scholarly journals Author Correction: Deep learning from HE slides predicts the clinical benefit from adjuvant chemotherapy in hormone receptor-positive breast cancer patients

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Soo Youn Cho ◽  
Jeong Hoon Lee ◽  
Jai Min Ryu ◽  
Jeong Eon Lee ◽  
Eun Yoon Cho ◽  
...  
2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Soo Youn Cho ◽  
Jeong Hoon Lee ◽  
Jai Min Ryu ◽  
Jeong Eon Lee ◽  
Eun Yoon Cho ◽  
...  

AbstractWe hypothesized that a deep-learning algorithm using HE images might be capable of predicting the benefits of adjuvant chemotherapy in cancer patients. HE slides were retrospectively collected from 1343 de-identified breast cancer patients at the Samsung Medical Center and used to develop the Lunit SCOPE algorithm. Lunit SCOPE was trained to predict the recurrence using the 21-gene assay (Oncotype DX) and histological parameters. The risk prediction model predicted the Oncotype DX score > 25 and the recurrence survival of the prognosis validation cohort and TCGA cohorts. The most important predictive variable was the mitotic cells in the cancer epithelium. Of the 363 patients who did not receive adjuvant therapy, 104 predicted high risk had a significantly lower survival rate. The top-300 genes highly correlated with the predicted risk were enriched for cell cycle, nuclear division, and cell division. From the Oncotype DX genes, the predicted risk was positively correlated with proliferation-associated genes and negatively correlated with prognostic genes from the estrogen category. An integrative analysis using Lunit SCOPE predicted the risk of cancer recurrence and the early-stage hormone receptor-positive breast cancer patients who would benefit from adjuvant chemotherapy.


2017 ◽  
Vol 35 (15_suppl) ◽  
pp. e12119-e12119
Author(s):  
Alina Basnet ◽  
Dongliang Wang ◽  
Abirami Sivapiragasam

e12119 Background: Neoadjuvant endocrine therapy (NET) and neoadjuvant chemotherapy (NCT) are both considered effective strategies in postmenopausal, hormone receptor positive breast cancer patients. Small prospective studies show comparable response rates and breast conservation rates. Using National Cancer Data Base (NCDB) we report overall survival (OS) differences between these two strategies with subgroup analysis by Estrogen Receptor (ER), Progesterone Receptor (PgR) status. Methods: We extracted data on hormone receptor positive breast cancer patients without metastasis in women aged ≥ 50 from the NCDB registry (2004-2014). We excluded patients who did not receive adjuvant endocrine therapy after NCT and patients who received adjuvant chemotherapy after NET as this could affect OS. We calculated OS using Kaplan Meier analysis with hazard ratio (HR) from cox regression model. Subgroup analysis was performed by ER, PgR status. Results: Out of 2,246,279 patients, 30,348 patients met our inclusion criteria. 7836 received NET and 22512 received NCT. OS rate was 70.8% vs 81.7% at 5 yrs and 42.5% vs 62.1% at 9 yrs for NET and NCT respectively with adjusted hazard ratio (HR) of 1.818; 95% CI (1.657-1.996). OS outcome for ER+/PgR+ group was 72.3% vs 83.5% at 5 yrs and 43.5% vs 64% at 9 yrs for NET and NCT respectively with adjusted HR of 1.807; 95% CI (1.624-2.010). OS for ER+/pgR- group was 62.9% vs 76.8% at 5 yrs and 33.1% vs 54.2% at 9 yrs for NET and NCT respectively with adjusted HR of 1.890; 95% CI (1.549-2.306). Our analysis also revealed that 5591 T1 patients received neoadjuvant therapy among which 2541 received NET and 3050 received NCT. Conclusions: We find a significant survival advantage in patients treated with NCT as opposed to NET. All subgroups showed imporved OS with NCT compared with NET. Limitations that should be considered in this registry based study are: not accounting for Her-2 status, differences in surgical technique, duration and choices of adjuvant chemotherapy and radiotherapy options.


BMC Cancer ◽  
2019 ◽  
Vol 19 (1) ◽  
Author(s):  
Arun Kumar Attuluri ◽  
Chandra Prakash V. Serkad ◽  
Aparna Gunda ◽  
Charusheila Ramkumar ◽  
Chetana Basavaraj ◽  
...  

2006 ◽  
Vol 24 (31) ◽  
pp. 4956-4962 ◽  
Author(s):  
Bent Ejlertsen ◽  
Henning T. Mouridsen ◽  
Maj-Britt Jensen ◽  
Nils-Olof Bengtsson ◽  
Jonas Bergh ◽  
...  

Purpose To compare the efficacy of ovarian ablation versus chemotherapy in early breast cancer patients with hormone receptor–positive disease. Patients and Methods We conducted an open, randomized, multicenter trial including premenopausal breast cancer patients with hormone receptor–positive tumors and either axillary lymph node metastases or tumors with a size of 5 cm or more. Patients were randomly assigned to ovarian ablation by irradiation or to nine courses of chemotherapy with intravenous cyclophosphamide, methotrexate, and fluorouracil (CMF) administered every 3 weeks. Results Between 1990 and May 1998, 762 patients were randomly assigned, and the present analysis is based on 358 first events. After a median follow-up time of 8.5 years, the unadjusted hazard ratio for disease-free survival in the ovarian ablation group compared with the CMF group was 0.99 (95% CI, 0.81 to 1.22). After a median follow-up time of 10.5 years, overall survival (OS) was similar in the two groups, with a hazard ratio of 1.11 (95% CI, 0.88 to 1.42) for the ovarian ablation group compared with the CMF group. Conclusion In this study, ablation of ovarian function in premenopausal women with hormone receptor–positive breast cancer had a similar effect to CMF on disease-free and OS. No significant interactions were demonstrated between treatment modality and hormone receptor content, age, or any of the well-known prognostic factors.


2019 ◽  
Vol 25 (1) ◽  
pp. 9-15
Author(s):  
Takeshi Murata ◽  
Hiromitsu Jinno ◽  
Maiko Takahashi ◽  
Masayuki Shimoda ◽  
Tetsu Hayashida ◽  
...  

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