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Multimodality radiomics for tumor prognosis in nasopharyngeal carcinoma

by Sararas Khongwirotphan, Sornjarod Oonsiri, Sarin Kitpanit, Anussara Prayongrat, Danita Kannarunimit, Chakkapong Chakkabat, Chawalit Lertbutsayanukul, Sira Sriswasdi, Yothin Rakvongthai

Background

The prognosis of nasopharyngeal carcinoma (NPC) is challenging due to late-stage identification and frequently undetectable Epstein-Barr virus (EBV) DNA. Incorporating radiomic features, which quantify tumor characteristics from imaging, may enhance prognosis assessment.

Purpose

To investigate the predictive power of radiomic features on overall survival (OS), progression-free survival (PFS), and distant metastasis-free survival (DMFS) in NPC.

Materials and methods

A retrospective analysis of 183 NPC patients treated with chemoradiotherapy from 2010 to 2019 was conducted. All patients were followed for at least three years. The pretreatment CT images with contrast medium, MR images (T1W and T2W), as well as gross tumor volume (GTV) contours, were used to extract radiomic features using PyRadiomics v.2.0. Robust and efficient radiomic features were chosen using the intraclass correlation test and univariate Cox proportional hazard regression analysis. They were then combined with clinical data including age, gender, tumor stage, and EBV DNA level for prognostic evaluation using Cox proportional hazard regression models with recursive feature elimination (RFE) and were optimized using 20 repetitions of a five-fold cross-validation scheme.

Results

Integrating radiomics with clinical data significantly enhanced the predictive power, yielding a C-index of 0.788 ± 0.066 to 0.848 ± 0.079 for the combined model versus 0.745 ± 0.082 to 0.766 ± 0.083 for clinical data alone (pp Conclusions

The combination of multimodality radiomic features from CT and MR images could offer superior predictive performance for OS, PFS, and DMFS compared to relying on conventional clinical data alone.

Inter- and intra-rater reproducibility of quantitative T1 measurement using semiautomatic region of interest placement in myometrium

by Sadahiro Nakagawa, Takahiro Uno, Shunta Ishitoya, Eriko Takabayashi, Akiko Oya, Wakako Kubota, Atsutaka Okizaki

Purpose

This study aimed to investigate the inter- and intraobserver reproducibility of quantitative T1 (qT1) measurements using manual and semiautomatic region of interest (ROI) placements. We hypothesized the usefulness of the semiautomatic method, which utilizes a three-dimensional (3D) anatomical relationship between the myometrium and other tissues, for minimizing ROI placement variation, thereby improving qT1 reproducibility compared to the manual approach. The semiautomatic approach, which considered anatomical relationships, was expected to enhance reproducibility by reducing ROI placement variabilities.

Materials and methods

This study recruited 23 healthy female volunteers. Data with variable flip angle (VFA) and inversion recovery were acquired using 3D-spoiled gradient echo and spin echo sequences, respectively. T1 maps were generated with VFA. Manual and semiautomatic ROI placements were independently conducted. Mean qT1 values were calculated from the T1 maps using the corresponding pixel values of the myometrial ROI. Inter- and intraobserver reproducibility of qT1 values was investigated. The inter- and intraobserver reproducibility of qT1 values was evaluated by calculating the coefficient of variation (CoV). Further, reproducibility was evaluated with inter- and intraobserver errors and intraclass correlation coefficients (ICCs). Bland–Altman analysis was utilized to compare the results, estimate bias, and determine the limits of agreement.

Results

The mean inter- and intraobserver CoV of the qT1 values for semiautomatic ROI placement was significantly lower than those for manual ROI placement (p p p p Conclusion

Semiautomatic ROI placement demonstrated high reproducibility of qT1 measurements compared with manual methods. Semiautomatic ROI placement may be useful for evaluating uterine qT1 with high reproducibility.

New factors affecting wound healing and recurrence after pilonidal sinus surgery in adolescents; seborrheic dermatitis and psychiatric co‐occurring conditions

Abstract

Postoperative wound healing problems and recurrence remain common for pilonidal sinus disease (PSD). Our study aimed to examine the effect of comorbidities in addition to the classic known factors that may affect wound complications and recurrence after PSD surgery. We retrospectively analysed 282 adolescent patients operated on in our clinic between 2014 and 2021. We gathered the postoperative wound healing patterns of the patients under four groups. With a mean age of 15.49 ± 1.45, 59.9% (n = 169) were male, 40.1% (n = 113) were female and 23.8% (n = 67) had recurrence. When examined according to the wound healing groups, 53.5% (n = 151) had an uneventful wound, 22.6% (n = 64) had prolonged wound care, 17.7% (n = 50) of the postoperative wounds did not close and had a recurrence and 6% (n = 17) had recurrence after the wound was healed. The number of sinuses, abscess presentation and the incidence of comorbid disease in group 1 were found to be statistically significantly lower than all other groups. Seborrheic dermatitis, obesity and psychiatric diagnoses showed high statistical association with group 3 and acne with group 4. In patients with seborrheic dermatitis or psychiatric diagnosis, a significant correlation was found between wound healing according to the type of surgery (p < 0.05). The wound healing patterns of these patients after total excision and primary closure surgeries were included in Group 3 with a statistically significant high rate. As two new factors, the significance of the presence of seborrheic dermatitis and psychiatric comorbidities should be evaluated in these patients whose wounds remain open postoperatively and do not respond to primary wound care and eventually relapse. Further histologic and pathologic investigations are needed for seborrheic dermatitis and PSD relation. Awareness of these diseases may change the decision of the type of surgery, and their treatment within the same time may support wound healing and ultimately reduce recurrence.

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