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MicroRNA Control of Hepatocyte–Stromal Crosstalk in the Early Premalignant Microenvironment of HBV-Associated HCC
Sartorius, Kurt , Kramvis, Anna , Chuturgoon, Anil A. , Chuturgoon, Anil

Mayo Clinic

International Journal of Molecular Sciences | August 24, 2026 | Volume: 27 | Issue: 17 | Pages: 7581

10.3390/ijms27177581 | PMID 42737483 Get It

Chronic hepatitis B virus (CHB) infection remains a major cause of hepatocellular carcinoma (HCC), yet the premalignant microenvironment that links to HBV-associated HCC (HBV-HCC) is still poorly defined. This review synthesizes evidence that HBV-infected hepatocytes function as signaling hubs that, through microRNA (miRNA)-regulated crosstalk with Kupffer cells, liver sinusoidal endothelial cells, hepatic stellate cells and cancer-associated fibroblasts (CAFs), progressively remodel the liver from an antiviral tissue into a premalignant and early tumor microenvironment. Across the HBV-HCC continuum, a core set of dysregulated miRNAs, including miR-21, miR-29a/b, miR-122, miR-146a, miR-155, miR-200a, miR-126, miR-210 and the miR-130/301 family, coordinates transition from innate antiviral responses to HSC activation, extracellular matrix deposition, mechanotransduction, angiogenesis, chronic inflammation and cancer-associated CAF programing. By mapping these stage-specific miRNA networks onto acute infection, CHB, early fibrogenesis, advanced fibrosis and CAF-rich dysplastic states, the review reframes HBV-HCC pathogenesis as a sequence of miRNA-guided hepatocyte–stromal states rather than a purely hepatocyte-intrinsic process. This perspective suggests that composite, cell-type-resolved miRNA signatures in serum or liver tissue could serve as biomarkers for identifying CHB patients who are entering a premalignant microenvironment before conventional surveillance markers become abnormal. It further highlights miRNA hubs that couple antiviral, fibrogenic, angiogenic and CAF-associated signaling as potential therapeutic targets for reprograming the HBV-driven premalignant microenvironment, with the long-term goal of intercepting HBV-HCC development at earlier, microenvironmentally defined stages.
T-cell immunosenescence limits CD19 CAR T-cell function in chronic lymphocytic leukemia
Noll, Julia Han , Dersh, Devin , Li, Jiang Yuan, Hemani, Humza , Lavorando, Maya, Bartoszek, Robert, Amses, Kevin R. , Jain, Ankita , Minehart, Janna , Shestov, Max A, Camerini, Elena , Loren, Alison W., Woyach, Jennifer A. , Goronzy, Jorg Josef, Kater, Arnon P. , Porter, David L., Bushman, Frederic D, Levine, Bruce L. , June, Carl H. , Long, Meixiao, Weng, Nan‐ping , Diorio, Caroline, Ramirez-Fernandez, Angel , Paruzzo, Luca , Camerini, Elena , Peters, Fleur S , Huang, Xiao , Woyach, Jennifer A , Kater, Arnon P , Ruella, Marco , Byrd, John C , Schuster, Stephen J , Siegel, Donald L , Levine, Bruce L , June, Carl H , Frey, Noelle V , Cohen, Adam D , Garfall, Alfred L , Long, Meixiao , Maus, Marcela V , Weng, Nan-Ping , Fraietta, Joseph A , Bartoszek, Robert L. , Ho, Matthew , Paruzzo, Luca , Shestov, Max, Loren, Alison W. , Goronzy, Jörg J. , Ruella, Marco , Byrd, John C. , Powell, Daniel J. , Gill, Saar , Porter, David L. , Schuster, Stephen J. , Bushman, Frederic D. , Frey, Noelle V. , Cohen, Adam D. , Garfall, Alfred L. , Diorio, Caroline J.

Mayo Clinic

Blood Journal | August 24, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1182/blood.2025032274 | PMID 42636161 Get It

CD19-directed CAR T-cells (CTL019) can produce durable remissions in chronic lymphocytic leukemia (CLL), but therapeutic success depends on whether autologous T-cells expand, persist, and retain cytotoxic function after manufacturing. Failure of CLL T-cells is often attributed to exhaustion, although many dysfunctional CLL T-cells retain inflammatory cytokine production. We tested whether this paradox reflects immunosenescence, an aging-like program defined by costimulatory loss, DNA damage, inflammatory secretion, repertoire restriction, and proliferative arrest. In response-linked preinfusion CTL019 products, nonresponders and short partial responders had higher senescence and senescence-associated secretory phenotype (SASP) programs than the functional-responder group, comprising complete responders and partial responders with transformed disease. These programs were detectable before infusion and became more prominent during manufacture in susceptible products. They tracked with weak in vivo CAR T-cell expansion and were associated with inferior survival. Serum proteomics revealed a circulating, CLL-associated SASP-like inflammatory milieu in nonresponders. Flow cytometry and T-cell receptor (TCR) profiling showed that poor responders carried CD27⁻CD28⁻ and KLRG1⁺ CD8 T-cells at apheresis, lower product CD27, and reduced product TCR diversity. Research-manufactured CAR T-cells from treatment-naïve CLL samples displayed the same state, most prominently in CD4 CAR T-cells, with SA-β-gal, p16, p53, DNA damage, depletion of less-differentiated states, and senescence-enriched transcriptomes. Under repeated CD19 stimulation, CLL-derived products reached a proliferative ceiling, and p53-high products lost cytotoxic reserve. Ibrutinib improved proliferative fitness, attenuated senescence-associated features and SASP output in paired patient and direct-exposure assays, and enhanced CAR T-cell expansion in an ibrutinib-resistant CLL model. Together, these data identify immunosenescence as a measurable and functionally consequential barrier to CAR T-cell efficacy in CLL and a candidate for therapeutic modulation.
Immune Checkpoint Inhibitor Therapy of Malignancy in Kidney Transplant Recipients: Analysis of Real-world Outcomes
Roudkoli, Ali Rezazadeh , Barbir, Elena-Bianca , Aboelatta, Mohamed A., Haivas, Claudia-Denise, Kavousi, Shahin , Kukla, Aleksandra, Dudek, Arkadiusz Z. , Rezazadeh, Ali , Dudek, Arkadiusz Z , Aboelatta, Mohamed A. , Smith, Byron H. , Kukla, Aleksandra

Mayo Clinic

Transplantation Direct | August 24, 2026 | Volume: 12 | Issue: 9 | Pages: e1992

10.1097/txd.0000000000001992 | PMID 42644204 Get It

Background. The use of immune checkpoint inhibitors (ICIs) in kidney transplant recipients (KTR) for cancer treatment is limited by concerns of allograft rejection and uncertain oncologic efficacy. Methods. We conducted a single-center retrospective study of KTR with unresectable or metastatic malignancies treated between 2018 and 2025. The primary study cohort included 33 patients treated with ICI, whose outcomes were compared with 20 matched KTR treated with non-ICI systemic chemotherapy (SC). Results. KTR treated with ICI achieved an objective response rate of 36.4% (12/33) versus 30.0% (6/20) with SC, and a clinical benefit rate of 54.5% (18/33) versus 35.0% (7/20); neither difference was statistically significant (objective response rate P = 0.77; clinical benefit rate P = 0.27). Disease progression occurred in 81.8% of ICI-treated patients and 95.0% of SC-treated patients ( P = 0.23), and death because of cancer progression occurred in 63.6% and 75.0%, respectively ( P = 0.58). Median progression-free survival was 7.3 mo (95% confidence interval [CI], 4.3-10.8 mo) in the ICI group versus 4.1 mo (95% CI, 2.8-6.3 mo) in the SC group (log-rank P = 0.156). Median overall survival was 15.1 mo (95% CI, 7.6-37.3 mo) with ICI versus 8.7 mo (95% CI, 4.9-14.8 mo) with SC (log-rank P = 0.079). Posttreatment allograft rejection occurred in 12.1% of ICI-treated patients and 0.0% of SC-treated patients ( P = 0.29), with irreversible graft loss in 3.0%. Grade ≥2 immune-related adverse events occurred in 12.1% of ICI-treated patients, and no treatment-related deaths were observed. Conclusions. ICI therapy was associated with a trend toward longer overall survival when compared with SC and with a low rate of rejection and allograft loss.
A Phase 2 Study of Berzosertib in Combination with Carboplatin compared to Docetaxel with Carboplatin in Metastatic Castration-Resistant Prostate Cancer
Choudhury, Atish D. , Zhong, Caiwei , Xie, Wanling , Kochupurakkal, Bose , Wu, Peter I-Fan , Riaz, Irbaz Bin , Liu, Ruolin , Yang, David D. , Folefac, Edmund , Lee, Daniel , McKay, Rana R. , Pace, Amanda F. , Adalsteinsson, Viktor A. , Kunos, Charles A., Gore, Steven D. , Das, Biswajit , Taplin, Mary‐Ellen , Kochupurakkal, Bose S , Parikh, Mamta , Einstein, David J , Kessler, Elizabeth , Mayer, Tina , McKay, Rana R , Pace, Amanda , Mouw, Kent W , Chen, Li , Adalsteinsson, Viktor A , Van Allen, Eliezer M , Kunos, Charles , Gore, Steven D , Das, Biswasjit , D'Andrea, Alan , Taplin, Mary-Ellen , Shapiro, Geoffrey I , Choudhury, Atish D , Riaz, Irbaz B , Xie, Wanling , Wu, Peter I-Fan , Mouw, Kent W. , D’Andrea, Alan D. , Shapiro, Geoffrey I.

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Cancer Research Communications | August 24, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1158/2767-9764.crc-26-0488 | PMID 42636061 Get It

Abstract Purpose: Inhibitors of the Ataxia telangiectasia and Rad3-related (ATR) protein kinase, a critical component of the DNA damage repair response, have synergistic anti-cancer activity with platinum compounds in preclinical models. We therefore conducted a Phase 2 study of the ATR inhibitor berzosertib+carboplatin vs. docetaxel+carboplatin in metastatic castration-resistant prostate cancer. Patients and Methods: Patients previously treated with at least one androgen receptor pathway inhibitor and taxane underwent mandatory biopsy and were randomized 1:1 to receive Arm A (docetaxel 60 mg/m2+carboplatin AUC4 day 1; or carboplatin AUC5 if not a docetaxel candidate) or Arm B (berzosertib 90 mg/m2 days 2,9+carboplatin AUC5 day 1) every 21 days. The primary endpoint was overall response rate (ORR; ≥50% PSA decline or radiographic response). Results: Of 73 randomized patients, 65 received protocol treatment: 34 on Arm A (26 docetaxel+carboplatin; 8 carboplatin alone) and 31 on Arm B. Thirteen patients (38%) in Arm A and 20 (65%) in Arm B had ≥Grade 3 treatment-related adverse events (TrAEs). ORR was 15% in Arm A (5/34; 5/26[19%] with docetaxel+carboplatin) and 0% in Arm B (0/31). At interim analysis after 65 of planned 130 patients were treated, enrollment was halted due to futility. Homologous recombination repair deficiency status from tissue and blood did not correlate with clinical outcomes, but ATM-deficiency or high levels of phoshpo-KAP1 detected in tissue was associated with clinical benefit across both arms of the trial. Conclusions: Berzosertib+carboplatin demonstrated lower ORR and more frequent ≥grade 3 TrAEs compared to docetaxel+carboplatin in this heavily pre-treated, biomarker-unselected population. NCT03517969
TDP-43–Associated Neurodegenerative Disease Conceptualization and Integrated Staging
Benatar, Michael, Lagier‐Tourenne, Clotilde , Gregory, Jenna, Al-Chalabi, Ammar, Boeve, Bradley F., Maragakis, Nicholas J., Wuu, Joanne, Zeier, Zane, Onyike, Chiadi, Lewcock, Joe, Hovinga, Collin, Jafar-nejad, Paymaan, Uspenskaya, Olga, Simmons, Adam, Browne, Susan E., Rohrer, Jonathan, Petrucelli, Leonard, Shapiro, Jacquelyn, Scharper, Deb, Boxer, Adam, Staffaroni, Adam M. , Dacks, Penny, Dave, Kuldip D. , Majo, Martina de, Mitic, Laura, Fradette, Stephanie , Haeberlein, Samantha Budd , Simuni, Tanya, Dunn, Billy, Lee, Edward B., Js, Gregory , Benatar, Michael, Barmada, Sami, Jicha, Gregory A. , Al‐Chalabi, Ammar , Boeve, Bradley F. , Jack, Clifford R. , Seeley, William W. , Maragakis, Nicholas J. , Wuu, Joanne , Zeier, Zane R. , Hovinga, Collin A. , Jafar‐Nejad, Paymaan , Uspenskaya, Olga, Simmons, Adam, Browne, Susan E. , Petrucelli, L, Ostrow, Lyle W. , Dacks, Penny A. , Turner, Martin R. , Majo, Martina de , Simuni, Tanya , McMillan, Corey T. , Lee, Edward B.

Mayo Clinic

JAMA Neurology | August 24, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1001/jamaneurol.2026.2812 | PMID 42636000 Get It

Importance Classifying disease based on underlying pathobiology rather than clinical phenotype has implications for the development of biomarkers and therapy development. Observations Transactive response DNA-binding protein 43 kDa (TDP-43) pathology is observed across a range of clinically defined neurodegenerative disorders including limbic predominant age-related encephalopathy (LATE), most cases of amyotrophic lateral sclerosis (ALS), inclusion body myositis, multisystem proteinopathy, and approximately half the cases of frontotemporal dementia (FTD). Despite this shared biology, the current nosology for these neurodegenerative disorders is based on their distinct clinical phenotypes. An alternative approach recognizes the central role of TDP-43 pathology in disease pathogenesis, reserving the use of clinical terms like ALS, FTD, or LATE to describe phenotypic manifestations of underlying pathobiology. This approach also recognizes the converging biomarker and neuropathological data indicating that pathology begins presymptomatically, before the overt clinical manifestations of disease appear. Conclusions and Relevance In proposing a pathobiological definition of disease, the goal is to provide a road map for developing biomarkers that accurately reflect the underlying pathobiology of disease and for advancing therapeutic candidates that effectively target fundamental disease mechanisms.
Epidemiologic Study of Transfusion-Related Alpha-Gal Syndrome
Kaufman, Richard M., Hoen, Anne G., Khan, Jenna, Knudson, C. Michael, Romero, Andres E. Mindiola, Mo, Allison , Takanashi, Minoko , Collaborative, UPTICK Study Group; for the Biomedical Excellence for Safer Transfusion (BEST), Cardigan, Rebecca, Stanworth, Simon J., Commins, Scott P. , Scherer, Emily A., Davenport, Robertson D., Afraz, Sajjad, Andrews, Jennifer , Casey, John, Sullivan, Jensyn Cone , Cousins, Clara C. , Giorgi, Valeria De , Delaney, Meghan, DelBaugh, Regina M. , Gilstad, Colleen W. , Gofton, Alexander , Hill, Kate, Hogan, Keenan , Humbrecht, Catherine , Ikeda, Kazuhiko, Javanbakht, Ayda, Juskewitch, Justin E, Wojtowicz, Monique M. Menzies, Miller, Maureen J., Mills, Georgia, Nelson, Anna C. , Pauly, Marie C., Poisson, Jessica , Raval, Jay S., Samy, Nikitha, Sato, Tomohiko, Takeda, Yoshinori , Thibodeaux, Suzanne R. , Nunen, Sheryl van, Virk, Mrigender S., West-Mitchell, Kamille, Yamanouchi, Jun, Yoshihara, Satoshi, Zheng, X. Long, Ziman, Alyssa, Cone Sullivan, Jensyn , Kaufman, Richard Max , Hoen, Anne Gatewood , Knudson, Charles Michael , Metcalf, Ryan A. , Schäfer, Richard , Dunbar, Nancy M. , Cardigan, Rebecca A. , Stanworth, Simon J., Scherer, Emily A. , Cervinski, Mark A , Arai, Yasuyuki , Brugnara, Carlo , Allen, Elizabeth S. , Aurich, Konstanze , Casey, John , Cohn, Claudia S. , Crowe, Elizabeth P , Delaney, Meghan , Hendrickson, Jeanne E. , Hill, Kate, Ikeda, Kazuhiko , Jacquot, Cyril , Javanbakht, Ayda , Juskewitch, Justin E. , Lu, Wen , Wojtowicz, Monique Menzies , Miller, Maureen J. , Nelson, Anna , Pagano, Monica B. , Pauly, Marie-Christin , Saifee, Nabiha H , Sato, Tomohiko, Takeda, Yoshinori, Tiberghien, Pierre , Nunen, Sheryl van, Virk, Mrigender , Wood, Erica M , Yoshihara, Satoshi , Zheng, X. Long, Ziman, Alyssa

Mayo Clinic

JAMA Internal Medicine | August 24, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1001/jamainternmed.2026.3983 | PMID 42636004 Get It

Importance Recent case reports suggest that B antigen–containing blood products may be associated with anaphylactic transfusion reactions in recipients with preformed immunoglobulin E to galactose- α -1,3-galactose (alpha-gal). Objective To test the association of local alpha-gal syndrome (AGS) prevalence and allergic transfusion reaction (ATR) in patients with blood type O. Design, Setting, and Participants In this international, multicenter, retrospective cohort study at academic medical centers, sites were assigned to AGS high- or low-prevalence clusters based on the known geographic distribution of AGS. Data were collected on platelet or plasma transfusions and ATRs during 2020 to 2024. Consecutive patients receiving platelet or plasma transfusions were included. Exposures Patients with blood type O who received B or AB units and patients with blood type O who received O units (reference group) in AGS high- and low-prevalence clusters were compared. Main Outcomes and Measures Before data collection, the hypothesis was that if transfusion-related alpha-gal syndrome (TRAGS) is a true clinical entity, excess ATRs to group B or AB units would be detected in AGS high-prevalence regions exclusively. The main measure was the overall risk ratio (RR) for ATRs to B or AB plasma or platelets in AGS high- vs low-prevalence clusters. Results In total, 558 823 platelet and plasma transfusions at 40 sites in 5 countries were analyzed, of which ATRs occurred in 1744 transfusions (0.3%). In the US AGS high-prevalence cluster (9 sites), significantly more ATRs of any severity occurred among patients with blood type O who received B or AB units vs patients with blood type O who received O units (overall RR, 3.93; 95% CI, 2.96-5.21; P < .001). In contrast, in the primary analysis of the AGS low-prevalence cluster (15 sites), excess ATRs to B or AB units were not detected. In subgroup analyses among patients with blood type O receiving B units, the RR for moderate to severe ATRs was 9.14 (95% CI, 5.39-15.52; P < .001) in the AGS high-prevalence cluster vs 2.15 (95% CI, 1.34-3.47; P = .002) in the AGS low-prevalence cluster. Outside the US, a signal consistent with TRAGS was not detected. Conclusions and Relevance This cohort study provides provocative epidemiologic evidence that TRAGS may be a unique manifestation of AGS and a previously unrecognized risk associated with transfusion. In AGS high-prevalence regions, blood collectors and hospital transfusion services should consider approaches to preventing severe ATRs from B or AB plasma or platelet units.
Impact of systemic inflammation on exercise haemodynamics in unexplained dyspnoea and heart failure with preserved ejection fraction
Mondellini, G.M. , Heemann, Jannik, Plein, Danièle, Soens, L, Borlaug, Barry A., Guazzi, Marco, Verbrugge, Frederik H. , Verbrugge, Frederik H , Galloo, Xavier , Borlaug, Barry A. , Guazzi, Marco

Mayo Clinic

Acta Cardiologica | August 24, 2026 | Volume: No volume available | Issue: No issue available | Pages: 1-12

10.1080/00015385.2026.2721796 | PMID 42635410 Get It

Impact of amyloid cardiomyopathy diagnosis on heart failure readmission and length of stay
Masri, Abdallah Fawaz, Vardar, Ufuk , Jabbar, Umair , Murthi, Mukunthan , Malhotra, Saurabh

Mayo Clinic

Baylor University Medical Center Proceedings | August 24, 2026 | Volume: No volume available | Issue: No issue available | Pages: 1-10

10.1080/08998280.2026.2717973 | PMID 42635388 Get It

Multicenter Evaluation of Noise Levels and Staff Perceptions Across Laser Technologies During Holmium Laser Enucleation of the Prostate: A Prostate Enucleation Collaborative Initiative
Wu, Jessica , Dalkin, Benjamin, Kuravi, Satvik, Cohen, A. , Klose, Charles , Qualkenbush, Eric , Baird, Bryce , Stern, Karen , De, Smita , Klett, Dane, Kahn, Amanda E. , Dalkin, Benjamin , Cohen, Adam , Qualkenbush, Eric , Baird, Bryce A , Stern, Karen L , De, Smita , Jain, Rajat , Quarrier, Scott O , Dora, Chandler D , Jain, Rajat , Dora, Chandler

Mayo Clinic

Lasers in Surgery and Medicine | August 24, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1002/lsm.70197 | PMID 42635390 Get It

ABSTRACT Introduction Operating room (OR) noise during holmium laser enucleation of the prostate (HoLEP), particularly from laser activation, may impair surgical workflow and staff performance. Methods 84 HoLEP procedures were recorded at three academic institutions between June 2024 and January 2026. Laser platforms included Lumenis Moses 2.0, Quanta Litho 150, Quanta Magneto, and Dornier Thulio. Sound measurements were obtained using a standardized smartphone‐based system during three phases: laser‐off (baseline), idle (not firing), and active lasing. Acoustic metrics included average sound level (LAeq), peak sound level (Lcpeak), and sound levels exceeded for 10%, 50%, and 90% of the recording time (L10, L50, and L90). Background noise correction was performed using baseline measurements to account for ambient noise and isolate laser‐related sound. OR staff completed a validated survey assessing perceived noise burden (0–10 scale). Results Background‐corrected noise during active lasing differed significantly by platform. Litho demonstrated lower mean noise levels compared to Thulio for LAeq (60.6 vs. 68.2 dB, p = 0.023) and L10 (61.5 vs. 70.6 dB, p = 0.023), while Moses had higher LAeq compared to Litho (63.1 vs. 60.6 dB, p = 0.043). Overall, Litho had the lowest noise levels, whereas Thulio had the highest. Survey responses paralleled these findings. Litho was associated with lower perceived overall effort (2.1 ± 0.9), while Moses demonstrated higher overall effort (3.6 ± 1.2) for communication and concentration (Figure 2). Significant pairwise differences were observed between Moses and Litho (all p < 0.05). Trends were consistent across sites. Conclusions Noise levels during HoLEP varied by laser technology and correlated with differences in perceived communication and cognitive effort. Litho demonstrated the lowest acoustic burden, while Moses and Thulio had higher noise exposure. These findings highlight the impact of laser selection on the OR environment and intraoperative team performance.
Evaluating the Performance of Mammogram-Based AI Risk Model in Predicting Subsequent Breast Cancer in Women with a Prior History of Breast Cancer
Ogunlade, Samuel B. , Dakkak, Andrew, Leon, Amie , Robinson, Kristin A. , Maimone, Santo , Villalba, Michael , Letter, Haley , Letter, Haley P , Maimone, Santo , Robinson, Kristin A , Dakkak, Andrew

Mayo Clinic

Journal of Clinical Medicine | August 24, 2026 | Volume: 15 | Issue: 17 | Pages: 6507

10.3390/jcm15176507 | PMID 42739514 Get It

Objectives: Women with a history of breast cancer are at increased risk of developing subsequent breast cancer, including ipsilateral recurrence and contralateral new primary breast cancer. This study evaluated the discriminatory performance of a mammogram-based artificial intelligence (AI) risk model for predicting subsequent breast cancer within one year after a negative screening mammogram. Methods: This enriched retrospective case–control study included women with a prior history of breast cancer who underwent screening digital breast tomosynthesis between January 2018 and December 2023 at three affiliated academic breast imaging centers. Digital breast tomosynthesis examinations classified as BI-RADS 1 or 2 were retrospectively analyzed using the ProFound AI® Risk model version 1.0 to estimate 1-year breast cancer risk. Patients were classified according to whether they developed subsequent breast cancer within one year of the index screening examination. Model discrimination was evaluated using receiver operating characteristic analysis. Sensitivity, specificity, positive predictive value, and negative predictive value were calculated at an exploratory cutoff selected by maximizing the Youden index. Results: The study included 96 women (mean age, 65.3 ± 8.7 years), of whom 32 developed subsequent breast cancer within one year, and 64 did not. The mean AI risk score was significantly higher in the subsequent breast cancer group than in the control group (1.18 ± 0.59 vs. 0.49 ± 0.41; p < 0.001). The AI model demonstrated an AUC of 0.824 (95% CI: 0.728–0.921). At an exploratory cutoff of 0.39, sensitivity was 81.3%, specificity was 76.6%, PPV was 63.4%, and NPV was 89.1%. In separate exploratory analyses, the AUC was 0.790 (95% CI: 0.641–0.939) for ipsilateral recurrence and 0.860 (95% CI: 0.752–0.974) for contralateral new primary breast cancer. AI risk scores were not significantly correlated with tumor size or age at subsequent breast cancer diagnosis. Conclusions: In this enriched retrospective case–control study, higher mammogram-based AI risk scores were associated with subsequent breast cancer within one year after a negative screening examination. The model demonstrated discriminatory performance for both ipsilateral recurrence and contralateral new primary breast cancer; however, these analyses were exploratory. Because the cohort was enriched for subsequent breast cancer events, the reported predictive values are specific to the study sample and should not be extrapolated to routine surveillance populations. Larger prospective cohorts are needed to validate discrimination, calibration, and clinical utility.