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569 citation(s) found for "Guo, Yu".

Clinicopathologic, molecular, and treatment features of metastatic and distantly recurrent extramammary Paget disease: Mayo clinic experience
Suleiman, Riham , Guo, Ray, Lohman, Mary E. , Thomé, Stephan D. , Pagliaro, Lance C. , Bayne, Harry E Fuentes, Fuentes, Harry E , Markovic, Svetomir N. , Hálfdánarson, Þorvarður R. , Bayne, Harry E. Fuentes

The Oncologist | May 30, 2026 | Volume: 31 | Issue: 7 | Pages: No page available

10.1093/oncolo/oyag220 | PMID 42231129 Get It

Abstract Background Extramammary Paget disease (EMPD) is a rare cutaneous adenocarcinoma. While localized disease has an excellent prognosis, metastatic EMPD is aggressive with no standardized systemic therapy. This study characterizes the clinicopathologic and molecular landscape of metastatic/recurrent EMPD to identify therapeutic vulnerabilities. Patients and methods We conducted a retrospective cohort study of 26 patients with metastatic or distantly recurrent EMPD treated at Mayo Clinic (2000-2025). Descriptive statistics were used to summarize baseline characteristics. Survival outcomes were estimated using Kaplan–Meier methods, with group comparisons performed using log-rank testing. Continuous variables were compared using nonparametric tests, and categorical variables were analyzed using appropriate comparative tests. Pathway-level genomic correlations with TCGA reference cohorts were assessed using Spearman rank correlation. Treatment responses were retrospectively evaluated from radiologic reports. Results The cohort was predominantly male (73.1%) and White (92.3%), with a median age of 68 (IQR, 53-79). Lymph nodes were the most common metastatic site (61.5%). The median overall survival (OS) was 20.0 months (95% CI, 0-40.4). IHC showed universal CK7 and GATA3 positivity, with 80% androgen receptor (AR) expression. HER2 was positive (3+) or amplified in approximately one-third of cases. NGS revealed frequent mutations in TP53 (68.8%), ERBB2 (50%), and CDKN2A/B (50%). A “triple-hit” deletion at the 9p21 locus (CDKN2A/B/MTAP) was identified in 25% of cases. Genomic profiling showed strong similarity to HER2+ breast and urothelial carcinomas. HER2-directed therapy was associated with longer overall survival (median OS 73.0 months [95% CI, 0-177.9] vs 19.0 months [95% CI, 0-41.4]; HR 0.50 [95% CI, 0.0-177.9], P = .3), although this difference did not reach statistical significance. Conclusion Metastatic EMPD exhibits distinct clinicopathologic and molecular features, including high AR and HER2 expression, TP53 and CDKN2A/B alterations, and similarity to systemic HER2+ malignancies. The observed activity of HER2-directed therapies in this cohort suggests the potential value of further investigating biomarker-guided treatment strategies in metastatic EMPD. NGS-guided profiling may inform precision treatment strategies, including AR-targeted therapy and emerging MTAP-directed approaches.
TROPION-Urothelial03: A phase 2/3 study of datopotamab deruxtecan (Dato-DXd) + platinum chemotherapy (CT) vs gemcitabine + platinum CT in participants with locally advanced or metastatic urothelial carcinoma (la/mUC) with progression on or after enfortumab
Galsky, Matthew D., Drakaki, Alexandra, Basu, Arnab, Bedke, Jens, Loriot, Y, Kikuchi, Eiji, Guo, J Z , Garmezy, Benjamin, Sridhar, Srikala S., Klauss, G., Lin, Daisy, Liu, Chelsea, Powles, Thomas, Galsky, Matthew D. , Drakaki, Alexandra , McGregor, Bradley A. , Bedke, Jens , Loriot, Yohann , Sridhar, Srikala S , Liu, Chelsea, Apolo, Andrea B , Powles, Thomas

Journal of Clinical Oncology | May 28, 2026 | Volume: 44 | Issue: 16_suppl | Pages: No page available

10.1200/jco.2026.44.16_suppl.tps4642 Get It

TPS4642 Background: Although first-line (1L) EV + pembrolizumab has improved outcomes for patients with la/mUC, most experience disease progression, highlighting an unmet need for novel therapies. TROP2 is a glycoprotein highly expressed in several epithelial tumors, including UC. Dato-DXd is a TROP2-directed antibody–drug conjugate comprising an anti-TROP2 monoclonal antibody, a tetrapeptide-based cleavable linker, and a topoisomerase I inhibitor payload (DXd), designed to induce selective tumor-cell death and reduce systemic exposure to the payload. Dato-DXd has demonstrated durable efficacy and a manageable safety profile in patients with la/mUC both as monotherapy (TROPION-PanTumor01 [NCT03401385]) and in combination with immunotherapy (TROPION-PanTumor03 [NCT05489211]). We describe a Phase 2/3 trial comparing the efficacy and safety of Dato-DXd + platinum CT (carboplatin or cisplatin) vs gemcitabine + platinum CT in participants with la/mUC with disease progression on or after EV + pembrolizumab. Methods: TROPION-Urothelial03 (NCT07129993) is a global, multicenter, randomized, open-label, Phase 2/3 trial. In Part A (Phase 2), ~60 participants will be randomized 1:1 to receive Dato-DXd 4 or 6 mg/kg + platinum CT. In Part B (Phase 3), ~570 participants will be randomized 1:1 to receive Dato-DXd at the recommended Phase 3 dose (determined using Part A data) + platinum CT vs gemcitabine + platinum CT. Randomization in Part A is stratified by assignment of platinum CT (carboplatin vs cisplatin), and in Part B, by assignment of platinum CT, presence vs absence of liver metastasis at screening, and time to progression on 1L EV + pembrolizumab (<6 vs ≥6 months). Study treatment continues until disease progression, unacceptable toxicity, withdrawal of consent, death, loss to follow-up, or other reasons per protocol. Radiographic tumor assessments occur every 6 weeks for 54 weeks, then every 12 weeks. The primary endpoint of Part A is objective response rate (ORR) by investigator per Response Evaluation Criteria in Solid Tumours, version 1.1 (RECIST 1.1). The dual primary endpoints of Part B are progression-free survival (PFS) by blinded independent central review (BICR) per RECIST 1.1 and overall survival (OS). Secondary endpoints include duration of response by investigator per RECIST 1.1 (Part A), and PFS by investigator per RECIST 1.1 and ORR by BICR and investigator per RECIST 1.1 (Part B). In Part A, ORR will be summarized with 2-sided 95% exact confidence intervals using the Clopper–Pearson method by trial group. In Part B, PFS and OS will be compared between trial groups using a log-rank test stratified by randomization stratification factors, with hazard ratios from the stratified Cox regression model. Clinical trial information: NCT07129993 .
Phase II study of frontline gemcitabine, 5-fluorouracil/leucovorin, and cisplatin (GemFLP) in advanced urachal and non-urachal urinary tract adenocarcinoma.
Gao, J, Pagliaro, Lance C. , Guo, Charles, Czerniak, Bogdan, Thomas, Zachariah, Campbell, M, Siefker-Radtke, Arlene O., Crupi, Emanuele , Gao, Jianjun , Corn, Paul Gettys , Czerniak, Bogdan A. , Moussa, Mohammad Jad , Jiang, Cindy Y. , Alhalabi, Omar , Campbell, Matthew T. , Siefker-Radtke, Arlene Odelia

Journal of Clinical Oncology | May 27, 2026 | Volume: 44 | Issue: 16_suppl | Pages: 4515-4515

10.1200/jco.2026.44.16_suppl.4515 Get It

4515 Background: Adenocarcinomas of the urinary tract are rare malignancies with limited prospective data. Outcomes of triplet chemotherapy remain poorly defined. Methods: This was a prospective, single-arm, phase II study (NCT00082706) conducted at MD Anderson. Between 2005 and 2010, patients (pts) aged ≥18 years with ECOG 0–2 and metastatic or unresectable urachal (UA) or non-urachal adenocarcinoma (NUA) received frontline GemFLP (5-fluorouracil 200 mg/m² continuous infusion ×5 days with leucovorin 23 mg IV daily ×5; cisplatin 20 mg/m² IV daily ×5; gemcitabine 200 mg/m² IV on days 1 and 5). Best overall response (BOR) was assessed by imaging. Primary endpoints were objective response rate (ORR) and overall survival (OS); secondary endpoint was toxicity. PFS was calculated from treatment initiation and duration of response (DoR) from first CR/PR to progression or death; time-to-event endpoints were estimated by Kaplan–Meier (KM). Post hoc analyses evaluated baseline tumor markers (CEA, CA19-9, CA125, β-hCG) Treatment-related adverse events (TRAEs) were graded per CTCAE v5. Results: Forty-six pts were enrolled (28 UA, 18 NUA). Median age was 58 years; 41% were de novo metastatic, and 78% had visceral metastases. ORR was 44% (20/46). Among responders, median DoR was 8.6 months (95% CI 4.6–30.8). median PFS was 3.3 months (95% CI 2.3–8.4) and median OS (mOS) was 21.0 months (95% CI 15.9–35.3) There was no difference in PFS (p=0.39) or OS (p=0.99) between UA and NUA. Baseline CEA, CA19-9, CA125, and β-hCG were not associated with ORR or PFS. Higher baseline CA125 was associated with inferior OS (HR 1.33, 95% CI: 1.12–1.58; p =0.001) Subsequent systemic therapy was administered to 28 pts (60.9%); median number of subsequent treatment lines was 2 (range 1–5). The most common hematologic TRAEs were anemia (28.1%; grade ≥3 [G3] 12.5%), thrombocytopenia (21.9%; G3 12.5%), and neutropenia (12.5%; G3 9.4%). The most frequent non-hematologic TRAEs were dehydration (21.9%; G3: 6.2%), diarrhea (9.4%; G3 6.2%) and catheter-related thrombosis (9.4%; G3 9.4%). No grade 5 events occurred. Conclusions: In this prospective phase II study, frontline GemFLP achieved a 44% ORR with durable responses (mDoR 8.6 mo) and 21 mo mOS in advanced UA and NUA. Survival did not differ between UA and NUA subtypes. Baseline CA125 was associated with OS. Toxicity was manageable. These data provide a prospective benchmark for this rare disease. Clinical trial information: NCT00082706 . Variable UA (n=28) NUA (n=18) Characteristics Age, median [ICR] 58 [54– 62] 58 [54– 62] 67 [ 62-72] Race, n (%) White 22 (79) 11 61) Black 6 (21) 6 (33) Other 0 1 (6) Prior surgery for localized disease, n (%) 18 (64) 5 (28) Mets at baseline Any 24 (86) 7 (39) Lung 6 (21) 4 (22) Liver 3 (11) 0 Peritoneum 17 (61) 0 Bone 3 (11) 3 (17) Nodal-only mets 1 (3) 2 (10) Outcomes ORR (%) 43.5 35.7 55.6 BOR n (%) CR 4 (14) 2 (11) PR 6 (21) 8 (44) SD 11 (39) 4 (22) PD 6 (21) 3 (17) NE 1 (4) 1 (6)
Pemigatinib for untreated unresectable/metastatic cholangiocarcinoma (mCCA) with fibroblast growth factor receptor-2 (FGFR2) rearrangement: Phase 3 FIGHT-302 results.
Bekaii-Saab, Tanios S., Wilmink, Johanna, Garufi, Carlo , Tran, Nguyen H., Tortora, Giampaolo, Braud, Filippo de, Lonardi, Sara, Lin, E., Babiker, Hani M., Lin, Bruce, Ioannidis, Sonia, Gilmartin, Aidan, Janik, John E. , Guo, Yufei, Rimassa, Lorenza, Vogel, Arndt, Bekaii‐Saab, Tanios , Melisi, Davide , Tran, Nguyen H., Tortora, Giampaolo , Braud, Filippo de , Frödin, Jan‐Erik , Lonardi, Sara , Babiker, Hani M. , Fornaro, Lorenzo , Muñoz Martín, Andrés , Gilmartin, Aidan G., Vogel, Arndt

Journal of Clinical Oncology | May 27, 2026 | Volume: 44 | Issue: 16_suppl | Pages: 4017-4017

10.1200/jco.2026.44.16_suppl.4017 Get It

4017 Background: First-line mCCA treatment is chemotherapy and immunotherapy. Based on the phase 2 FIGHT-202 trial, pemigatinib was the first FGFR1-3 inhibitor approved in second line and beyond for mCCA with FGFR2 rearrangement. Results from the phase 3, randomized, global FIGHT-302 trial evaluating pemigatinib as first-line therapy are reported here (NCT03656536). Methods: Patients (pts) aged ≥18 y with previously untreated mCCA with FGFR2 rearrangement were randomized 1:1 to receive oral pemigatinib (13.5 mg once daily q21) or intravenous chemotherapy (1000 mg/m 2 gemcitabine + 25 mg/m 2 cisplatin d1,8 q21 ≤8 cycles) stratified by previous receipt of 1 chemotherapy cycle, geographic region, and tumor burden. Pemigatinib crossover was allowed for control arm pts progressing on chemotherapy. Primary end point was progression-free survival (PFS). Secondary efficacy, safety, and exploratory end points were also analyzed. Results: After prescreening >4000 pts, only 196 had FGFR2 rearrangement and were screened; 167 were randomized to receive pemigatinib (n=83) or chemotherapy (n=84) before closing the study early due to slow accrual. Baseline characteristics and demographics were similar between arms. Median PFS (mPFS) with pemigatinib versus chemotherapy was 8.3 versus 6.8 mo, respectively (hazard ratio [95% CI], 0.58 [0.39-0.87]; nominal P =.0078); secondary efficacy endpoints generally supported primary results (Table). Median OS was similar, although these results are confounded by FGFR inhibitor administration as second-line treatment. In the crossover group (n=42, second-line pemigatinib), mPFS was 8.1 mo. Safety was consistent with previous results (Table). Exploratory analyses of genetic co-alterations associated with treatment response will be presented. Conclusions: FIGHT-302 was the first phase 3 trial of a targeted therapy for untreated mCCA. Pemigatinb demonstrated superior activity and prolonged mPFS compared with first-line chemotherapy. The results confirm the current management paradigm of pemigatinib administration after disease progression on chemotherapy. Clinical trial information: NCT03656536 . Pemigatinib Gemcitabine + cisplatin mPFS (95% CI), mo a 8.3 (6.5-12.2) 6.8 (6.1-8.3) Objective response rate, n/N (%) a 39/83 (47) 13/84 (15.5) Median duration of response (95% CI), mo a 14.2 (8.7-24.7) 6.3 (4.3-not estimable) Median overall survival (95% CI) a,b , mo 24.4 (18.6-35.9) 25.0 (18.7-34.2) Treatment related TEAEs, n/N c (%) 80/83 (96) 70/73 (96) Serious TEAEs, n/N (%) c,d 23/83 (28) 17/73 (23) Grade ≥3 TEAEs, n/N (%) c 65/83 (78) 49/73 (67) TEAEs leading to treatment discontinuation, n/N (%) c 5/83 (6) 8/73 (11) Fatal TEAE, n/N (%) c,d 3/83 (4) 0 a All randomized pts. b Interpretation limited by second-line treatment with FGFR inhibitor in gemcitabine + cisplatin arm. c Pts who received ≥1 study dose. d None deemed treatment related.
Earlier CRS identification with continuous wearable monitoring in outpatient CAR T-cell therapy.
Paludo, Jonas, Pettinati, Michael, Guo, Christine, Ruff, Michael W. , Holmes, Lucy , Haugen, Kelsey L., Amundson, Michelle, Khurana, Arushi , Bennani, Nabila Nora, Wang, Yucai, Kourelis, T., Kumar, Shaji, Kapoor, Prashant , Abdallah, Nadine, Ansell, Stephen M., Haddad, Tufia C. , Lin, Yi, Paludo, Jonas , Pettinati, Michael J. , Pritchett, Joshua C. , Holmes, Lucy M., Haugen, Kelsey, Kourelis, Taxiarchis , Kumar, Shaji , Binder, Moritz , Abdallah, Nadine , Ansell, Stephen M. , Routman, David M.

Journal of Clinical Oncology | May 27, 2026 | Volume: 44 | Issue: 16_suppl | Pages: 1633-1633

10.1200/jco.2026.44.16_suppl.1633 Get It

1633 Background: CAR-T cell therapy has transformed outcomes of hematologic malignancies and is poised to expand into solid malignancies. However, broader use of CAR-T remains constrained by the need for timely cytokine release syndrome (CRS) detection. Current episodic monitoring may miss early physiologic changes. Wearable digital health technologies (DHTs), offering continuous monitoring and real-time alerts, could enable earlier CRS detection, further support outpatient delivery, and expand access to CAR-T and potentially other immunotherapies associated with CRS. Methods: This single-center observational study (NCT05018208) enrolled patients receiving FDA-approved CAR-T products in the outpatient setting at Mayo Clinic, Rochester MN. Management of post-CAR-T complications (e.g. CRS) followed the institution’s standard of care. Patients were monitored from day -5 to day +30 post infusion with intermittent remote patient monitoring (SoC) and an arm-worn wearable device for continuous monitoring (DHT). Patients were included in this analysis if DHT data were available for ≥ 5h of data/day or ≥ 2h of data/night on ≥2 days or nights for baseline and ≥1 day or night within 72h prior to CRS, or at least 2h within 4h of CRS onset, or if DHT was available for ≥7 days/nights post infusion with no CRS event. CRS detection time by DHT was defined as the onset of pyrexia or threshold-based deviation from an individual’s baseline pulse distributions. Results: 32 patients were included in this report (median age 64 years, gender 12 F/20 M, diagnoses 18 MM/14 NHL). 25 patients experienced a CRS event, with maximum CRS grades ranging from 1-3 (16 G1, 8 G2, 1 G3). 24/25 patients with CRS required tocilizumab/steroid. Median CRS onset time was 3.4 days (range 0.4-18.4). 12/32 patients had sufficient DHT data (7 CRS, 5 no CRS) for analysis. 5 patients with CRS had a DHT detection time in advance of the SoC by a median of 13h (range 2.8 - 69.2). The DHT prediction of CRS by baseline HR change was earlier than the first episodic fever by a median of 14.5h (range 13-77.5). The remaining 2/7 patients who did not have CRS detected by the DHT had missing DHT data for more than 45h before a treated CRS event. DHT detected CRS in 2/5 patients without CRS according to SoC. One patient had fever caught with intermittent monitoring. The other was treated for neutropenia fever with suspicion of CRS and/or infection. Conclusions: These results offer evidence that continuous DHT can identify CRS events earlier than intermittent monitoring (SoC). Despite limitations related to compliance with wearable device use and data missingness, and variability in clinical management of CRS, we highlight the usability of DHT and its potential for future studies with optimized strategies to address these limitations. Clinical trial information: NCT05018208 .
Shifting Patterns in Invasive Melanoma: Temporal Trends and Synoptic Reporting Compliance in a 5‐Year (2020–2024) Cohort of 6390 Cases
Dacosta, A, Guo, Ruifeng , DaCosta, Adilson , Guo, Ruifeng

International Journal of Dermatology | May 21, 2026 | Volume: 65 | Issue: 9 | Pages: 1986-1990

10.1111/ijd.70480 | PMID 42163414 Get It

Defining the BTK-dependent chromatin-informed gene regulatory network in chronic lymphocytic leukemia
Guo, Qianqian, Darby, Heather, Parikh, Sameer, Kay, Neil, Wang, Zhiquan , Han, Weiguo , Darby, Heather , Sinha, Sutapa , Yu, Chuanhe , Parikh, Sameer, Kay, Neil

No container title available | May 15, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-9485118/v1 Get It

Abstract Bruton tyrosine kinase (BTK) is central to chronic lymphocytic leukemia (CLL) biology, yet the regulatory programs that depend on BTK remain poorly defined. Here, we used acute NX-5948 (Bexobrutideg)-mediated BTK degradation to define BTK-dependent regulatory circuitry in CLL. Integrating early transcriptional and chromatin responses with chromatin-state annotation, target-gene linkage, and transcription factor assignment, we resolved a chromatin-informed framework linking BTK loss to downstream gene-regulatory output. This framework is separated into two directional programs: a dominant BTK-maintained network that collapsed after BTK degradation and a smaller BTK-released network that emerged upon BTK loss. BTK-responsive elements were concentrated in promoter- and enhancer-linked chromatin compartments, consistent with a model in which BTK-dependent transcriptional output is mediated through specific active regulatory elements. Functional validation in a CLL-like cell model provided orthogonal support for the NFAT-linked component of the BTK-maintained regulatory circuitry. BTK-dependent regulon activity was associated with clinical outcome, and projection of bulk-derived programs into longitudinal single-cell RNA-seq resolved malignant CLL cells into distinct regulatory states with maintained-like and released-like features. Together, this work defines BTK-dependent regulatory programs in CLL through a chromatin-informed framework linking BTK activity to gene-regulatory output. These findings lay the foundation for understanding how BTK-dependent circuitry contributes to malignant cell-state diversity, clinical outcome, and remodeling during therapy.
Predictive Modeling of Early Mortality After Left Ventricular Assist Device Implantation: A Single-Center Exploratory Analysis
Lu, Shi , Liu, Junjiang , Liu, Dingqian , 郝光伟, Tu, Guowei , Guo, Kefang , Dong, L L, Huo, Ran , Lee, Aurora , Wang, Chunsheng, Sun, Xiaoning, Huo, Ran

No container title available | May 12, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-9391241/v1 Get It

Abstract Background: Early postoperative mortality remains a major clinical challenge in left ventricular assist device implantation. Accurate preoperative identification of high-risk patients could optimize candidate selection and improve perioperative management. Methods: From February 2021 to March 2025, 60 patients who underwent LVAD implantation at Zhongshan Hospital, Fudan University were included in the present study. Early mortality was defined as death within 2 months postoperatively, a threshold derived from survival analysis showing a distinct early hazard phase. Preoperative demographic, echocardiographic, hemodynamic, and laboratory variables were evaluated. Predictor selection used least absolute shrinkage and selection operator (LASSO) logistic regression with 10-fold cross-validation, followed by multivariable Firth logistic regression. Internal validation employed bootstrap resampling (1,000 iterations). Results: The mean age was 55 ± 10 years, and 50 (83%) patients had dilated cardiomyopathy. Kaplan–Meier analysis indicated an early hazard phase, with all deaths occurring by ~ 1.7 months after implantation. LASSO selected age, MELD-XI, passive cardiac index (PasCI), and mixed venous oxygen saturation (SvO₂) for multivariable modeling. In the final Firth model, lower SvO₂ (odds ratio [OR] 0.92; 95% CI 0.83–1.00; p = 0.048) and older age (OR 1.13; 95% CI 1.00–1.35; p = 0.059) were associated with higher early mortality. Internal validation yielded an optimism-adjusted AUC of 0.84. Conclusions: In this exploratory study, lower preoperative SvO₂ and older age were the principal predictors of early mortality after LVAD implantation. Our internally validated risk assessment model supports preoperative risk prediction and stratification; however, confirmation in larger, multicenter cohorts is warranted before broader adoption. (246/250)
Hybrid Curriculum Learning for Data-Efficient Lung Nodule Detection with YOLOv11
Luo, Yi , Guo, Yike, Hooshangnejad, Hamed , Feng, Xue , Chen, Quan, Zhou, Zongwei , Chen, Yaxi , Hu, Yipeng, Zhang, Rui, Ding, Kai , Feng, Xue , Ding, Kai , Zhou, Zongwei

Diagnostics | May 11, 2026 | Volume: 16 | Issue: 10 | Pages: 1441

10.3390/diagnostics16101441 | PMID 42196807 Get It

Background/Objectives: Accurate detection of pulmonary nodules on chest CT is critical for lung cancer screening, yet training robust detectors remains challenging due to the high cost of reliable annotations. In this work, we present a systematic study of curriculum learning for CT-based lung nodule detection on the enhanced LUNA25 benchmark and propose a hybrid curriculum learning framework for data-efficient optimization. Methods: Our approach estimates sample difficulty by fusing clinically interpretable handcrafted factors such as nodule size and count with model-driven signals such as prediction confidence from a teacher model, and constructs a three-stage progressive training curriculum from easy to hard samples. Using YOLOv11s as a strong baseline, the proposed hybrid curriculum is compared against conventional training without curriculum learning and against single-source curricula. Results: On the held-out LUNA25 test set, hybrid curriculum learning increases mAP50 from 0.672 to 0.696, mAP50–95 from 0.369 to 0.385, recall from 0.588 to 0.634, and precision from 0.725 to 0.764. Extensive data-efficiency experiments with proportional reductions (1/2, 1/5, 1/10) and fixed training samples (5000–40,000 slices) further confirm consistent gains across limited-data regimes. Conclusions: These results demonstrate that jointly leveraging intrinsic image complexity and optimization-aware feedback provides effective sample scheduling for robust and data-efficient lung nodule detection.