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Reproducibility is an important quality criterion for the secondary use of electronic health records (EHRs). However, multiple barriers to reproducibility are embedded in the heterogeneous EHR environment. These barriers include complex processes for collecting and organizing EHR data and dynamic multi-level interactions occurring during information use (e.g., inter-personal, inter-system, and cross-institutional). To ensure reproducible use of EHRs, we investigated four information quality dimensions and examine the implications for reproducibility based on a real-world EHR study. Four types of IQ measurements suggested that barriers to reproducibility occurred for all stages of secondary use of EHR data. We discussed our recommendations and emphasized the importance of promoting transparent, high-throughput, and accessible data infrastructures and implementation best practices (e.g., data quality assessment, reporting standard).

PURPOSETissue-based next-generation sequencing (NGS) in metastatic breast cancer (mBC) is limited by the inability to noninvasively track tumor evolution. Cell-free DNA (cfDNA) NGS has made sequential testing feasible; however, the relationship between cfDNA and tissue-based testing in mBC is not well understood. Here, we evaluate concordance between tissue and cfDNA NGS relative to cfDNA sampling frequency in a large, clinically annotated mBC data set.METHODSTempus LENS was used to analyze deidentified records of mBC cases with Tempus xT (tissue) and xF (cfDNA) sequencing results. Then, various metrics of concordance were assessed within overlapping probe regions of the tissue and cfDNA assays (104 genes), focusing on pathogenic variants. Variant allele frequencies of discordant and concordant pathogenic variants were also compared. Analyses were stratified by mBC subtype and time between tests.RESULTSRecords from 300 paired tissue and liquid biopsies were analyzed. Median time between tissue and blood collection was 78.5 days (standard deviation = 642.99). The median number of pathogenic variants/patient was one for cfDNA and two for tissue. Across the cohort, 77.8% of pathogenic tissue variants were found in cfDNA and 75.7% of pathogenic cfDNA variants were found in tissue when tests were ≤ 7 days apart, which decreased to 50.3% and 51.8%, respectively, for > 365 days. Furthermore, the median patient-level variant concordance was 67% when tests were ≤7 days apart and 30%-37% when > 30 days. The median variant allele frequencies of discordant variants were generally lower than those of concordant variants within the same time frame.CONCLUSIONWe observed high concordances between tissue and cfDNA results that generally decreased with longer durations between tests. Thus, cfDNA NGS reliably measures tissue genomics and is likely beneficial for longitudinal monitoring of molecular changes in mBC.

e24070 Background: We have maintained a living interactive systematic review (LISR) on the treatment of CAT ( CAT LISR ). Recent publications of CASTA-DIVA and CANVAS trials prompted this report of updated analysis. Methods: The approach to creating LISRs has been previously published and is available on our website. ( LIvE synthesis framework ). Patient important outcomes included venous thromboembolism (VTE) recurrence, major bleeding (MB), clinically relevant non-major bleeding (CRNMB), net clinical benefit (NCB) and all-cause mortality. Mantel-Haenszel method was used to pool treatment effect estimates. A Paul-Mendel random-effects meta-analysis was conducted to compare DOACs with LMWH. Mixed-treatment comparisons were computed using fixed-effect model within a Bayesian framework owing to a sparse and open network. Effect estimates were expressed as odds ratio (OR) with 95% confidence intervals (CI). Surface under the cumulative ranking curve (SUCRA) was used to assess relative treatment rankings. Results: This systematic review currently includes six RCTs with a total of 3690 patients and four unique treatment choices. Apixaban was assessed in two trials (ADAM-VTE, CARAVAGGIO), rivaroxaban in two (SELECT-D, CASTA-DIVA) and edoxaban in one (HOKUSAI-VTE). CANVAS trial reported efficacy of DOACs as a class and hence, was only included in direct comparisons with LMWH. Direct comparisons showed that DOACs as a class significantly decreased the odds of VTE recurrence (OR 0.63, 95% CI: 0.49-0.82) without significantly increasing major bleeding (OR 1.23, 95% CI: 0.84-1.79) when compared to LMWH. However, higher odds of CRNMB (OR 1.65, 95% CI: 1.18-2.31) was observed with DOACs when compared to LMWH. Mortality rates were not different between the two groups (OR: 1.03, 95% CI: 0.87-1.21). Mixed treatment comparisons showed decreased VTE recurrences with rivaroxaban (rank 1; OR 0.49, 95% CI: 0.23-0.99) and apixaban (rank 2; OR 0.58, 95% CI: 0.36-0.90) relative to LMWH (rank 4). No significant differences were observed between edoxaban (rank 3) and LMWH in terms of VTE risk reduction. Edoxaban (rank 4) increased the risk of major bleeding (OR 1.77, 95% CI: 1.05-3.15) compared to LMWH (rank 2); there were no significant differences among rivaroxaban (rank 3) apixaban (rank 1), and LMWH. Rivaroxaban (rank 4; OR 3.16; 95% CI: 1.61-6.68) and apixaban (rank 3; OR 1.51, 95% CI: 1.01-2.28) increased the risk of CRNMB compared to LMWH (rank 1). Significant net clinical benefit was observed with apixaban (rank 1; OR 0.66; 95% CI: 0.46-0.94) when compared to LMWH (rank 4). No significant differences were observed among other mixed treatment comparisons. Conclusions: Patients treated with DOACs have 31 fewer VTE events per 1000 CAT patients compared to LMWH. Amongst DOACs, apixaban offers the greatest net clinical benefit with 39 fewer VTE and MB events per 1000 patients compared to LMWH.

12107 Background: Chemotherapy-induced nausea and vomiting (CINV), a major adverse effect of cancer treatment, can attenuate life quality. Multiple international antiemetic guidelines have recommended a 4-drug regimen (corticosteroid, 5-HT3 receptor antagonist, NK-1 receptor antagonist, and the antipsychotic medication olanzapine) for decreasing highly emetogenic CINV. This raised a question regarding whether antiemetic therapy regimens for highly emetogenic chemotherapy could be de-intensified, decreasing cost and side effects from anti-emetogenic agents. Methods: Study A221602 was developed to compare two olanzapine-containing antiemetic regimens, one with the use of an NK-1 receptor antagonist (aprepitant or fosaprepitant) and one without. Patients (pts) received intravenous highly emetogenic chemotherapy as either 1) cisplatin, given on one day, at a dose of ≥ 70 mg/m2, with or without other chemotherapy agent(s) or 2) doxorubicin (60 mg/m2) plus cyclophosphamide (600 mg/m2) on one day. Pts in both arms received 1) a 5-HT3 receptor antagonist (palonosetron 0.25 mg IV or ondansetron 8-16 mg IV or 16-24 mg PO,) on day one, 2) dexamethasone (12 mg PO, day one followed by 8 mg PO, days 2-4), and 3) olanzapine (10 mg/day PO, days 1 to 4). On Day 1, all agents were given prior to chemotherapy, with the exception that olanzapine could be taken prior to chemotherapy or at bedtime. Additionally, pts were randomized to receive an NK-1 receptor antagonist (fosaprepitant 150 mg IV or aprepitant 130 mg IV; 346 pts) or a matching placebo (344 pts). The primary objective was to compare the proportion of patients with no nausea for 5 days following receipt of their chemotherapy between the two study arms. Results: While there was no suggestion of outcome differences on day 1 between the two study arms, fewer pts (7.4%; upper limit of the 95% confidence interval was 13.5%) without NK-1 receptor antagonists were without nausea for the complete 5-day study period. Conclusions: Per the study design, created to exclude a 10% benefit for NK-1 receptor antagonists, the results did not provide sufficient evidence to reject the hypothesis that the 4-drug regimen was superior to the protocol 3-drug regimen (p=0.24). Support: UG1CA189823; Clinical trial information: NCT03578081.

10022 Background: nab-Sirolimus (formerly know ABI-009 and nab-rapamycin) is a novel human albumin-bound preparation of sirolimus, a potent mTOR inhibitor. We report results of a Phase I study of ABI-009 alone and in combination with irinotecan and temozolomide in children with relapsed/refractory solid or CNS tumors. Methods: Patients (age 1-21 years) with relapsed/refractory solid or CNS tumors were eligible. Using a rolling 6 design, ABI-009 was administered intravenously as a single agent on Days 1 and 8 of cycle 1 (cycle = 21d), then subsequent cycles ABI-009 was administered in combination with temozolomide (125 mg/m2/dose, maximum 250 mg/dose) orally once daily x 5 on Days 1-5 and irinotecan 90 mg/m2/dose orally once daily x 5 on Days 1-5. Three dose levels (DL) of ABI-009 were investigated (DL1: 35mg/m2/dose, DL-1: 20mg/m2/dose, and DL-2: 15mg/m2/dose). The maximum tolerated dose (MTD) or Recommended Phase 2 Dose (RP2D) was established based on dose limiting toxicity (DLT) observed during Cycle 1 and 2. At the RP2D, additional patients were enrolled for pharmacokinetics (PK). Results: 33 patients were enrolled (32 eligible and 1 ineligible); 11 did not experience DLT but were not evaluable for toxicity due to progressive disease or physician decision to discontinue protocol therapy prior to completion of cycle 2; 17 [median age 13 (2-20) years] were evaluable for determination of MTD during dose escalation, 6 were enrolled on the PK cohort, of which 3 were evaluable to toxicity. At DL1, 2/5 patients experienced DLT (thrombocytopenia during cycle 1 (n = 1) and cycle 2 (n = 1)); at DL-1, 2/6 patients experienced DLT (thrombocytopenia in cycle 1); at DL-2, 1/6 patients experienced DLT (thrombocytopenia in cycle 1). PK expansion enrolled at DL-2 and 1/3 participants evaluable for toxicity had a DLT (mucositis). Overall, at DL-2, 2/9 patients (22%) had DLT. One patient with Ewing Sarcoma had a partial response and remained on study for 35 cycles; Patients (one each) with Ewing Sarcoma, Wilms Tumor, and Pineoblastoma had stable disease, ranging from 3-6 cycles. Conclusions: Thrombocytopenia was dose limiting for ABI-009 alone and in combination with temozolomide and irinotecan. The MTD for ABI-009 is 15mg/m2/dose days 1 and 8 in combination with 5 daily doses of temozolomide 125 mg/m2/dose and oral irinotecan 90 mg/m2/dose. One patient had a partial response, 3 patients had prolonged stable disease. Pharmacokinetics and pharmacodynamics are pending and will inform future trials. Clinical trial information: NCT02975882.

e19526 Background: Zanubrutinib is an oral, highly selective, next-generation Bruton tyrosine kinase inhibitor. Efficacy of zanubrutinib was compared with bendamustine + rituximab (BR) in adult patients with treatment-naïve (TN) chronic lymphocytic leukemia (CLL) in the phase 3 SEQUOIA trial (NCT03336333). However, efficacy of zanubrutinib compared with other frontline CLL treatments remains unknown. The goal of this network meta-analysis of randomized controlled trials (RCTs) was to estimate the relative efficacy of zanubrutinib compared with standard frontline treatments for CLL. Methods: A total of 4 relevant RCTs were identified by a targeted literature review conducted throughout January 2022, CLL11 (NCT01010061), ALLIANCE (NCT01886872), MABLE (NCT01056510), and SEQUOIA. A feasibility assessment was performed to ensure that RCTs included within each population strata did not differ with respect to effect modifiers including presence of mutation, age, del11, and del17 status. A network was constructed for the composed 4 RCTs to compare the efficacy of zanubrutinib with bendamustine + rituximab, chlorambucil + obinutuzumab, chlorambucil + rituximab, and ibrutinib in patients with previously untreated CLL. Bayesian NMA models were conducted to simultaneously synthesize hazard ratio (HR) and 95% credible intervals (CI) for investigator-assessed progression-free survival (PFS). A constant hazard ratio was assumed in the NMA analysis. Statistical analyses were performed using codes suggested by the National Institute for Health and Care Excellence. Results: The efficacy results of the NMA indicated a statistically significant improvement in PFS for zanubrutinib over bendamustine + rituximab (HR=0.42; [95% CI=0.27, 0.65]), chlorambucil + obinutuzumab (0.45 [0.23, 0.86]), and chlorambucil + rituximab (0.22 [0.12, 0.41]). Zanubrutinib achieved comparable PFS to ibrutinib (1.07 [0.59, 1.94]). Conclusions: This is the first NMA to compare the efficacy of zanubrutinib with all commonly utilized first-line treatment for TN CLL. Results from this indirect treatment comparison suggested that the PFS for zanubrutinib may be statistically significantly better than immunochemotherapy. Findings from this study require validation with further large scale RCTs with longer follow up time.[Table: see text]

e19514 Background: Zanubrutinib, a next-generation Bruton’s tyrosine kinase inhibitor (BTKi), demonstrated superior overall response rate and a trend toward improved progression-free survival (PFS) as compared to ibrutinib in patients with relapsed or refractory (R/R) chronic lymphocytic leukemia (CLL) in the phase 3 ALPINE trial (NCT03734016) based on interim analysis. However, its comparative efficacy with other treatments is not known. The goal of this study was to estimate the relative efficacy of zanubrutinib compared with standard treatments for R/R CLL through a network meta-analysis (NMA). Methods: The efficacy of zanubrutinib from ALPINE (study of zanubrutinib and ibrutinib in patients with R/R CLL was compared to ibrutinib, acalabrutinib, bendamustine and rituximab (BR), and venetoclax + rituximab (V+R) using data from 4 RCTs. Relevant RCTs were identified using a systematic literature review. A network was constructed that composed RCTs (ALPINE, ELEVATE-RR [NCT02477696], ASCEND [NCT02970318], and MURANO [NCT02005471]). Bayesian network meta-analysis (NMA) models were used to simultaneously synthesize hazard ratios (HRs) and 95% credible intervals (CrIs) for investigator-assessed PFS and overall survival (OS) to estimate the relative efficacy of zanubrutinib versus comparators of interest. An assumption of constant hazard ratio was applied in the NMA analysis. Analyses were performed using well-established codes published by the National Institute for Health and Care Excellence (NICE) Decision Support Unit and were implemented with OpenBUGS (version 3.2.3). Results: The NMA suggested a significant improvement in PFS for zanubrutinib over acalabrutinib (HR=0.52, 95% CrI [0.30, 0.90]), ibrutinib (0.47, [0.29, 0.76]), and BR (0.13, [0.06, 0.26]). Zanubrutinib had a numerically better PFS than V+R (0.69, [0.32, 1.46]) while not reaching statistical significance. For OS, NMA results showed a trend favoring zanubrutinib over acalabrutinib (0.75, [0.35, 1.59]), ibrutinib (0.62, [0.31, 1.22]), and BR (0.52, [0.21, 1.24]). The difference was not statistically significant with wide CrIs, suggesting a high uncertainty as inherent limitation of the analysis. Conclusions: This NMA reports the first summary of comparative PFS of available treatments for R/R CLL. Indirect treatment comparisons suggest PFS on zanubrutinib may be superior to other BTKis and immunochemotherapies in R/R CLL patients.[Table: see text]

e18729 Background: While the incidence of AF in CLL has been increasing, the implications of AF in real-world CLL patients remain understudied. This study aimed to assess the impact of AF on clinical and economic outcomes in CLL patients. Methods: This retrospective observational study used the US IBM MarketScan® commercial claims/Medicare supplement database (2017-2020) to identify newly diagnosed CLL patients (≥18 years) and incidence of AF after index date, defined as the first CLL diagnosis date. Patients were followed for ≥3-months pre-index, and from index to last follow-up or death. In addition to patient characteristics, clinical outcomes (incidence of heart failure [HF], bleeding and stroke) and economic outcomes (costs and healthcare resource utilization [HRU]) were compared between CLL patients with AF (CLL+AF) and CLL patients without AF (CLL-AF). HRU was evaluated by inpatient, outpatient, ER, and pharmacy visits. Multivariable regression analyses were conducted to examine the association between AF and clinical outcomes. Results: Among a total of 16,800 newly diagnosed CLL patients included in the study, 20% developed AF. CLL+AF were significantly older than CLL-AF (median: 77 vs 62 years; P < .001). Compared to CLL-AF, CLL+AF also had significantly more comorbidities at baseline, as shown by higher Charlson comorbidity index (CCI) (median: 1.0 vs 3.0; P < .001) and more patients with previous AF history (0.3% vs 8.4%; P < .001). Further assessing clinical outcomes in CLL+AF vs CLL-AF, significantly higher incidence of HF (26.3% vs 3.0%; P < .001), bleeding (12.2% vs 4.8%; P < .001) and stroke (6.6% vs 1.2%; P < .001) were observed. For HRU, CLL+AF were reported to have significantly higher rates of ER visits (29.4% vs 12.9%; P < .001) and hospitalizations (42.2% vs 14.5%; P < .001) than CLL-AF. In CLL+AF, the average total AF-related costs were $13,520.21 within 30 days after AF diagnosis, and $22,304.82 within 60 days after AF diagnosis. Controlling for demographics and comorbidities, multivariable regressions reported statistically significant associations between AF and HF, as well as AF and stroke (Table). Conclusions: This real-world study reported significantly higher incidence of HF, bleeding and stroke incurred by CLL patients who developed AF compared with those who did not. The presence of HF, bleeding and stroke further increased HRU and costs. These findings highlight the importance of better disease management and treatment selection to prevent AF in CLL patients.[Table: see text]

3590 Background: Co-occurring alterations (COAs) in the HER2 and MAPK pathway are rare in mCRC. RAS, HER2 and BRAF alterations have been associated with resistance to EGFR inhibitor therapy (EGFR-mab). Typical co-occurring mutually exclusive gene mutations such as in KRAS and BRAF have been reported. This study aims to evaluate the prevalence of co-occurring alterations in the MAPK pathway or across MAPK/ HER2 and correlate to outcomes in patients with mCRC treated with EGFR-mab. Methods: This is a retrospective study of patients with mCRC within the Mayo Clinic database who have available blood-based NGS Guardant 360 data (September 2017-November 2021) and contained co-alterations in the MAPK pathway or across MAPK/ HER2. MSI-high cases were excluded. Typical-RAS was defined as alterations in codons 12, 13, 59, 61, 117, and 146 of KRAS, HRAS, and NRAS. Atypical-RAS alterations were considered mutations at other codons of these genes. Patient characteristics, specific mutations, and outcome data were assessed. Results: 692 patients (pts) with mCRC were identified and 66 (9.5%) of those had COAs detected. 59/66 pts had clinical data available. Median age was 52 years, 55.9% were male, and 61.0% had left-sided tumors. The frequency of detected alterations was: BRAF-V600E (7.3%), BRAF-non-V600E (7%), BRAF-amplification (3.04%), RAS-typical (39.5%), RAS-atypical (2.1%), HER2 amp (0.5%), HER2-mutation (1.2%) and PIK3CA (13%). COAs are described in the table. Twenty-three pts received EGFR-mab; COAs developed in 19 of them after progression on EGFR-mab. Four pts received EGFR-mab with documented COAs at baseline with none of them responding to treatment. Conclusions: COAs in MAPK and MAPK/ HER2 pathway are not uncommon in pts with mCRC emphasizing on the importance and feasibility of blood based NGS vs. selected gene testing. In pts with prior EGFR-mab treatment, COAs were detected after progression on treatment in the majority of pts, suggesting a mechanism of secondary treatment resistance. Further data including prospective validation is warranted. [Table: see text]

514 Background: The remarkable increase of novel Immuno-Oncology drugs in many malignancies has led to the need for biomarkers to identify who would benefit. Various predictive biomarkers have been developed (PD-1/PD-L1 expression, mutations in mismatch repair genes and microsatellite instability, tumor mutational burden and immune infiltration), none have consistently predicted efficacy. The I-SPY2 consortium qualified several expression-based immune biology related signatures that predict response to PD1 checkpoint inhibition. Here we assessed whole transcriptome data of high-risk early-breast cancer (EBC) patients who received Pembrolizumab within the neoadjuvant biomarker-rich I-SPY2 trial (NCT01042379), aiming to migrate the I-SPY2 research findings to a robust clinical grade platform signature to predict sensitivity to PD1 checkpoint inhibition. Methods: Whole transcriptome microarray data were available from pre-treatment biopsies of 69 HER2- patients enrolled in the Pembrolizumab (4 cycles) arm of the I-SPY2 trial. All patients had a High-Risk 70-gene MammaPrint profile. Pathologic complete response (pCR) was defined as no residual invasive cancer in breast or nodes at the time of surgery. Of the 69 patients, 31 had a pCR (12 HR (hormonal receptor)+HER2-, 19 Triple Negative (TN)), while 38 (28 HR+HER2-, 10 TN) had residual disease (RD). To identify the most predictive genes associated with pCR, gene selection was performed comparing pCR and RD groups by iteratively splitting the dataset in training and test, balancing for HR status. Due to limited sample size, leave one out cross validation was used for performance assessment. Genes with effect size > 0.45 were considered significant. Results: A signature of 53 genes, named ImPrint, was identified with overall sensitivity and specificity > 90% and > 80% for predicting pCR to pembrolizumab in all patients. Sensitivity and specificity in TN were > 95% and ≥70%, and in HR+HER2- > 80% and > 85%, respectively. The Positive Predictive Value (PPV) is 77% for the HR+HER2- subgroup. Biological annotation of the 53 genes showed that over 90% of the genes have known immune system related functions, of which 63% were previously known to be involved in immune response (including genes coding PD-L1 and PD-1, as well as those identified in I-SPY2). Conclusions: In the signature development phase, ImPrint predicts pCR to Pembrolizumab in a set of 69 high risk EBC with high sensitivity and specificity. The signature features genes with immune-related functions known to be involved in immune response indicating that it might aid identifying patients with an immune-active phenotype. Importantly, ImPrint appears effective in identifying a subset of HR+HER2- patients who could benefit from immunotherapy. External validation in independent dataset(s) is ongoing and will be presented at the time of the meeting.