Related Experiment Video
Updated: Sep 15, 2025

Competing-Risk Nomogram for Predicting Cancer-Specific Survival in Multiple Primary Colorectal Cancer Patients after Surgery
Published on: September 27, 2024
A protocol for three observational cohort studies evaluating adverse outcomes, excess costs and repeat procedures
Sam E Wing1, Yuki Liu1, Jonathan C Johnson2
1Intuitive Surgical, Sunnyvale, CA 94086, USA.
Abstract:
Aim: Surgical therapy for early-stage breast cancer, including lumpectomy and mastectomy, are common treatments for early-stage breast cancer. Despite having favorable survival outcomes, these procedures can lead to repeat surgeries, adverse outcomes, excess costs and potentially aggressive resections. This is a protocol for a study aims to evaluate three main areas: the risk factors, costs and complications of re-operations following lumpectomy ('Lumpectomy Cohort'), the identification of patients potentially overtreated with mastectomy ('Mastectomy Cohort') and the cost and healthcare resource utilization associated with nipple necrosis following nipple-sparing mastectomy (NSM) ('Nipple Necrosis Cohort'). Materials & methods: A retrospective cohort analysis will be conducted using Optum's de-identified Market Clarity Data (2007-2023), which integrates medical and pharmacy claims with electronic health records. Patients will be included based on specific procedure and diagnosis codes, with additional data extracted from unstructured clinical notes using natural language processing. The study will analyze patient demographics, baseline health, surgical details, and outcomes, including costs, complications, reoperations and mortality. Data will be analyzed descriptively, with Kaplan-Meier analyses for time-to-event outcomes and Wilcoxon Signed Rank tests for cost comparisons. Results: Preliminary cohorts are expected to include 26,472 lumpectomy patients, 16,836 mastectomy patients and 6828 NSM patients with 541 cases of nipple necrosis. Conclusion: This study will provide comprehensive insights into the patient journey - highlighting the costs and patient outcomes following lumpectomy, mastectomy and NSM - potentially guiding better clinical decision-making and resource allocation.
More Related Videos
10:38Observational Study Protocol for Repeated Clinical Examination and Critical Care Ultrasonography Within the Simple Intensive Care Studies
Published on: January 16, 2019
06:55Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Related Concept Videos
Cancer Survival Analysis
Observational Studies
There are three types of observational studies – Prospective, retrospective, and cross-sectional.
Prospective Study
Prospective studies, also known as longitudinal or cohort studies, are carried out by collecting future data from groups sharing similar characteristics. One...
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Comparing the Survival Analysis of Two or More Groups
Data Collection by Observations
An astronomer viewing the motion and brightness of stars in the sky and recording the data is an example of observational data collection. A botanist recording...
Standards of Care II