Kumari, Roopa

Abstract Deep learning models enable the prediction of clinical endpoints from whole-slide images (WSIs), but many such models function as “black boxes”, lacking transparency about whether and which histomorphological patterns drive their predictions, hindering interpretability and clinical adoption. Here we propose a human-in-the-loop explanation framework, MorphoXAI, which provides both local and global interpretability for deep learning models by incorporating human-expert interpretations. At the global level, it reveals the histomorphological patterns on which the model consistently relies to distinguish between classes of WSIs, as well as the patterns associated with confusion between classes. At the local level, it indicates which of these patterns are used in the prediction of an individual WSI and which regions within the slide correspond to such patterns. We validated our method on a deep learning model trained for ovarian tumor histologic subtype prediction. The results show that our framework generates explanations that accurately reflect the histomorphology underlying the model’s predictions at both global and local levels. For interpretability and clinical utility in diagnostic contexts, human evaluation results showed that our explanations were easy to interpret, rich in diagnostic features, and directly helpful for diagnostic decision-making, thereby enhancing pathologist-AI collaboration. Our work highlights that unifying global and local explanations and grounding them in expert-interpreted morphology enhances the interpretability and verifiability of deep learning models, thereby facilitating the transparent deployment of such models in clinical practice.

ABSTRACT Weight recurrence is a late complication after Roux-en-Y gastric bypass. The transoral outlet reduction (TORe) emerged as an endoscopic alternative to revisional surgery for weight recurrence due to a dilated and incompetent gastrojejunal anastomosis. The procedure has been documented as safe and effective in clinical trials and other high-quality medical literature. Several cases of squamous metaplasia of the gastric pouch after repeated TORe procedures using argon plasma coagulation have been reported. We present a case of a late-onset adenocarcinoma of the gastrojejunal anastomosis after a TORe procedure performed using argon plasma coagulation and suturing.

Summary Introduction Obesity is characterized by chronic low‐grade inflammation. This study presents an updated systematic review and meta‐analysis on the effect of caloric restriction (CR) and intermittent fasting (IF) on plasma inflammatory biomarkers (C‐reactive protein [CRP], tumor necrosis factor [TNF]‐alpha, and interleukin [IL]‐6) in individuals with obesity/overweight compared with unrestricted or ad libitum feeding. Methods PubMed, Web of Science, and SCOPUS databases were searched for randomized controlled trials (RCTs) reporting inflammatory biomarkers after at least 8 weeks of intervention. Standardized mean differences (SMDs) were calculated using a fixed effect model. Heterogeneity was determined using I 2 statistics. Sensitivity analysis was conducted using the “leave‐one‐out” approach. Results Relatively few RCTs have investigated the effect of IF on inflammatory biomarkers than with CR (6 vs. 15). Analysis of pooled data showed that CR was associated with a significant reduction in CRP with low heterogeneity (SMD −0.15 mg/L [95% CI −0.30 to −0.00], p = 0.04; I 2 = 0%, p = 0.69) and IL‐6 with high heterogeneity (SMD −0.31 pg/mL [95% CI −0.51 to −0.10], p = 0.004; I 2 = 73%, p = 0.001). IF was associated with a significant decrease in TNF‐alpha with moderate heterogeneity (SMD −0.32 pg/mL [95% CI −0.63 to −0.02], p = 0.04; I 2 = 44%, p = 0.13). No associations were detected between IF and CRP or IL‐6 and CR and TNF‐alpha. Conclusion CR may be more effective in reducing chronic low‐grade inflammation than IF. However, there were some concerns regarding the included studies' randomization and allocation sequence concealment process.

Abstract Importance: Severe gender gap in academic research output is pervasive across all medical specialties, including hematology and oncology. Objective: This bibliometric study aimed to investigate the representation of females in premier first and last authorship positions of hematology- and oncology-related randomized controlled trials (RCTs) published between 2000–2022. Additionally, we investigated the trend of females in first authorship positions with a male or female senior author. Design: Bibliometric analysis of clinically oriented hematology and oncology RCTs published between 2000 and 2022 across all PubMed-indexed journals. Participants: First and last authors of 5,891 hematology- and oncology-related RCTs. Main Outcomes: Change in the proportion of female first and senior authors and the proportion of RCTs with the same and cross-gender dyads of first and senior authors. Results: 5,891 RCTs were available with identifiable gender of first and senior authors. A total of 49 countries and 62 journals were represented in our study sample. The proportion of females in our study population was 22.9% (n = 1,349) in the first authorship and 17.5% (n = 1,032) in the senior authorship positions and were predominantly affiliated with institutions in high-income countries (94.1%, n = 1,270 and 95.3%, n = 984). We also noted a significant upward trend in the percentage of female authors in the first authorship position (16.3% in 2000 to 32.4% in 2022, p = 0.001) between 2000 and 2022; the trend was stronger with male than female senior authors. However, the odds of the females in the first authorship position with a female senior author were significantly higher only when both authors came from high-income countries [OR = 1.702 (95%CI 1.461–1.984; p < 0.0001]. The proportion of female senior authors remained stable during the study period. Conclusions and Relevance: Despite early trends in closing the gender gap in the authorship of hematology- and oncology-related RCTs, females remain severely underrepresented in premier authorship positions. The increasing proportion of female authors in the first authorship position with a male senior author indicated that a more inclusive effort to train, mentor, and encourage young female physician-scientists with the involvement of senior male and female researchers will likely accelerate the overall increase in female authorship.