Automated lung cancer assessment on 18F-PET/CT using Retina U-Net and anatomical region segmentation.

OBJECTIVES: To develop and test a Retina U-Net algorithm for the detection of primary lung tumors and associated metastases of all stages on FDG-PET/CT. METHODS: A data set consisting of 364 FDG-PET/CTs of patients with histologically confirmed lung cancer was used for algorithm development and internal testing. The data set comprised tumors of all stages. All lung tumors (T), lymphatic metastases (N), and distant metastases (M) were manually segmented as 3D volumes using whole-body PET/CT series. The data set was split into a training (n = 216), validation (n = 74), and internal test data set (n = 74). Detection performance for all lesion types at multiple classifier thresholds was evaluated and false-positive-findings-per-case (FP/c) calculated. Next, detected lesions were assigned to categories T, N, or M using an automated anatomical region segmentation. Furthermore, reasons for FPs were visually assessed and analyzed. Finally, performance was tested on 20 PET/CTs from another institution. RESULTS: Sensitivity for T lesions was 86.2% (95% CI: 77.2-92.7) at a FP/c of 2.0 on the internal test set. The anatomical correlate to most FPs was the physiological activity of bone marrow (16.8%). TNM categorization based on the anatomical region approach was correct in 94.3% of lesions. Performance on the external test set confirmed the good performance of the algorithm (overall detection rate = 88.8% (95% CI: 82.5-93.5%) and FP/c = 2.7). CONCLUSIONS: Retina U-Nets are a valuable tool for tumor detection tasks on PET/CT and can form the backbone of reading assistance tools in this field. FPs have anatomical correlates that can lead the way to further algorithm improvements. The code is publicly available. KEY POINTS: • Detection of malignant lesions in PET/CT with Retina U-Net is feasible. • All false-positive findings had anatomical correlates, physiological bone marrow activity being the most prevalent. • Retina U-Nets can build the backbone for tools assisting imaging professionals in lung tumor staging.

Rapid and sustained control of itch and reduction in Th2 bias by dupilumab in a patient with Sézary syndrome.

BACKGROUND: Sézary syndrome is a leukaemic variant of cutaneous T-cell lymphoma with poor prognosis. With the exception of stem cell transplantation, current treatments for SS are not curative. Rather, they aim at reducing disease burden and improving quality of life. Yet, pruritus - the major cause for impaired quality of life in these patients - is notoriously difficult to treat. Thus, supportive treatments addressing agonizing pruritus are urgently needed. OBJECTIVES: To explore the clinical and immunological effects of type 2 cytokine blockade with dupilumab as supportive treatment in Sézary syndrome. METHODS: A Sézary syndrome patient with stable disease but intractable pruritus was treated with dupilumab in combination with continued extracorporeal photopheresis. Close clinical and immunological monitoring on blood and skin samples from the patient was performed over 44 weeks. In vitro assays with patient's lymphoma cells were performed to address effects of dupilumab on Sézary cell's response to Th2 cytokines. RESULTS: Clinically, dupilumab treatment induced rapid and sustained reduction in itch and improvement of skin and lymph node involvement. In both blood and skin, a reduction in Th2 bias was observed. Intriguingly, lymphocyte counts and Sézary cells in blood increased and later stabilized under dupilumab treatment. In vitro, dupilumab abrogated the anti-apoptotic and activating effects of Th2 cytokines on Sézary cells. CONCLUSIONS: In this Sézary patient, inhibition of IL-4 and IL-13 signalling was associated with striking clinical benefit in terms of quality of life, pruritus and use of topical corticosteroids. While safety remains an important concern, our data support the future exploration of Th2 modulation for supportive care in Sézary Syndrome.

Structured reporting of prostate magnetic resonance imaging has the potential to improve interdisciplinary communication.

BACKGROUND: Effective interdisciplinary communication of imaging findings is vital for patient care, as referring physicians depend on the contained information for the decision-making and subsequent treatment. Traditional radiology reports contain non-structured free text and potentially tangled information in narrative language, which can hamper the information transfer and diminish the clarity of the report. Therefore, this study investigates whether newly developed structured reports (SRs) of prostate magnetic resonance imaging (MRI) can improve interdisciplinary communication, as compared to non-structured reports (NSRs). METHODS: 50 NSRs and 50 SRs describing a single prostatic lesion were presented to four urologists with expert level experience in prostate cancer surgery or targeted MRI TRUS fusion biopsy. They were subsequently asked to plot the tumor location in a 2-dimensional prostate diagram and to answer a questionnaire focusing on information on clinically relevant key features as well as the perceived structure of the report. A validated scoring system that distinguishes between "major" and "minor" mistakes was used to evaluate the accuracy of the plotting of the tumor position in the prostate diagram. RESULTS: The mean total score for accuracy for SRs was significantly higher than for NSRs (28.46 [range 13.33-30.0] vs. 21.75 [range 0.0-30.0], p < 0.01). The overall rates of major mistakes (54% vs. 10%) and minor mistakes (74% vs. 22%) were significantly higher (p < 0.01) for NSRs than for SRs. The rate of radiologist re-consultations was significantly lower (p < 0.01) for SRs than for NSRs (19% vs. 85%). Furthermore, SRs were rated as significantly superior to NSRs in regard to determining the clinical tumor stage (p < 0.01), the quality of the summary (4.4 vs. 2.5; p < 0.01), and overall satisfaction with the report (4.5 vs. 2.3; p < 0.01), and as more valuable for further clinical decision-making and surgical planning (p < 0.01). CONCLUSIONS: Structured reporting of prostate MRI has the potential to improve interdisciplinary communication. Through SRs, expert urologists were able to more accurately assess the exact location of single prostate cancer lesions, which can facilitate surgical planning. Furthermore, structured reporting of prostate MRI leads to a higher satisfaction level of the referring physician.