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result(s) for
"Rectum - diagnostic imaging"
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Predicting treatment response from longitudinal images using multi-task deep learning
by
Tang, Jinghua
,
Li, Ruijiang
,
Ding, Peirong
in
631/114/1305
,
692/4028/67/1504/1885/1777
,
692/700/1421/1628
2021
Radiographic imaging is routinely used to evaluate treatment response in solid tumors. Current imaging response metrics do not reliably predict the underlying biological response. Here, we present a multi-task deep learning approach that allows simultaneous tumor segmentation and response prediction. We design two Siamese subnetworks that are joined at multiple layers, which enables integration of multi-scale feature representations and in-depth comparison of pre-treatment and post-treatment images. The network is trained using 2568 magnetic resonance imaging scans of 321 rectal cancer patients for predicting pathologic complete response after neoadjuvant chemoradiotherapy. In multi-institution validation, the imaging-based model achieves AUC of 0.95 (95% confidence interval: 0.91–0.98) and 0.92 (0.87–0.96) in two independent cohorts of 160 and 141 patients, respectively. When combined with blood-based tumor markers, the integrated model further improves prediction accuracy with AUC 0.97 (0.93–0.99). Our approach to capturing dynamic information in longitudinal images may be broadly used for screening, treatment response evaluation, disease monitoring, and surveillance.
Radiographic imaging is routinely used to evaluate treatment response in solid tumors. Here, the authors present a multi-task deep learning approach that allows simultaneous tumor segmentation and response prediction from longitudinal images in a multi-center study on rectal cancer.
Journal Article
Predicting distant metastasis and chemotherapy benefit in locally advanced rectal cancer
2020
Distant metastasis (DM) is the main cause of treatment failure in locally advanced rectal cancer. Adjuvant chemotherapy is usually used for distant control. However, not all patients can benefit from adjuvant chemotherapy, and particularly, some patients may even get worse outcomes after the treatment. We develop and validate an MRI-based radiomic signature (RS) for prediction of DM within a multicenter dataset. The RS is proved to be an independent prognostic factor as it not only demonstrates good accuracy for discriminating patients into high and low risk of DM in all the four cohorts, but also outperforms clinical models. Within the stratified analysis, good chemotherapy efficacy is observed for patients with pN2 disease and low RS, whereas poor chemotherapy efficacy is detected in patients with pT1–2 or pN0 disease and high RS. The RS may help individualized treatment planning to select patients who may benefit from adjuvant chemotherapy for distant control.
Distant metastasis (DM) is the main cause of treatment failure in locally advanced rectal cancer. Here, the authors developed and validated a radiomic signature (RS) for prediction of DM within a multicenter dataset, and suggest that it may help with stratification of patients who might benefit from adjuvant chemotherapy for DM.
Journal Article
Diffusion-weighted MRI to assess response to chemoradiotherapy in rectal cancer: main interpretation pitfalls and their use for teaching
2017
Objectives
To establish the most common image interpretation pitfalls for non-expert readers using diffusion-weighted imaging (DWI) to assess response to chemoradiotherapy in patients with rectal cancer and to explore the use of these pitfalls in an expert teaching setting.
Methods
Two independent non-expert readers (R1 and R2) scored the restaging DW MRI scans (
b
1,000 DWI, in conjunction with ADC maps and T2-W MRI scans for anatomical reference) in 100 patients for the likelihood of a complete response versus residual tumour using a five-point confidence score. The readers received expert feedback and the final response outcome for each case. The supervising expert documented any potential interpretation errors/pitfalls discussed for each case to identify the most common pitfalls.
Results
The most common pitfalls were the interpretation of low signal on the ADC map, small susceptibility artefacts, T2 shine-through effects, suboptimal sequence angulation and collapsed rectal wall. Diagnostic performance (area under the ROC curve) was 0.78 (R1) and 0.77 (R2) in the first 50 patients and 0.85 (R1) and 0.85 (R2) in the final 50 patients.
Conclusions
Five main image interpretation pitfalls were identified and used for teaching and feedback. Both readers achieved a good diagnostic performance with an AUC of 0.85.
Key Points
•
Fibrosis appears hypointense on an ADC map and should not be mistaken for tumour.
•
Susceptibility artefacts on rectal DWI are an important potential pitfall.
•
T2 shine-through on rectal DWI is an important potential pitfall.
•
These pitfalls are useful to teach non-experts how to interpret rectal DWI.
Journal Article
Transperineal versus transrectal prostate biopsy in the diagnosis of prostate cancer: a systematic review and meta-analysis
2019
Background
Because conventional prostate biopsy has some limitations, optimal variations of prostate biopsy strategies have emerged to improve the diagnosis rate of prostate cancer. We conducted the systematic review to compare the diagnosis rate and complications of transperineal versus transrectal prostate biopsy.
Main body of the abstract
We searched for online publications published through June 27, 2018, in PubMed, Scopus, Web of Science, and Chinese National Knowledge Infrastructure databases. The relative risk and 95% confidence interval were utilized to appraise the diagnosis and complication rate. The condensed relative risk of 11 included studies indicated that transperineal prostate biopsy has the same diagnosis accuracy of transrectal prostate biopsy; however, a significantly lower risk of fever and rectal bleeding was reported for transperineal prostate biopsy. No clue of publication bias could be identified.
Short conclusion
To conclude, this review indicated that transperineal and transrectal prostate biopsy have the same diagnosis accuracy, but the transperineal approach has a lower risk of fever and rectal bleeding. More studies are warranted to confirm these findings and discover a more effective diagnosis method for prostate cancer.
Journal Article
Prospective and multi-reader evaluation of deep learning reconstruction-based accelerated rectal MRI: image quality, diagnostic performance, and reading time
by
Li, Lin
,
Wang, Sicong
,
Li, Min
in
Accuracy
,
Adenocarcinoma
,
Adenocarcinoma - diagnostic imaging
2024
Objectives
To evaluate deep learning reconstruction (DLR)-based accelerated rectal magnetic resonance imaging (MRI) compared with standard MRI.
Materials and methods
Patients with biopsy-confirmed rectal adenocarcinoma between November/2022 and May/2023 in a single centre were prospectively enrolled for an intra-individual comparison between standard fast spin-echo (FSE
standard
) and DLR-based FSE (FSE
DL
) sequences. Quantitative and qualitative image quality metrics of the pre-therapeutic MRIs were evaluated in all patients; diagnostic performance and evaluating time for T-staging, N-staging, extramural vascular invasion (EMVI), and mesorectal fascia (MRF) status was further analysed in patients undergoing curative surgery, with histopathologic results as the diagnostic gold standard.
Results
A total of 117 patients were enrolled, with 60 patients undergoing curative surgery. FSE
DL
reduced the acquisition time by 65% than FSE
standard
. FSE
DL
exhibited higher signal-to-noise ratios, contrast-to-noise ratio, and subjective scores (noise, tumour margin clarity, visualisation of bowel wall layering and MRF, overall image quality, and diagnostic confidence) than FSE
standard
(
p
< 0.001). Reduced artefacts were observed in FSE
DL
for patients without spasmolytics (
p
< 0.05). FSE
DL
provided higher T-staging accuracy by junior readers than FSE
standard
(reader 1, 58.33% vs 70.00%,
p
= 0.016; reader 3, 60.00% vs 76.67%,
p
= 0.021), with similar N-staging, EMVI, and MRF performance. No significant difference was observed for senior readers. FSE
DL
exhibited shorter diagnostic time in all readers’ T-staging and overall evaluation, and junior readers’ EMVI and MRF (
p
< 0.05).
Conclusion
FSE
DL
provided improved image quality, reading time, and junior radiologists’ T-staging accuracy than FSE
standard
, while reducing the acquisition time by 65%.
Clinical relevance statement
DLR is clinically applicable for rectal MRI, providing improved image quality with shorter scanning time, which may ease the examination burden. It is beneficial for diagnostic optimisation in improving junior radiologists’ T-staging accuracy and reading time.
Key Points
The rising incidence of rectal cancer has demanded enhanced efficiency and quality in imaging examinations
.
FSE
DL
demonstrated superior image quality and had a 65% reduced acquisition time
.
FSE
DL
can improve the diagnostic accuracy of T-staging and reduce the reading time for assessing rectal cancer
.
Journal Article
Differentiation of Active Ulcerative Colitis vs Noninflammatory Bowel Disease Proctitis by Transperineal Superb Microvascular Imaging
by
Ohtsuka, Yoshikazu
,
Tokushima, Kaori
,
Hoshino, Eri
in
Adolescent
,
Child
,
Colitis, Ulcerative - complications
2024
Background
Transabdominal ultrasonography and transperineal ultrasonography (TPUS) appear correspond to colonoscopy (CS) for evaluating ulcerative colitis (UC) activity, but their utility in UC diagnosis remains unclear. This research compared the accuracy of TPUS and CS for assessing rectal activity and differentiating noninflammatory bowel disease proctitis from UC in pediatric cases.
Methods
The study is a blinded, prospective, and controlled trial. Prospectively, values of fecal calprotectin (FCP) and findings of the TPUS and CS were compared between child cases of UC and non-IBD proctitis. Findings of rectal wall thickening (RWT), rectal wall flow (RWF) on power Doppler, and microvascular signal at wall circumference (MSWC) on monochrome superb microvascular imaging assessed using TPUS were compared with the CS.
Results
Thirty patients with Mayo endoscopic subscore (MES) 0 to 1 UC, 57 with MES 2 to 3 UC, and 44 with proctitis were registered. Fecal calprotectin, RWF, and MSWC indicated significant differences among the groups (P < .05). Rectal wall thickening showed no significant difference between MES 0–1 and proctitis (P = .76). Rectal wall thickening and MSWC were independent predictors of endoscopic activity of UC, resulting in a sensitivity and specificity of 100% for RWT ≥4.5 mm and positive MSWC. Fecal calprotectin and RWF were independent predictors for differentiating MES 0 to 1 and proctitis, and FCP and RWT were independent predictors for differentiating MES 2 to 3 and proctitis. Sensitivity and specificity were 77.2% and 80.9%, respectively, for FCP >242.5 μg/g and RWF negative; and they were both 100% for RWT >4.1 mm and MSWC positive.
Conclusions
Transperineal ultrasonography with mSMI may enable the evaluation of rectal activity and differentiation of UC from non-IBD proctitis with accuracy comparable to endoscopy.
Lay Summary
Transperineal ultrasonography with superb microvascular imaging can differentiate ulcerative colitis from noninflammatory bowel disease proctitis and is therefore useful in distinguishing whether diarrhea and bloody stool during the treatments of ulcerative colitis are due to recurrence or infection.
Journal Article
Clinical relevance of transperineal ultrasound compared with anorectal manometry for the evaluation of female patients with obstructive defecation syndrome
2025
Background and aims
The utility of transperineal ultrasound (TPUS) in combination with anorectal manometry (ARM) in the evaluation of women with obstructive defecation syndrome (ODS) remains unclear. We investigated the combined performance of TPUS and ARM in the evaluation of female patients with ODS, and determined the clinical utility of both modalities in the evaluation of female patients with ODS.
Methods
Female patients with ODS were evaluated by TPUS and ARM, and binary logistic regression models were exploited to evaluate the clinical association of abnormal TPUS variables with abnormal ARM variables.
Results
Two hundred ninety-six female patients with ODS underwent TPUS, of whom 209 patients underwent both TPUS and ARM. A binary logistic regression model was adopted to evaluate the utility of ARM in predicting abnormalities in TPUS. We found that an abnormal rectoanal gradient in ARM was independently associated with an abnormal ARA during strain maneuvers in TPUS, while reduced rectal defecation pressure was independently associated with rectocele, internal rectal intussusception, and internal rectal prolapse. Reduced anal squeeze pressure was independently associated with various pelvic floor anatomical abnormalities, while reduced anal resting pressure was independently associated with moderate-to-severe rectocele. Additionally, abnormal rectal sensory function was also independently associated with rectocele.
Conclusions
In patients with ODS, circumscribed yet specific anatomic-functional correlations exist between select ARM and TPUS parameters. Specifically, reduced anorectal pressure gradient emerged as the strongest ARM predictor of abnormal ARA during defecation. Furthermore, diminished rectal defecation pressure provides independent diagnostic support for pelvic floor laxity conditions, including rectocele, moderate-to-severe rectocele, internal rectal prolapse, and internal rectal intussusception in ODS. We assert that combined imaging and functional testing is essential for comprehensive assessment of pelvic floor structural and functional characteristics in refractory ODS.
Journal Article
Role of dynamic contrast-enhanced MRI in predicting severe acute radiation-induced rectal injury in patients with rectal cancer
2024
Objectives
To explore the potential of dynamic contrast-enhanced MRI (DCE-MRI) quantitative parameters in predicting severe acute radiation-induced rectal injury (RRI) in rectal cancer.
Methods
This retrospective study enrolled 49 patients with rectal cancer who underwent neoadjuvant chemoradiotherapy and rectal MRI including a DCE-MRI sequence from November 2014 to March 2021. Two radiologists independently measured DCE-MRI quantitative parameters, including the forward volume transfer constant (
K
trans
), rate constant (
k
ep
), fractional extravascular extracellular space volume (
v
e
), and the thickness of the rectal wall farthest away from the tumor. These parameters were compared between mild and severe acute RRI groups based on histopathological assessment. Receiver operating characteristic curve analysis was performed to analyze statistically significant parameters.
Results
Forty-nine patients (mean age, 54 years ± 12 [standard deviation]; 37 men) were enrolled, including 25 patients with severe acute RRI.
K
trans
was lower in severe acute RRI group than mild acute RRI group (0.032 min
−1
vs 0.054 min
−1
;
p
= 0.008), but difference of other parameters (
k
ep
,
v
e
and rectal wall thickness) was not significant between these two groups (all
p
> 0.05). The area under the receiver operating characteristic curve of
K
trans
was 0.72 (95% confidence interval: 0.57, 0.84). With a
K
trans
cutoff value of 0.047 min
−1
, the sensitivity and specificity for severe acute RRI prediction were 80% and 54%, respectively.
Conclusion
K
trans
demonstrated moderate diagnostic performance in predicting severe acute RRI.
Clinical relevance statement
Dynamic contrast-enhanced MRI can provide non-invasive and objective evidence for perioperative management and treatment strategies in rectal cancer patients with acute radiation-induced rectal injury.
Key Points
•
To our knowledge, this study is the first to evaluate the predictive value of contrast-enhanced MRI (DCE-MRI) quantitative parameters for severe acute radiation-induced rectal injury (RRI) in patients with rectal cancer
.
•
Forward volume transfer constant (K
trans
), derived from DCE-MRI, exhibited moderate diagnostic performance (AUC = 0.72) in predicting severe acute RRI of rectal cancer, with a sensitivity of 80% and specificity of 54%
.
•
DCE-MRI is a promising imaging marker for distinguishing the severity of acute RRI in patients with rectal cancer
.
Journal Article
Transperineal magnetic resonance imaging targeted biopsy versus transrectal route in the detection of prostate cancer: a systematic review and meta-analysis
2024
Purpose
Magnetic resonance imaging (MRI) has deeply altered the prostate biopsy strategy to detect prostate cancer. However, it is still debatable whether the detection rate differs between transrectal (TR) and transperineal (TP) MRI-targeted biopsy (MRI-TB). To compare the effectiveness of these two methods for detecting both overall prostate cancer (PCa) and clinically significant PCa (csPCa), We performed a review and meta-analysis.
Methods
Until January 2023, we conducted a thorough search of Cochrane, Embase, Ovid, and PubMed. In total, 1482 references were identified, and 15 records were finally included. For PCa and csPCa discovered by TP and TR MRI-TB, we combined the relative sensitivity (RR) with 95% confidence intervals (CI). The RR between the TP and TR routes was established.
Results
Our study included 8826 patients in total and revealed that TP MRI-TB detected more PCa (RR 1.25 [95% CI 1.12, 1.39],
p
< 0.0001). In patients who underwent TP MRI-TB and TR MRI-TB at the same time or separately, TP MRI-TB had a greater detection rate of csPCa in per-patient analysis (one cohort (RR 1.33 [95% CI 1.09, 1.63],
p
= 0.005); two cohorts (RR 1.37 [95% CI 1.16, 1.61],
p
= 0.0002)). However, the detection rate of csPCa between the TP route and the TR route was comparable in per-lesion analysis (RR 0.91 [95% CI 0.76, 1.08],
p
= 0.28). Additionally, in the prostate’s anterior region, we found that TP MRI-TB detected more csPCa (per-lesion (RR 1.52 [95% CI 1.04, 2.23],
p
= 0.03); per-patient (RR 2.55 [95% CI 1.56, 4.16],
p
= 0.0002)).
Conclusion
According to this comprehensive study, TP MRI-TB is more effective than TR MRI-TB at detecting PCa and csPCa. Significant results persisted for detecting csPCa located in the anterior zone. The results need to be taken carefully notwithstanding the heterogeneity among the included studies.
Journal Article