessed by cardiovascular magnetic resonance (CMR) T2* values.</p><p><strong>Methods: </strong>CMR data for cardiac iron deposition evaluation, which recruited pediatric participants between January 2021 and December 2024, were analyzed with CVI42. The patients were classified into three genetic subgroups of β<sup>0</sup>/β<sup>0</sup>, β<sup>0</sup>/β<sup>+</sup>, and β<sup>+</sup>/β<sup>+</sup> based on their genetic outcomes. The CMR results classified patients into normal myocardial T2* value and myocardial iron overload groups. Qualitative and quantitative factors were subsequently compared by groups using comparative statistics.</p><p><strong>Results: </strong>The study included 145 pediatric β-TM patients, with 24 (17%) exhibiting cardiac iron deposition based on CMR T2* values. There were significant differences in iron chelation treatment strategies across genotypes, with the β<sup>0</sup>/β<sup>0</sup> genotype accounting for 54% (13/24) of patients in the cardiac iron deposition group. Regardless of genotype, the mid-inferolateral segment consistently showed the lowest CMR T2* values and the highest prevalence of iron deposition.</p><p><strong>Conclusion: </strong>The risk of cardiac iron deposition increases as age progresses, and the mid-inferolateral segment is more susceptible to iron accumulation. The β<sup>0</sup>/β<sup>0</sup> genotype is more likely to suffer from cardiac iron overload, emphasizing the need for closer clinical monitoring and regular cardiac MRI evaluations.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"31"},"PeriodicalIF":2.9,"publicationDate":"2025-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11783902/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143062874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of pulmonary function decline in fibrous interstitial lung abnormalities based on quantitative chest CT parameters.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-29 DOI: 10.1186/s12880-025-01561-z
Dechun Li, Yingli Sun, Zongjing Ma, Bin Chen, Liang Jin, Ming Li

Background: Interstitial lung abnormalities (ILA) are a proposed imaging concept. Fibrous ILA have a higher risk of progression and death. Clinically, computed tomography (CT) examination is a frequently used and convenient method compared with pulmonary function tests. This study aimed to correlate quantitative CT airway parameters with pulmonary function parameters in patients with fibrous ILA, with the goal of establishing a prediction model for abnormal pulmonary function parameters in patients with fibrous ILA.

Methods: Ninety-five cases of fibrous ILA including CT images and 64 normal control cases were collected. All patients completed pulmonary function tests within one week. The airway parameters of the CT images of the two groups of cases were measured using a commercial software (Aview). Differences in airway parameters and lung function parameters between the two groups were analyzed by logistic multifactorial regression. The correlation between airway parameters and lung function parameters among 95 patients with fibrous ILA and a prediction model was determined for the decreased percentage forced vital capacity to predicted normal value (FVC%pred) in patients with fibrous ILA.

Results: Logistic multifactorial regression correlated FVC%pred and bronchial wall thickness (WT) were correlated with fibrous ILA. The 95 patients with fibrous ILA were divided into normal FVC%pred (n = 69) and decreased FVC%pred (n = 26) groups at the 80% cut-off. Logistic multifactorial regression revealed that FVC%pred decline in patients with fibrous ILA was effectively predicted by age (odds ratio [OR]: 1.11, 95% confidence interval [CI]: 1.02-1.21, p = 0.014), gender (OR: 4.16,95% CI: 1.27-13.71, p = 0.019), luminal area of the sixth generation brochi (LA6; OR: 0.87, 95%CI: 0.78-0.970,p = 0.015), and airway wall area (WA; OR: 1.12, 95%CI: 1.02-1.24, p = 0.020) were effective predictors of. The area under the curve of the prediction model based on the four parameters was 0.8428.

Conclusion: WT is a quantitative CT biomarker and FVC%pred is a valid lung function parameter in fibrous ILA patients. Age, gender, LA6, and WA are effective predictors of FVC%pred decline in fibrous ILA patients. The combined model has good predictive value.

Clinical trial number: 2024K249.

{"title":"Prediction of pulmonary function decline in fibrous interstitial lung abnormalities based on quantitative chest CT parameters.","authors":"Dechun Li, Yingli Sun, Zongjing Ma, Bin Chen, Liang Jin, Ming Li","doi":"10.1186/s12880-025-01561-z","DOIUrl":"10.1186/s12880-025-01561-z","url":null,"abstract":"<p><strong>Background: </strong>Interstitial lung abnormalities (ILA) are a proposed imaging concept. Fibrous ILA have a higher risk of progression and death. Clinically, computed tomography (CT) examination is a frequently used and convenient method compared with pulmonary function tests. This study aimed to correlate quantitative CT airway parameters with pulmonary function parameters in patients with fibrous ILA, with the goal of establishing a prediction model for abnormal pulmonary function parameters in patients with fibrous ILA.</p><p><strong>Methods: </strong>Ninety-five cases of fibrous ILA including CT images and 64 normal control cases were collected. All patients completed pulmonary function tests within one week. The airway parameters of the CT images of the two groups of cases were measured using a commercial software (Aview). Differences in airway parameters and lung function parameters between the two groups were analyzed by logistic multifactorial regression. The correlation between airway parameters and lung function parameters among 95 patients with fibrous ILA and a prediction model was determined for the decreased percentage forced vital capacity to predicted normal value (FVC%pred) in patients with fibrous ILA.</p><p><strong>Results: </strong>Logistic multifactorial regression correlated FVC%pred and bronchial wall thickness (WT) were correlated with fibrous ILA. The 95 patients with fibrous ILA were divided into normal FVC%pred (n = 69) and decreased FVC%pred (n = 26) groups at the 80% cut-off. Logistic multifactorial regression revealed that FVC%pred decline in patients with fibrous ILA was effectively predicted by age (odds ratio [OR]: 1.11, 95% confidence interval [CI]: 1.02-1.21, p = 0.014), gender (OR: 4.16,95% CI: 1.27-13.71, p = 0.019), luminal area of the sixth generation brochi (LA<sub>6</sub>; OR: 0.87, 95%CI: 0.78-0.970,p = 0.015), and airway wall area (WA; OR: 1.12, 95%CI: 1.02-1.24, p = 0.020) were effective predictors of. The area under the curve of the prediction model based on the four parameters was 0.8428.</p><p><strong>Conclusion: </strong>WT is a quantitative CT biomarker and FVC%pred is a valid lung function parameter in fibrous ILA patients. Age, gender, LA<sub>6</sub>, and WA are effective predictors of FVC%pred decline in fibrous ILA patients. The combined model has good predictive value.</p><p><strong>Clinical trial number: </strong>2024K249.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"30"},"PeriodicalIF":2.9,"publicationDate":"2025-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11780912/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143062891","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Langerhans cell histiocytosis in children: the value of ultrasound in diagnosis and follow-up.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-29 DOI: 10.1186/s12880-025-01563-x
Jinjin Yang, Xiaohua Huang, Zhongtao Bao, Jing Xu, Huimei Huang, Hongjie Huang, Ling Chen

Background: Langerhans cell histiocytosis (LCH) is a rare disease, most prevalent in children. Ultrasound is a noninvasive, cheap, and widely available technique. However, systematic elucidation of sonographic features of LCH and treatment related follow-up are relatively few, resulting in overall underestimation of the clinical value of ultrasound in diagnosing and monitoring LCH.

Objective: This study aimed to observe the sonographic features of Langerhans Cell Histiocytosis (LCH) comparing with other imaging examinations, and to evaluate the changes of ultrasonography in the follow-up of LCH in children.

Materials and methods: Forty-four children (female:male, 19/25; median age, 60 months; range, 8 to 192 months) with LCH were included in this retrospective study. Thirty-one had single-system involvement (SS-LCH), and 13 had multisystem involvement (MS-LCH) among the 44 children. We analyzed the clinical characteristics, ultrasound (US) images, and images from other modalities, including X-ray, computed tomography (CT), and magnetic resonance imaging (MRI). The sonographic characteristics of the various involved organs, particularly bone, thyroid, and liver were analyzed, and the percentage of LCH cases correctly identified by the various imaging modalities were evaluated.

Results: Localized worm-like bone defects solid hypoechoic lesions were found in 38 patients with a total of 43 skeletal lesions, which showed solid hypoechoic lesions on US. Five patients showed hypoechoic or hyperechoic areas in the liver. Two patients showed scattered or diffuse irregular hypoechoic areas in the thyroid. Two patients with skeletal and 1 with thyroid involvement showed smaller lesions and lower blood flow after chemotherapy, and 6 lesions involving the liver resolved or were smaller in US review. The percentage of LCH cases correctly identified of US (65.38%) was higher than that of X-ray (21.05%) (P = 0.026) for skeletal lesions, which was comparable to that of CT and MRI. The overall correctly identified percentage of US for LCH was not significantly different from that of other imaging modalities.

Conclusion: LCH can be detected and suspected based on sonographic features. US may be an excellent tool for the diagnosis and follow-up of LCH in children.

{"title":"Langerhans cell histiocytosis in children: the value of ultrasound in diagnosis and follow-up.","authors":"Jinjin Yang, Xiaohua Huang, Zhongtao Bao, Jing Xu, Huimei Huang, Hongjie Huang, Ling Chen","doi":"10.1186/s12880-025-01563-x","DOIUrl":"10.1186/s12880-025-01563-x","url":null,"abstract":"<p><strong>Background: </strong>Langerhans cell histiocytosis (LCH) is a rare disease, most prevalent in children. Ultrasound is a noninvasive, cheap, and widely available technique. However, systematic elucidation of sonographic features of LCH and treatment related follow-up are relatively few, resulting in overall underestimation of the clinical value of ultrasound in diagnosing and monitoring LCH.</p><p><strong>Objective: </strong>This study aimed to observe the sonographic features of Langerhans Cell Histiocytosis (LCH) comparing with other imaging examinations, and to evaluate the changes of ultrasonography in the follow-up of LCH in children.</p><p><strong>Materials and methods: </strong>Forty-four children (female:male, 19/25; median age, 60 months; range, 8 to 192 months) with LCH were included in this retrospective study. Thirty-one had single-system involvement (SS-LCH), and 13 had multisystem involvement (MS-LCH) among the 44 children. We analyzed the clinical characteristics, ultrasound (US) images, and images from other modalities, including X-ray, computed tomography (CT), and magnetic resonance imaging (MRI). The sonographic characteristics of the various involved organs, particularly bone, thyroid, and liver were analyzed, and the percentage of LCH cases correctly identified by the various imaging modalities were evaluated.</p><p><strong>Results: </strong>Localized worm-like bone defects solid hypoechoic lesions were found in 38 patients with a total of 43 skeletal lesions, which showed solid hypoechoic lesions on US. Five patients showed hypoechoic or hyperechoic areas in the liver. Two patients showed scattered or diffuse irregular hypoechoic areas in the thyroid. Two patients with skeletal and 1 with thyroid involvement showed smaller lesions and lower blood flow after chemotherapy, and 6 lesions involving the liver resolved or were smaller in US review. The percentage of LCH cases correctly identified of US (65.38%) was higher than that of X-ray (21.05%) (P = 0.026) for skeletal lesions, which was comparable to that of CT and MRI. The overall correctly identified percentage of US for LCH was not significantly different from that of other imaging modalities.</p><p><strong>Conclusion: </strong>LCH can be detected and suspected based on sonographic features. US may be an excellent tool for the diagnosis and follow-up of LCH in children.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"29"},"PeriodicalIF":2.9,"publicationDate":"2025-01-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11776198/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143062890","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigating the significance of SPECT/CT-SUV for monitoring 177Lu-PSMA-targeted radionuclide therapy: a systematic review.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-28 DOI: 10.1186/s12880-025-01571-x
Tahani O Alkahtani

Background: Quantitative molecular imaging via single-photon emission computed tomography-derived standardised uptake value (SPECT/CT-SUV) is used to assess the response of metastatic castration-resistant prostate cancer (mCRPC) patients to targeted radionuclide therapy (TRT) with [177Lu]Lu-PSMA. This imaging technique determines the radiopharmaceutical distribution and internal dosimetry in patients who receive TRT. However, there is limited evidence regarding the role of image quantification in monitoring changes induced by [177Lu]Lu-PSMA. This systematic examines the role of quantitative SPECT/CT-SUV during [177Lu]Lu-PSMA TRT and assesses whether SUV changes correlate with quantitative imaging and biomarkers.

Methods: A systematic review was conducted in accordance with the PRISMA guidelines. The MEDLINE/PubMed databases were searched from January 2016 to July 2024 to identify relevant articles. The inclusion criterion was the use of quantitative SPECT/CT-SUV during [177Lu]Lu-PSMA TRT for patients with mCRPC. The records were screened to determine their eligibility. The abstracts of 62 records were screened, and 28 were excluded because they were not relevant; the full texts of 34 original papers were retrieved and assessed for eligibility.

Results: A total of five studies were included in this systematic review (two prospective studies and three retrospective studies). The sample sizes of the studies ranged from 6 to 73 patients. The highest number of lesions analysed was 144. Three studies reported the SPECT/CT-SUV following cycle 1, and only one study reported the correlation with pretherapy PET/CT (r = 0.9, p = 0.005). SPECT/CT-SUV changes between the first two to three cycles were reported in one study. None of the studies reported the SPECT/CT-SUV for normal organs. One study reported correlations between SPECT/CT-derived SUV and PET/CT-derived SUV in target and nontarget tissues.

Conclusion: Quantitative SPECT/CT-SUV can be used to predict responses to subsequent PSMA-TRT cycles. Disease burden and tumour heterogeneity are the leading causes of TRT individualisation.

{"title":"Investigating the significance of SPECT/CT-SUV for monitoring <sup>177</sup>Lu-PSMA-targeted radionuclide therapy: a systematic review.","authors":"Tahani O Alkahtani","doi":"10.1186/s12880-025-01571-x","DOIUrl":"10.1186/s12880-025-01571-x","url":null,"abstract":"<p><strong>Background: </strong>Quantitative molecular imaging via single-photon emission computed tomography-derived standardised uptake value (SPECT/CT-SUV) is used to assess the response of metastatic castration-resistant prostate cancer (mCRPC) patients to targeted radionuclide therapy (TRT) with [<sup>177</sup>Lu]Lu-PSMA. This imaging technique determines the radiopharmaceutical distribution and internal dosimetry in patients who receive TRT. However, there is limited evidence regarding the role of image quantification in monitoring changes induced by [<sup>177</sup>Lu]Lu-PSMA. This systematic examines the role of quantitative SPECT/CT-SUV during [<sup>177</sup>Lu]Lu-PSMA TRT and assesses whether SUV changes correlate with quantitative imaging and biomarkers.</p><p><strong>Methods: </strong>A systematic review was conducted in accordance with the PRISMA guidelines. The MEDLINE/PubMed databases were searched from January 2016 to July 2024 to identify relevant articles. The inclusion criterion was the use of quantitative SPECT/CT-SUV during [<sup>177</sup>Lu]Lu-PSMA TRT for patients with mCRPC. The records were screened to determine their eligibility. The abstracts of 62 records were screened, and 28 were excluded because they were not relevant; the full texts of 34 original papers were retrieved and assessed for eligibility.</p><p><strong>Results: </strong>A total of five studies were included in this systematic review (two prospective studies and three retrospective studies). The sample sizes of the studies ranged from 6 to 73 patients. The highest number of lesions analysed was 144. Three studies reported the SPECT/CT-SUV following cycle 1, and only one study reported the correlation with pretherapy PET/CT (r = 0.9, p = 0.005). SPECT/CT-SUV changes between the first two to three cycles were reported in one study. None of the studies reported the SPECT/CT-SUV for normal organs. One study reported correlations between SPECT/CT-derived SUV and PET/CT-derived SUV in target and nontarget tissues.</p><p><strong>Conclusion: </strong>Quantitative SPECT/CT-SUV can be used to predict responses to subsequent PSMA-TRT cycles. Disease burden and tumour heterogeneity are the leading causes of TRT individualisation.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"28"},"PeriodicalIF":2.9,"publicationDate":"2025-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11776189/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143057810","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Computed tomography enterography-based radiomics nomograms to predict inflammatory activity for ileocolonic Crohn's disease: a preliminary single-center retrospective study.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-27 DOI: 10.1186/s12880-025-01560-0
Yuping Ma, Luanxin Zhu, Bota Cui, Faming Zhang, Haige Li, Jianguo Zhu

Objectives: This study aims to develop and validate nomograms that utilize morphological and radiomics features derived from computed tomography enterography (CTE) to evaluate inflammatory activity in patients with ileocolonic Crohn's disease (CD).

Methods: A total of 54 CD patients (237 bowel segments) with clinically confirmed CD were retrospectively analyzed. The Simple Endoscopic Score for Crohn's Disease (SES-CD) was used as a reference standard to quantify the degree of mucosal inflammation and assess disease severity. We extracted morphological and radiomics features in the training cohort to create a morphological model (M-score) and a radiomics model (Rad-score). A combined nomogram was generated by integrating the M-score and Rad-score. The predictive performance of each model was evaluated using receiver operating characteristic (ROC) curve analysis. Additionally, calibration curve and decision curve analysis (DCA) were employed to assess the accuracy and clinical applicability of the nomogram in the testing cohort.

Results: The area under the ROC curve (AUC) for the nomogram, which included stenosis, comb sign, and Rad-score, was 0.834 [95% confidence interval (CI): 0.728-0.940] for distinguishing between active and remissive disease. Furthermore, the nomogram created using comb sign and Rad-score achieved a satisfactory AUC of 0.781 (95% CI: 0.611-0.951) in differentiating mild activity from moderate-to-severe activity. The calibration curve and DCA confirmed both nomograms' accuracy and clinical utility.

Conclusions: Nomograms that combined CTE-based radiomics and morphological features could serve as valuable tools for assessing inflammatory activity, thereby supporting clinical decision-making in managing CD.

Keypoints: 1. Radiomics features from CTE could predict the inflammatory activity of CD.

{"title":"Computed tomography enterography-based radiomics nomograms to predict inflammatory activity for ileocolonic Crohn's disease: a preliminary single-center retrospective study.","authors":"Yuping Ma, Luanxin Zhu, Bota Cui, Faming Zhang, Haige Li, Jianguo Zhu","doi":"10.1186/s12880-025-01560-0","DOIUrl":"10.1186/s12880-025-01560-0","url":null,"abstract":"<p><strong>Objectives: </strong>This study aims to develop and validate nomograms that utilize morphological and radiomics features derived from computed tomography enterography (CTE) to evaluate inflammatory activity in patients with ileocolonic Crohn's disease (CD).</p><p><strong>Methods: </strong>A total of 54 CD patients (237 bowel segments) with clinically confirmed CD were retrospectively analyzed. The Simple Endoscopic Score for Crohn's Disease (SES-CD) was used as a reference standard to quantify the degree of mucosal inflammation and assess disease severity. We extracted morphological and radiomics features in the training cohort to create a morphological model (M-score) and a radiomics model (Rad-score). A combined nomogram was generated by integrating the M-score and Rad-score. The predictive performance of each model was evaluated using receiver operating characteristic (ROC) curve analysis. Additionally, calibration curve and decision curve analysis (DCA) were employed to assess the accuracy and clinical applicability of the nomogram in the testing cohort.</p><p><strong>Results: </strong>The area under the ROC curve (AUC) for the nomogram, which included stenosis, comb sign, and Rad-score, was 0.834 [95% confidence interval (CI): 0.728-0.940] for distinguishing between active and remissive disease. Furthermore, the nomogram created using comb sign and Rad-score achieved a satisfactory AUC of 0.781 (95% CI: 0.611-0.951) in differentiating mild activity from moderate-to-severe activity. The calibration curve and DCA confirmed both nomograms' accuracy and clinical utility.</p><p><strong>Conclusions: </strong>Nomograms that combined CTE-based radiomics and morphological features could serve as valuable tools for assessing inflammatory activity, thereby supporting clinical decision-making in managing CD.</p><p><strong>Keypoints: </strong>1. Radiomics features from CTE could predict the inflammatory activity of CD.</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"27"},"PeriodicalIF":2.9,"publicationDate":"2025-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11771071/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143051514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A deep learning approach for early prediction of breast cancer neoadjuvant chemotherapy response on multistage bimodal ultrasound images.
IF 2.9 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-01-23 DOI: 10.1186/s12880-024-01543-7
Jiang Xie, Jinzhu Wei, Huachan Shi, Zhe Lin, Jinsong Lu, Xueqing Zhang, Caifeng Wan

Neoadjuvant chemotherapy (NAC) is a systemic and systematic chemotherapy regimen for breast cancer patients before surgery. However, NAC is not effective for everyone, and the process is excruciating. Therefore, accurate early prediction of the efficacy of NAC is essential for the clinical diagnosis and treatment of patients. In this study, a novel convolutional neural network model with bimodal layer-wise feature fusion module (BLFFM) and temporal hybrid attention module (THAM) is proposed, which uses multistage bimodal ultrasound images as input for early prediction of the efficacy of neoadjuvant chemotherapy in locally advanced breast cancer (LABC) patients. The BLFFM can effectively mine the highly complex correlation and complementary feature information between gray-scale ultrasound (GUS) and color Doppler blood flow imaging (CDFI). The THAM is able to focus on key features of lesion progression before and after one cycle of NAC. The GUS and CDFI videos of 101 patients collected from cooperative medical institutions were preprocessed to obtain 3000 sets of multistage bimodal ultrasound image combinations for experiments. The experimental results show that the proposed model is effective and outperforms the compared models. The code will be published on the https://github.com/jinzhuwei/BLTA-CNN .

{"title":"A deep learning approach for early prediction of breast cancer neoadjuvant chemotherapy response on multistage bimodal ultrasound images.","authors":"Jiang Xie, Jinzhu Wei, Huachan Shi, Zhe Lin, Jinsong Lu, Xueqing Zhang, Caifeng Wan","doi":"10.1186/s12880-024-01543-7","DOIUrl":"10.1186/s12880-024-01543-7","url":null,"abstract":"<p><p>Neoadjuvant chemotherapy (NAC) is a systemic and systematic chemotherapy regimen for breast cancer patients before surgery. However, NAC is not effective for everyone, and the process is excruciating. Therefore, accurate early prediction of the efficacy of NAC is essential for the clinical diagnosis and treatment of patients. In this study, a novel convolutional neural network model with bimodal layer-wise feature fusion module (BLFFM) and temporal hybrid attention module (THAM) is proposed, which uses multistage bimodal ultrasound images as input for early prediction of the efficacy of neoadjuvant chemotherapy in locally advanced breast cancer (LABC) patients. The BLFFM can effectively mine the highly complex correlation and complementary feature information between gray-scale ultrasound (GUS) and color Doppler blood flow imaging (CDFI). The THAM is able to focus on key features of lesion progression before and after one cycle of NAC. The GUS and CDFI videos of 101 patients collected from cooperative medical institutions were preprocessed to obtain 3000 sets of multistage bimodal ultrasound image combinations for experiments. The experimental results show that the proposed model is effective and outperforms the compared models. The code will be published on the https://github.com/jinzhuwei/BLTA-CNN .</p>","PeriodicalId":9020,"journal":{"name":"BMC Medical Imaging","volume":"25 1","pages":"26"},"PeriodicalIF":2.9,"publicationDate":"2025-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11758756/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143027723","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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BMC Medical Imaging
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