By utilizing a flexible shape-restricted regression model, we can better present the holistic association between continuous ER expression and time to death or TTR after adjusting for other baseline covariates in patients with HER2-negative primary breast cancer who underwent neoadjuvant chemotherapy followed by curative surgery. The gene discussed is ESR1; the disease is breast carcinoma.