PURPOSE Incorporation of structured data elements within the electronic health record generates real-time data for many potential uses. However, this requires a change in documentation practices, which may increase documentation effort. The best strategies to support structured documentation interventions have not been thoroughly investigated. Herein, we report the results of extending a data capture tool across multiple disease sites and practice locations. METHODS A note-based data capture tool was developed to collect five data elements using minimum common oncology data elements language. Soft-stop close visit validation (CVV), offloading of data entry tasks to allied health staff, group education, individualized e-mails, and one-on-one assistance were used to support utilization. Baseline and follow-up surveys were collected. For each provider, we compared data capture in the 6 months before and after their CVV go-live. RESULTS Forty-five providers participated (31 physicians, 14 nurse pracationers and physician assistants [NPPAs]), resulting in 23,274 encounters pre-CVV go-live and 23,146 post-CVV go-live visits. Median percentage of all data elements captured increased from 69.5% to 82.6% across all providers. The effect of CVV was immediate and sustained. When surveyed, most respondents agreed with the value propositions of understanding practice population, outcomes, selecting trials to open, and identifying patients for trial enrollment. Most respondents (15/20, 75%) felt the soft stop was a helpful reminder. CONCLUSION Structured data can be successfully collected in provider notes with >80% data capture. Personalized assistance incorporating the structured data elements into users' preexisting templates and soft-stop CVV, along with monitoring the results of implementation and personalized follow-up, was used to support the structured data capture intervention.
QIM25-237: Supporting Oncologists in Capturing and Using Structured Oncology Data in Real-Time Using the Electronic Health Record (EHR)
Journal of the National Comprehensive Cancer Network | March 28, 2025 | Volume: 23 | Issue: 3.5 | Pages: No page available
11145 Background: T-DXd is increasingly used in mBC. A T-DXd toxicity of special interest is interstitial lung disease/pneumonitis (ILD), occurring in 10-15% of pts in the DESTINY-Breast trials, and with potential lower incidence/severity in earlier line settings [Krop et al, ASCO 2023]. However, in routine practice, T-DXd may be used in pts with more heavily pre-treated mBC and previously exposed to other antibody-drug conjugates (ADC) [Premji et al SABCS 2023]. We evaluated the incidence/severity of T-DXd related ILD in mBC at Mayo Clinic. Methods: We retrospectively identified pts with mBC who received ≥1 dose of T-DXd at Mayo Clinic, Rochester, MN, between July 2022-December 2023. Demographic, mBC, and pulmonary clinical variables were abstracted from the clinical records. Data was summarized using descriptive statistics. Diagnosis of ILD was determined by treating clinicians, and severity to CTCAE V5 based on clinical documentation. Results: 77 pts with mBC received T-DXd during the study period. All were female, the majority (70, 91%) were Caucasian, and median age was 58. 53 (69%) had HER2-low mBC (37 HR+, 16 HR-) and 24 (31%) had HER2+ mBC (17 HR+, 7 HR-). 31 (40%) were active or former smokers. 11 (14%) had pulmonary comorbidities, including 6 (7.8%) with asthma, 2 (2.6%) with prior pneumonitis, and 3 (3.9%) with other pulmonary comorbidities. They had previously received a median of 1 line of endocrine therapy, and 4 lines of chemotherapy, with 20 (26%) having received another ADC. 17 (22%) developed any grade ILD [G1: 3 (4%), G2: 7 (9%), G3: 2 (3%), G4: 1 (1%), G5: 4 (5%)]. Among pts with ILD of any grade, 13 (76.5%) presented with at least 1 symptom (cough/SOB). The median number of T-DXd cycles prior to onset of any grade ILD was 6 (range 2-13), or 18 (range 6-39) weeks. 5 (29%) pts with any grade ILD received a prior ADC. Of pts with ≥G3 ILD (n=7), all were Caucasian, 2 (30%) were prior smokers, none had prior lung disease, and had received a median of 5 prior lines of chemo, with 4 (57%) having received a prior ADC. All grade ≥2 ILDs were treated with systemic steroids, and 1 also received IVIG. CT chest was used for diagnosis of all ILD. 7 pts (41%) required hospitalization, all of whom had bronchoscopy, with 5 (29%) requiring intubation. All pts with G1 ILD (3, 18%) restarted T-DXd without ILD recurrence. Conclusions: In this case series,22% of ps treated with T-DXd experienced ILD (5% G5), higher than the rate observed in the pivotal DESTINY-Breast trials, possibly due to real-world use of T-DXd in more heavily pre-treated pts and in pts with pulmonary comorbidities.
Transforming the oncology data paradigm by creating, capturing, and retrieving structured cancer data at the point of care: A Mayo Clinic pilot
Cancer | April 25, 2024 | Volume: 131 | Issue: 1 | Pages: No page available
AbstractIntroductionStructured data capture requires defined languages such as minimal Common Oncology Data Elements (mCODE). This pilot assessed the feasibility of capturing 5 mCODE categories (stage, disease status, performance status (PS), intent of therapy and intent to change therapy).MethodsA tool (SmartPhrase) using existing and custom structured data elements was Built to capture 4 data categories (disease status, PS, intent of therapy and intent to change therapy) typically documented as free‐text within notes. Existing functionality for stage was supported by the Build. Participant survey data, presence of data (per encounter), and time in chart were collected prior to go‐live and repeat timepoints. The anticipated outcome was capture of >50% sustained over time without undue burden.ResultsPre‐intervention (5‐weeks before go‐live), participants had 1390 encounters (1207 patients). The median percent capture across all participants was 32% for stage; no structured data was available for other categories pre‐intervention. During a 6‐month pilot with 14 participants across three sites, 4995 encounters (3071 patients) occurred. The median percent capture across all participants and all post‐intervention months increased to 64% for stage and 81%–82% for the other data categories post‐intervention. No increase in participant time in chart was noted. Participants reported that data were meaningful to capture.ConclusionsStructured data can be captured (1) in real‐time, (2) sustained over time without (3) undue provider burden using note‐based tools. Our system is expanding the pilot, with integration of these data into clinical decision support, practice dashboards and potential for clinical trial matching.
Abstract 12932: Should We Screen For Radiotherapy-Induced Heart Disease With Exercise Stress Echocardiography? Emphasis on Major Adverse Cardiac Events
Circulation | June 15, 2023 | Volume: 146 | Issue: Suppl_1 | Pages: No page available
Introduction: Exercise Stress Echocardiography (ESE) is recommended as a screening tool for the evaluation of Coronary Artery Disease (CAD) in patients with suspected Radiation-Induced Heart Disease (RIHD). Up to now, studies have only evaluated its association with the extent of CAD. Hypothesis Cancer survivors treated with chest Radiotherapy (RT) that undergo an ESE and have a +ESE develop more MACE than those who have -ESE. Methods: A retrospective, descriptive, cohort study was conducted. Patients who had chest RT and underwent ESE with Treadmill Bruce Stress Protocol, from 2000 to 2012, at Mayo Clinic Rochester and Mayo Clinic Health System were included. A univariate analysis was performed to characterize the population. An analysis including Kruskal Wallis and Pearson Chi-Squared tests was completed to identify variables associated with + SE (Table 1). Multivariable Cox Model for MACE was conducted and is shown in Table 2. A time-to-event curve using Kaplan-Meier estimates is shown in Figure 1. Results: We identified 113 patients, with a mean age of 67 years and a median follow-up of 15.1 years. Of those, 99% were female, 98% were breast cancer survivors, 59% had HTN, 14% DM, 11% AFib, 2% COPD, and 12% had a history of MI. All the patients received >3000cGy of Photon RT, and 57% were treated with systemic cancer therapies. A +ESE was seen in 20.3% of the patients with no significant difference in METS achieved compared with patients who had a -ESE. COPD, RT dose, and systemic therapies, specifically doxorubicin, were associated with a +ESE. The cumulative incidence of MACE was higher in the group of +ESE (p=0.029). After adjustment for HTN, DM, smoking history, hyperlipidemia, and prior MI, the HR for MACE associated with a +ESE was 1.97 (1.09-3.59). Conclusion: MACE was more frequent in patients with a +ESE who received chest RT and doxorubicin versus -ESE. These results support the usefulness of ESE in cancer survivors after RT as a cardiovascular screening tool.
Abstract P4-07-56: Mayo Clinic Enterprise patterns of growth-factor utilization for sacituzumab govitecan (SG)-induced neutropenia among patients with metastatic triple negative breast cancer
Cancer Research | March 2, 2023 | Volume: 83 | Issue: 5_Supplement | Pages: P4-07-56-P4-07-56
Abstract Background: SG was approved in 2020 for the treatment of metastatic triple negative breast cancer (TNBC). The most common grade 3/4 adverse event in the ASCENT trial was neutropenia (51.2%) with a 6% incidence of febrile neutropenia. 1 Package insert recommendations do not endorse primary prophylactic growth factor support, rather only initiating if severe neutropenia occurs on treatment.2 Objective: This study retrospectively reviewed the utilization of growth factor support in patients (pts) with metastatic TNBC initiated on SG at each Mayo Clinic Enterprise site. Methods: We performed a multi-center, retrospective review of all pts with TNBC who received SG from January 2021 to December 2021 at Mayo Clinic sites in Minnesota, Florida, Arizona, and its community-based health system network. Data collected included history of neutropenia with previous cycles of SG resulting in a treatment delay, number of cycles, grade of neutropenia and cycle/day of treatment plan when growth factor added. Pts who received only one dose of SG were excluded. The Fisher’s exact test was utilized to compare the difference in the use of primary prophylaxis between sites. Results: 67 pts received at least two doses of SG. Within this cohort, 42 pts (63%) received growth factor support during treatment with SG. Growth factor support was most often added during the first two cycles (59.5%). A total of 12 patients initiated growth factor with no history of delays related to neutropenia and without neutropenia at the time of administration. Eleven of these pts had growth factor support added on Cycle 1 as primary prophylaxis. Primary prophylaxis was most common at Mayo Clinic – Rochester compared to the other sites (Table 1), however there was not a statistically significant difference (p=0.27). There were 26 pts (39%) with a treatment delay due to neutropenia while receiving SG, of which 21 (81%) were managed with the addition of growth factor (13 pegfilgrastim, 8 filgrastim). The median number of cycles for all pts was 5 (range: 1-25). Pts who received growth factor were treated with a median of 5 cycles (range: 1-25) and pts who did not receive growth factor were treated with a median of 4 cycles (range: 1-19) (p=0.10). Conclusions: We observed wide variability in the use of prophylactic growth factor between Mayo Clinic sites with SG. The optimal practice of growth factor use with SG warrants further exploration. References: 1. Bardia A, Hurvitz SA, Tolaney SM, et al. Sacituzumab govitecan in metastatic triple-negative breast cancer. N Engl J Med. 2021;384(16):1529-1541 2. Immunomedics, Inc. Trodelvy (sacituzumab govitecan-hziy) [package insert]. Foster City, CA: Gilead Sciences; 2020. Table 1: Grade of neutropenia for patients receiving SG when growth factor initiated Citation Format: Kaylee Clark, Jamie L. Carroll, Alvaro Moreno-Aspitia, Brenda Ernst, Farah Raheem, Ashley Heil, Beth Boyer, Kristin Mara, Matthew P. Goetz, Roberto A. Leon-Ferre, Karthik V. Giridhar, Jodi Taraba. Mayo Clinic Enterprise patterns of growth-factor utilization for sacituzumab govitecan (SG)-induced neutropenia among patients with metastatic triple negative breast cancer [abstract]. In: Proceedings of the 2022 San Antonio Breast Cancer Symposium; 2022 Dec 6-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2023;83(5 Suppl):Abstract nr P4-07-56.
Integration of mental health and supportive care in individuals with schizophrenia and cancer: Assertive community treatment model
Key points Persons with severe and persistent mental illness (SPMI) experience disparities in accessing and initiating cancer treatment The assertive community treatment (ACT) model promotes the integration of physical and mental health care and improves the quality of life for a patient diagnosed with cancer The ACT model is essential in promoting decisional capacity of those with SPMI and cancer diagnoses The ability to access 24‐h support from the ACT model provides psychological support to patients dealing with chronic physical health diagnoses Collaboration between cancer treatment teams and the multidisciplinary ACT team can improve treatment engagement and enhance a patient's natural support system
Non-Squamous, Non-Basal Cell Cancers of the Skin: Exploring Associations Between Site of Disease and Depression
American Journal of Hospice and Palliative Medicine® | November 16, 2020 | Volume: 38 | Issue: 8 | Pages: 979-982
Background: Earlier studies report a direct association between diseases of the skin—particularly those on the face—and depression. However, to our knowledge, such associations have not been examined in patients with non-squamous, non-basal call skin cancers. Methods: The primary goal was to assess whether malignant skin disease—specifically on the face as opposed to other sites—was associated with depression. The medical records of patients with cutaneous cancer (either primary or metastatic but non-squamous, non-basal cell) were reviewed for the relevant data. Results: One hundred and sixty-five patients were studied. Only 23 patients (14%) had metastases to the face, and 115 (70%) had a readily viewable skin cancer. Twenty-one patients (13%) developed depression after a diagnosis of cutaneous cancer (of note, the rate of missing data for depression was 37%). Only one patient with facial cutaneous cancer manifested depression, yielding an odds ratio for not developing depression (95% confidence interval (CI)) of 4.4 (0.5,35); p = 0.13. Depression appeared to occur more often in women (62% versus 43%), patients with a history of depression (52% versus 6%), and younger patients (median age with and without depression 55 years and 67 years, respectively). Conclusion: In contrast to other cutaneous diseases, no association was found between cutaneous cancer to the face and depression. Nonetheless, high rates of missing data underscore the need to focus on depression in patients with cutaneous cancers in the future.
Optimizing internal referrals within an academic breast oncology practice.
Journal of Clinical Oncology | October 8, 2020 | Volume: 38 | Issue: 29_suppl | Pages: 48-48
48 Background: Improving new patient access to medical oncology clinics is a priority. Unlike external referrals which undergo a review process, internal referrals (from any Mayo department or community-based, affiliated health system) are scheduled directly. At times, these internal referrals lack necessary clinical information, or may be more appropriate for electronic consultation (e-consult). This impacts the patient experience, provider satisfaction, and access to new patient visits. A pilot program was implemented in the Medical Oncology breast clinic to review new internal referrals prior to scheduling. Methods: In 2018, all internally referred patients to Medical Oncology breast clinic were reviewed by an advanced practice provider in breast oncology. Electronic medical records were reviewed to collect diagnosis, pathology, radiology information and treatment to date. Internal referrals were either accepted directly to medical oncology breast clinic, triaged to an internal medicine clinic for workup of a new breast mass, converted to an e-consult, or declined as no medical oncology need was identified. Results: 52 patients were referred internally to Medical Oncology breast clinic. Of these, 29 (55.8%) were accepted directly as new consultations, 8 (15.4%) were triaged to the Internal Medicine clinic, 6 (11.5%) were converted to e-consults, and 6 (11.5%) were declined as not requiring breast medical oncology input. Of the 8 patients that started in the IM clinic, 6 eventually required Medical Oncology breast clinic consults for invasive breast cancers. The most common e-consult was for extending adjuvant endocrine therapy (3/6). 1/6 e-consults required a follow up consultation. The most common reason for declining a consult was no diagnosis of an invasive breast cancer (4/6). A total of 16/52 referrals (30.2%) did not require a breast oncology new consultation. Conclusions: Review of internal referrals improved the efficiency of new breast cancer medical oncology consultations. This review process has been implemented across the entire Medical Oncology practice.
Abstract 3119: Comparison of circulating tumor cell (CTC) derived DNA and circulating cell-free DNA (cfDNA) from simultaneous blood sampling of patients with metastatic breast cancer (MBC)
Cancer Research | September 4, 2020 | Volume: 80 | Issue: 16_Supplement | Pages: 3119-3119
Abstract Purpose: Blood-based candidate biomarkers of disease can be monitored by analyzing CTCs and/or circulating cfDNA isolated from the peripheral blood. Our primary objective is to understand the relative contributions of these circulating factors (i.e., CTCs and cfDNA) to the overall disease profile in MBC. Methods: Clinically archived FFPE tumor tissue and prospective blood samples are collected through a minimal risk protocol approved by the Mayo Clinic IRB (#16-001540) from patients with MBC and objective evidence of disease progression. Blood samples include 20 mL whole blood in Streck blood collection tubes (BCTs) for platelet poor plasma (PPP); 20 mL whole blood in AccuCyte BCTs for CTCs, WBCs, and PPP; and 10 mL whole blood in EDTA BCTs for PPP. Nucleated, EpCAM+/cytokeratin+/CD45- CTCs are identified, assessed for ER/HER2 status, and isolated using a centrifugation and direct imaging platform that allows for single cell retrieval (RareCyte). DNA is extracted from PPP, CTCs, WBCs, and FFPE tumor tissue using established methods. Targeted sequencing for SNVs/indels is performed on paired WBCs and CTC-DNA, AccuCyte-cfDNA, Streck-cfDNA, EDTA-cfDNA, and tumor tissue derived DNA using the same NGS panel and informatics pipeline (65 genes; CleanPlex OncoZoom; Paragon Genomics). Results: Tissue and blood samples were collected from 40 patients with metastatic breast cancer. 10 cases were selected for initial analyses on the basis of CTC yield (range 3-113 per 3.75 mL blood); up to 5 CTCs per subject were isolated and pooled for DNA extraction. Plasma cfDNA yields and variant allele frequencies were highly comparable between AccuCyte and Streck collected blood samples. Mutations (range 1-3) were identified in CTC-DNA and/or cfDNA in 9 of 10 cases for a total of 18 detected mutations: 10 in CTC-DNA and cfDNA (BRCA2 N372H, PIK3CA E542K, PIK3CA E545K (x3), PIK3CA H1047R, PTEN R130P, RET G691S, TP53 C135W, TP53 Q192*); 5 in CTC-DNA only (EGFR R521K, EGFR T790M, PIK3CA H1047R, SMAD4 C363Y, TP53 N263D); and 3 in cfDNA only (DNMT3A W893S, DNMT3A S714C, TP53 Q136E). Parallel analyses of samples from 10 more subjects are in progress. Analysis of tumor tissue for all 20 subjects and of EDTA-cfDNA and single CTCs for a subset of cases is ongoing. Updated results will be presented at the meeting. Conclusions: It is feasible to isolate high quality CTCs and cfDNA from the same blood collection tube to perform targeted sequencing; this streamlines specimen processing, decreases overall costs, and minimizes required blood volumes. Importantly, there is overlap in the majority of mutations identified in CTC-DNA and cfDNA, but actionable mutations (e.g., PIK3CA, EGFR) were detected in CTC-DNA only. The clinical and theranostic relevance of these findings is unclear and warrants further investigation. Citation Format: Minetta C. Liu, Karthik V. Giridhar, Roberto A. Leon Ferre, Jamie L. Carroll, Matthew P. Goetz, Tufia C. Haddad, Deanne R. Smith, Siddhartha Yadav, Vidushi Kapoor, Guoying Liu, Tad George, Nolan Ericson, Arturo B. Ramirez, Eric Kaldjian, Keegan E. Haselkorn. Comparison of circulating tumor cell (CTC) derived DNA and circulating cell-free DNA (cfDNA) from simultaneous blood sampling of patients with metastatic breast cancer (MBC) [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 3119.