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Ballman, Karla

Mayo Clinic

Mayo Clinic

Citations 7

QuTILs: Open-Source Image-Based Infiltrating Immune Cell Detection for Research Application
Ballman, Karla, Leon-Ferre, Roberto

No container title available | May 14, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-9535059/v1 Get It

Abstract Stromal tumor infiltrating lymphocytes (sTILs), quantified via hematoxylin and eosin (H&E) tumor slides, are associated with improved response to chemotherapy and better overall survival (OS) in triple-negative breast cancer (TNBC). Digitization of H&E slides offers the opportunity for image-based computational approaches to enumerate sTILs. We describe QuTILs, a research-based TIL enumeration approach using a multilayer perceptron-based framework trained on open-source H&E images using the QuPath software and executed on a standard computer. QuTILs was applied to H&E images from two phase III TNBC clinical trials, CALGB 40502 and 40603 (total n = 462 patients). In Cox proportional hazards models, QuTILs showed significant univariate association in CALGB 40502, with higher TIL% associated with reduced hazard (HR: 0.75, 95% CI: 0.63–0.91), which remained significant in multivariable models and validation CALGB 40603 TNBC clinical trial. In summary, QuTILs provides a computationally efficient, open-source workflow for sTIL identification from digital H&E images for research application.
CALGB 40603 (Alliance): Long-Term Outcomes and Genomic Correlates of Response and Survival After Neoadjuvant Chemotherapy With or Without Carboplatin and Bevacizumab in Triple-Negative Breast Cancer
Shepherd, Jonathan H. , Ballman, Karla, Polley, Mei‐Yin C. , Campbell, Jordan D., Fan, Cheng, Selitsky, Sara, Fernández-Martínez, Aranzazu , Parker, Joel S., Hoadley, Katherine A. , Li, Yan, Soloway, Matthew G., Spears, Patricia A., Singh, Baljit, Tolaney, Sara M. , Somlo, George, Port, Elisa R. , Cynthia, X. , Kuzma, Charles, Mamounas, Eleftherios, Golshan, Mehra, Bellon, Jennifer R. , Hahn, Olwen M., Hudis, Clifford A. , Hyslop, Terry, Perou, Charles M. , Sikov, William M. , Hyslop, Terry , Hu, Zhiyuan , Tolaney, Sara , Port, Elisa R , Ma, Cynthia , Bellon, Jennifer R , Collyar, Deborah , Hudis, Clifford , Winer, Eric , Partridge, Ann H , Carey, Lisa A , Perou, Charles M , Sikov, William M , Hoadley, Katherine A , Shepherd, Jonathan H. , Ballman, Karla, Polley, Mei-Yin , Campbell, Jordan D., Fan, Cheng, Selitsky, Sara, Fernandez-Martinez, Aranzazu , Parker, Joel S., Li, Yan, Soloway, Matthew G., Spears, Patricia A., Singh, Baljit, Somlo, George, Kuzma, Charles, Mamounas, Eleftherios, Golshan, Mehra, Hahn, Olwen M.

Journal of Clinical Oncology | January 19, 2022 | Volume: 40 | Issue: 12 | Pages: 1323-1334

10.1200/jco.21.01506 Get It

PURPOSE CALGB 40603 ( NCT00861705 ), a 2 × 2 randomized phase II trial, demonstrated that adding carboplatin or bevacizumab to weekly paclitaxel (wP) followed by doxorubicin and cyclophosphamide significantly increased the pathologic complete response (pCR) rate in stage II-III triple-negative breast cancer. We now report long-term outcomes (LTOs) and correlative science end points. PATIENTS AND METHODS The Kaplan-Meier method was used to estimate LTOs in 443 patients who initiated study treatment. Log-rank tests and Cox proportional hazards models evaluated the impact of clinical characteristics, pathologic response, calculated residual cancer burden (RCB) in patients with residual disease (RD), treatment assignment, and dose delivery during wP on LTOs, including event-free survival (EFS). Genomic predictors of treatment response and outcomes were assessed on pretreatment tumor samples by mRNA sequencing. RESULTS Among baseline characteristics, only the clinical stage was associated with LTOs. At a median follow-up of 7.9 years, LTOs were not significantly improved with either carboplatin or bevacizumab, overall or in patients with basal-like subtype cancers by genomic analysis. Patients with pCR (n = 205, 46.3%) had significantly higher 5-year EFS (85.5% v 56.6%, log-rank P < .0001) and overall survival (87.9% v 63.4%, P < .0001) rates compared with patients with RD, even those with RCB class I. Among clinical and genomic features, evidence of immune activation, including tumor-infiltrating lymphocytes and low B-cell receptor evenness, was associated with pCR and improved EFS. CONCLUSION Despite higher pCR rates, neither carboplatin nor bevacizumab appeared to improve LTOs although the study was not powered to assess these secondary end points. pCR was associated with superior LTOs even when compared with minimal RD. Markers of immune activation in pretreatment tumor biopsies were independently associated with higher pCR rates and improved survival.
IGF1R Protein Expression Is Not Associated with Differential Benefit to Concurrent Trastuzumab in Early-Stage HER2+ Breast Cancer from the North Central Cancer Treatment Group (Alliance) Adjuvant Trastuzumab Trial N9831
Reinholz, Monica M., Chen, Beiyun, Dueck, Amylou C. , Tenner, Kathleen , Riehle, Darren, Jenkins, Robert B. , Geiger, Xochiquetzal J., McCullough, Ann E. , Perez, Edith A. , Ballman, Karla, Dueck, A. C. , Ballman, Karla V.

Clinical Cancer Research | May 22, 2017 | Volume: 23 | Issue: 15 | Pages: 4203-4211

10.1158/1078-0432.ccr-15-0574 Get It

Abstract Background: Preclinical evidence indicates that increased insulin-like growth factor receptor-1 (IGF1R) signaling interferes with the action of trastuzumab suggesting a possible mechanism of trastuzumab resistance. Thus, we evaluated IGF1R prevalence, relationship with demographic data, and association with disease-free survival (DFS) of patients randomized to chemotherapy alone (Arm A) or chemotherapy with sequential (Arm B) or concurrent trastuzumab (Arm C) in the prospective phase III HER2+ adjuvant N9831 trial. Experimental Design: IGF1R protein expression was determined in tissue microarray sections (three cores per block; N = 1,197) or in whole tissue sections (WS; N = 537) using IHC (rabbit polyclonal antibody against IGF1R β-subunit). A tumor was considered positive (IGF1R+) if any core or WS had ≥1+ membrane staining in &gt;0% invasive cells. Median follow-up was 8.5 years. Results: Of 1,734 patients, 708 (41%) had IGF1R+ breast tumors. IGF1R+ was associated with younger age (median 48 vs. 51, P = 0.007), estrogen receptor/progesterone receptor positivity (78% vs. 35%, P &lt; 0.001), nodal positivity (89% vs. 83%, P &lt; 0.001), well/intermediate grade (34% vs. 24%, P &lt; 0.001), tumors ≥2 cm (72% vs. 67%, P = 0.02) but not associated with race or tumor histology. IGF1R did not affect DFS within arms. Between Arms A and C, patients with IGF1R+ and IGF1R− tumors had DFS HRs of 0.48 (P ≤ 0.001) and 0.68 (P = 0.009), respectively (Pinteraction = 0.17). Between Arms A and B, patients with IGF1R+ and IGF1R− tumors had DFS HRs of 0.83 (P = 0.25) and 0.69 (P = 0.01), respectively (Pinteraction = 0.42). Conclusions: In contrast to preclinical studies that suggest a decrease in trastuzumab sensitivity in IGF1R+ tumors, our adjuvant data show benefit of adding trastuzumab for patients with either IGF1R+ and IGF1R− breast tumors. Clin Cancer Res; 23(15); 4203–11. ©2016 AACR.
Improved Survival of HER2+ Breast Cancer Patients Treated with Trastuzumab and Chemotherapy Is Associated with Host Antibody Immunity against the HER2 Intracellular Domain
Knutson, Keith L. , Clynes, Raphael , Shreeder, Barath , Yeramian, Patrick, Kemp, Kathleen P., Tenner, Kathleen , Erskine, Courtney L. , Norton, Nadine , Northfelt, Donald W. , Tan, Winston , Calfa, Carmen , Pegram, Mark D. , Perez, Edith A. , Ballman, Karla, Tenner, Kathleen S, Northfelt, Donald, Knutson, Keith L. , Ballman, Karla V. , Mittendorf, EA , Norton, Nadine

Cancer Research | April 21, 2016 | Volume: 76 | Issue: 13 | Pages: 3702-3710

10.1158/0008-5472.can-15-3091 Get It

Abstract The addition of trastuzumab to chemotherapy extends survival among patients with HER2+ breast cancer. Prior work showed that trastuzumab and chemotherapy augments HER2 extracellular domain (ECD)-specific antibodies. The current study investigated whether combination therapy induced immune responses beyond HER2-ECD and, importantly, whether those immune responses were associated with survival. Pretreatment and posttreatment sera were obtained from 48 women with metastatic HER2+ breast cancer on NCCTG (now Alliance for Clinical Trials in Oncology) studies, N0337 and N983252. IgG to HER2 intracellular domain (ICD), HER2-ECD, p53, IGFBP2, CEA, and tetanus toxoid were examined. Sera from 25 age-matched controls and 26 surgically resected HER2+ patients were also examined. Prior to therapy, some patients with metastatic disease had elevated antibodies to IGFBP2, p53, HER2-ICD, HER2-ECD, and CEA, but not to tetanus toxin, relative to controls and surgically resected patients. Treatment augmented antibody responses to HER2-ICD in 69% of metastatic patients, which was highly associated with improved progression-free survival (PFS; HR = 0.5, P = 0.0042) and overall survival (OS; HR = 0.7, P = 0.038). Augmented antibody responses to HER2-ICD also correlated (P = 0.03) with increased antibody responses to CEA, IGFBP2, and p53, indicating that treatment induces epitope spreading. Paradoxically, patients who already had high preexisting immunity to HER2-ICD did not respond to therapy with increased antibodies to HER2-ICD and demonstrated poorer PFS (HR = 1.6, P &lt; 0.0001) and OS (HR = 1.4, P = 0.0006). Overall, the findings further demonstrate the importance of the adaptive immune system in the efficacy of trastuzumab-containing regimens. Cancer Res; 76(13); 3702–10. ©2016 AACR.
Impact of demographics on human gut microbial diversity in a US Midwest population
Ryu, Euijung , Hathcock, Matthew , Nelson, Heidi , Ballman, Karla, Chia, Nicholas , Chen, Jun , Ballman, Karla V. , Chia, Nicholas , Olson, Janet E.

PeerJ | January 7, 2016 | Volume: 4 | Issue: No issue available | Pages: e1514

10.7717/peerj.1514 Get It

The clinical utility of microbiome biomarkers depends on the reliable and reproducible nature of comparative results. Underappreciation of the variation associated with common demographic, health, and behavioral factors may confound associations of interest and generate false positives. Here, we present the Midwestern Reference Panel (MWRP), a resource for comparative gut microbiome studies conducted in the Midwestern United States. We analyzed the relationships between demographic and health behavior-related factors and the microbiota in this cohort, and estimated their effect sizes. Most variables investigated were associated with the gut microbiota. Specifically, body mass index (BMI), race, sex, and alcohol use were significantly associated with microbial β-diversity (P < 0.05, unweighted UniFrac). BMI, race and alcohol use were also significantly associated with microbial α-diversity (P < 0.05, species richness). Tobacco use showed a trend toward association with the microbiota (P < 0.1, unweighted UniFrac). The effect sizes of the associations, as quantified by adjusted R 2 values based on unweighted UniFrac distances, were small (< 1% for all variables), indicating that these factors explain only a small percentage of overall microbiota variability. Nevertheless, the significant associations between these variables and the gut microbiota suggest that they could still be potential confounders in comparative studies and that controlling for these variables in study design, which is the main objective of the MWRP, is important for increasing reproducibility in comparative microbiome studies.
Social support and its implications in older, early‐stage breast cancer patients in CALGB 49907 (Alliance A171301)
Jatoi, Aminah , Muss, Hyman B. , Allred, Jake, Cohen, Harvey Jay, Ballman, Karla V. , Hopkins, Judith O. , Lafky, Jacqueline M., Wolff, Antonio C. , Kottschade, Lisa A. , Hurria, Arti , Allred, Jake B, Ballman, Karla, Lafky, Jacqueline, Kottschade, Lisa, Gajra, Ajeet , Gralow, Julie R. , Wolff, Antonio C , Ballman, Karla

Psycho-Oncology | May 21, 2015 | Volume: 25 | Issue: 4 | Pages: 441-446

10.1002/pon.3850 Get It

AbstractBackgroundStudies point to a direct association between social support and better cancer outcomes. This study examined whether baseline social support is associated with better survival and fewer chemotherapy‐related adverse events in older, early‐stage breast cancer patients.MethodsThis study is a pre‐planned secondary analysis of CALGB 49907/Alliance A171301, a randomized trial that compared standard adjuvant chemotherapy versus capecitabine in breast cancer patients 65 years of age or older. A subset reported on the extent of their social support with questionnaires that were completed 6 times over 2 years.ResultsThe median age of this 331‐patient cohort was 72 years (range: 65, 90); 179 (55%) were married, and 210 (65%) lived with someone. One hundred forty‐five patients (46%) described a social network of 0–10 people; 110 (35%) of 11–25; and 58 (19%) of 26 or more. The Medical Outcomes Study (MOS) social support survey revealed that the median scores (range) for emotional/informational, tangible, positive social interaction, and affectionate social support were 94 (3, 100), 94 (0, 100), 96 (0, 100), and 100 (8, 100), respectively. Social support scores appeared stable over 2 years and higher (more support) than in other cancer settings. No statistically significant associations were observed between social support and survival and adverse events in multivariate analyses. However, married patients had smaller tumors, and those with arthritis reported less social support.ConclusionAlthough social support did not predict survival and adverse events, the exploratory but plausible inverse associations with larger tumors and arthritis suggest that social support merits further study. Copyright © 2015 John Wiley & Sons, Ltd.
Radiation Field Design in the ACOSOG Z0011 (Alliance) Trial
Jagsi, Reshma , Chadha, Manjeet , Moni, Janaki, Laurie, Fran, Buchholz, Thomas A. , Giuliano, Armando E. , Haffty, Bruce G. , Ballman, Karla, Giuliano, Armando, Ballman, Karla V. , Jagsi, Reshma

Journal of Clinical Oncology | August 19, 2014 | Volume: 32 | Issue: 32 | Pages: 3600-3606

10.1200/jco.2014.56.5838 Get It

Purpose ACOSOG Z0011 established that axillary lymph node dissection (ALND) is unnecessary in patients with breast cancer with one to two positive sentinel lymph nodes (SLNs) who undergo lumpectomy, radiotherapy (RT), and systemic therapy. We sought to ascertain RT coverage of the regional nodes in that trial. Methods We evaluated case report forms completed 18 months after enrollment. From 2012 to 2013, we collected all available detailed RT records for central review. Results Among 605 patients with completed case report forms, 89% received whole-breast RT. Of these, 89 (15%) were recorded as also receiving treatment to the supraclavicular region. Detailed RT records were obtained for 228 patients, of whom 185 (81.1%) received tangent-only treatment. Among 142 with sufficient records to evaluate tangent height, high tangents (cranial tangent border ≤ 2 cm from humeral head) were used in 50% of patients (33 of 66) randomly assigned to ALND and 52.6% (40 of 76) randomly assigned to SLND. Of the 228 patients with records reviewed, 43 (18.9%) received directed regional nodal RT using ≥ three fields: 22 in the ALND arm and 21 in the SLND arm. Those receiving directed nodal RT had greater nodal involvement (P < .001) than those who did not. Overall, there was no significant difference between treatment arms in the use of protocol-prohibited nodal fields. Conclusion Most patients treated in Z0011 received tangential RT alone, and some received no RT at all. Some patients received directed nodal irradiation via a third field. Further research is necessary to determine the optimal RT approach in patients with low-volume axillary disease treated with SLND alone.