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Shi, Ji

0009-0001-9696-8627

Mayo Clinic

Department of Cancer Biology, Mayo Clinic, Jacksonville, FL, United States.

Citations 2

Postpartum breast cancer: evidence for a distinct phenotype
Sherman, Mark E, Étiévant, Lola , Vierkant, Robert A, Winham, Stacey J. , Ruddy, Kathryn J. , Pacheco-Spann, Laura M. , Wickland, Daniel P. , Cruz-Reyes, Nicole , Stallings‐Mann, Melody , Radisky, Derek C. , Thompson, E Aubrey, Kachergus, Jennifer M., Shi, Ji, Rosenberg, Shoshana M, Schapira, Lidia , Peppercorn, Jeffrey , Come, Steven E. , Warner, E., Collins, Laura C. , Partridge, A, Pfeiffer, R. M., Sherman, Mark E. , Sherman, Mark E , Pacheco-Spann, Laura M , Radisky, Derek C , Thompson, E Aubrey , Shi, Ji , Snow, Craig , Kirkner, Gregory , Peppercorn, Jeffrey M , Come, Steven , Borges, Virginia F , Partridge, Ann H , Pfeiffer, Ruth M , Winham, Stacey J , Sherman, Mark E. , Vierkant, Robert A., Thompson, E. Aubrey , Rosenberg, Shoshana M. , Snow, Craig , Kirkner, Gregory J. , Borges, Virginia F. , Warner, Ellen , Partridge, Ann H.

JNCI: Journal of the National Cancer Institute | January 7, 2026 | Volume: 118 | Issue: 5 | Pages: 926-936

10.1093/jnci/djag003 Get It

Abstract Background The incidence of early onset breast cancers (BCs) has increased, paralleling rising trends in delayed childbearing. We hypothesize that a distinct postpartum BC (PPBC) subtype, identifiable by time since last birth (TSLB) and biomarker expression, contributes to this trend. Methods We applied GeoMx Digital Spatial Profiling (DSP) to measure associations between TSLB and 71 proteins in 640 BCs from women aged ≤40 years included in the Young Women’s Breast Cancer Study. We analyzed data using univariable linear regression and multivariable sliced inverse regression to account for higher order interactions among biomarkers. Results In keratin-rich segments, progesterone receptor (PR) (P = 1.00 × 10−4) and PTEN (P = 1.00 × 10−3) were associated with longer TSLB; multivariable analyses revealed positive associations for GZMB (P = 4.00 × 10−4), SMA (P = 1.00 × 10−4), and NF-1 (P = 1.00 × 10−3). In keratin-poor segments, univariable significant positive associations were found for PR (P = 2.00 × 10−4) and PTEN (P = 1.00 × 10−3), whereas CD20 (P = 3.00 × 10−4) and CTLA4 (P = 4.00 × 10−5) were negatively associated; multivariable significant associations were found for fibronectin (P = 3.00 × 10−5) and pan-Akt (P = 1.00 × 10−3). Associations persisted after adjustment for multiple comparisons and BC molecular subtypes. Associations including for PR, PTEN, and CD20 were strongest among women with the shortest TSLB. OPAL multiplex immunofluorescence assays for PR, PTEN, CD20, SMA, and CTLA4 replicated several DSP findings, particularly when stratified by subtype and with compartment matching. In TCGA, RNA species linked to proteins associated with TSLB correlated strongly with a T-cell exhaustion signature previously linked to poor prognosis among premenopausal women. Conclusion These data support PPBC as a biologically coherent phenotype defined by TSLB and biomarker profile, with potential implications for prevention and therapy.
Tissue Microarray-Based Digital Spatial Profiling of Benign Breast Lobules and Breast Cancers: Feasibility, Biological Coherence, and Cross-Platform Benchmarks
Carter, Jodi C., Vierkant, Robert A. , Pacheco-Spann, Laura M. , Vachon, Celine M. , Jensen, Matthew R. , Thompson, E. Aubrey , Kachergus, Jennifer M., Shi, Ji , Radisky, Derek C. , Vierkant, Robert A , Stallings-Mann, Melody, Pacheco-Spann, Laura M , Kachergus, Jennifer, Shi, Ji , Radisky, Derek C , Sherman, Mark E. , Carter, Jodi C., Stallings‐Mann, Melody , Winham, Stacey J. , Vachon, Celine M. , Wang, Chen , Troester, Melissa A. , Degnim, Amy C.

Cancers | November 27, 2025 | Volume: 17 | Issue: 23 | Pages: 3797

10.3390/cancers17233797 Get It

Background: Discovering risk biomarkers in small benign breast disease (BBD) biopsies is constrained by scarce tissue and microanatomic heterogeneity of terminal duct lobular units (TDLUs). We tested whether tissue-sparing tissue microarray (TMA)–based Digital Spatial Profiling (DSP) can deliver reproducible, biologically coherent protein measurements across benign lobules and breast cancers (BCs), and how well DSP aligns with standard immunoassays. Methods: We performed a pilot using tissues from the Mayo Clinic BBD cohort using TMAs representing four contexts: terminal duct lobular units (TDLUs) from BBD biopsies preceding BC and matched BBD-controls, subsequent BCs, and BC-associated TDLUs. We profiled 79 proteins by DSP (37 retained after QC) and benchmarked against chromogenic IHC and OPAL immunofluorescence. Reproducibility was evaluated using intraclass correlation coefficients (ICCs), cross-platform agreement (weighted kappa), marker correlations, and mixed-effects models with false-discovery-rate (FDR) control. Results: We analyzed 368 BBD-TDLU cores (88 cases; 88 controls), 204 BC cores and 110 BC-associated TDLU cores. ICCs were highest in BC tissues, and lower in BC-associated TDLUs and BBD-TDLUs. Agreement was slight–to-fair in TDLUs but moderate (ER/PR) to substantial (BCL2) in BC. DSP recapitulated expected immunologic correlations (CD45 with T-cell, B-cell, and macrophage markers) and tissue-type gradients (BC > BC-associated TDLUs > BBD-TDLUs). Exploratory case–control differences in BBD-TDLUs did not persist after FDR control. Conclusions: TMA-based DSP is feasible in archival breast tissues and yields biologically coherent, cross-platform-benchmarked profiles that are particularly robust in BC, while conserving scarce TDLUS and clarifying current limits of single-marker risk stratification from benign lobules. These data provide a foundation for refined sampling and expanded panels in future TDLU-focused studies.