Background
Adults with acute myeloid leukemia (AML) or other high-grade myeloid neoplasms typically remain hospitalized during the several weeks of profound pancytopenia after intensive induction chemotherapy. However, the need for hospitalization to permit the close monitoring and supportive care necessitated during such pancytopenia can be questioned by advancements in outpatient care and by the awareness of quality-of-life impairments during prolonged hospitalizations.1,2 At our institution, we have implemented a routine outpatient care strategy of early hospital discharge (EHD), operationally defined as initial hospital discharge within 72 hours of completing chemotherapy, based on results from a pilot and a phase II study conducted by group.3,4 In those studies, stringent medical and logistical criteria were used to establish EHD eligibility. Subsequently, EHD has been applied to a broader patient population not necessarily meeting these criteria. We recently reported our experience with this practice over a 4-year period since completing the phase II trial.5 Based on our analyses, EHD appeared safe, allowed patients to spend >70% of their time until blood count recovery as outpatients, and was associated with fewer red blood cell and platelet transfusions.5
EHD may substantially reduce the cost of treating AML given studies identifying prolonged hospitalization as the major cost contributor.6,7 In our pilot study,3 median daily charges for patients with EHD were >$2,000 lower ($3,270 vs $5,467) than for control patients with similar posttreatment courses. Results were similar in our follow-up phase II study (daily charges of $3,840 vs $5,852).4 Both studies were limited by the relatively small number of inpatients who were control patients, reflecting restrictive study inclusion criteria. In this report we have assessed the financial implications of EHD over the first 4 years after its broad adoption.
Patients and Methods
Study Cohort
We previously identified 375 adults with AML (except acute promyelocytic leukemia) or other high-grade myeloid neoplasm (≥10% blasts in blood and/or marrow) who received an initial course of intensive AML-like induction chemotherapy with 7 + 3 or another regimen between August 1, 2014, and July 31, 2018.5 Hospital discharge immediately following completion of such therapies was routinely considered during this time period for all patients regardless of disease risk and specifics of the chemotherapy administered and independent of participation in a clinical trial, provided the patients were considered medically stable, had a caregiver, and had local lodging available (for those who did not use patient housing affiliated with our institution, commutes to the clinic were typically ≤1 hour). For this analysis, patients were allocated to the EHD group if they were discharged within 72 hours of completing chemotherapy, as per our previous studies.3–5 Patients who remained hospitalized for logistical or medical reasons were considered control patients. Due to the inability to access financial charges from outside healthcare systems and compare them with similar data from our center, patients with EHD who had any outpatient follow-up or hospital readmissions at an out-of-system institution were excluded.
Supportive Care
All patients, regardless of discharge disposition, routinely received triple antimicrobial prophylaxis with acyclovir, an antibiotic (most typically levofloxacin), and an azole as per institutional practice. For outpatient care, patients came to the clinic 3 times/week for laboratory monitoring and transfusions. They were typically seen by a nurse for 2 of these visits and either a nurse practitioner or physician assistant for 1 weekly visit and when new problems arose. The physician typically saw them 1 to 2 times per cycle. All patients with neutropenic fever were admitted for intravenous antibiotics and evaluation. However, some patients were discharged to complete a course of intravenous antibiotics after they defervesced, provided they were clinically stable.
Definition of Study Period
As noted previously,5 the study (“at risk”) period started with initial hospital discharge (for EHD patients) or completion of chemotherapy (for control patients). Any inpatient charges related to induction chemotherapy were excluded. The study period ended with the earliest of the following: recovery of absolute neutrophil count ≥500/μL and transfusion-independent platelet count of ≥20,000/μL, hospital discharge (control patients only), receipt of additional AML-directed chemotherapy, transition to comfort care, initiation of pretransplant workup, after 42 days had elapsed, or death.3–5
Data Collection
Baseline demographic and clinical information was recorded, including age, insurance type, and disease characteristics. The treatment-related mortality (TRM) score was computed with an online calculator (https://cstaging.fhcrc-research.org/TRM/) as previously described.8 To obtain data on charges, medical record numbers and study period were provided to clinical analysts, and institutional databases of financial charges were queried. Output data included all individual charges associated with the patient within the defined study period. Additional data provided for each charge included patient class (inpatient vs outpatient charge), current procedural terminology code, cost center name/code, date of service, encounter discharge date, ordering provider, and billing provider.
Charge Categorization
Charges were broken down into inpatient and outpatient charges and further categorized as follows: (1) hospital/provider charges, including all hospital bed charges, procedures including blood draws, biopsies, bronchoscopies, and outpatient provider fees; (2) emergency department charges; (3) transfusion-related charges attached to blood products, infusion procedural charges, and all laboratory studies related to transfusions including blood typing; (4) laboratory charges, including all non–transfusion-related laboratory studies such as blood counts, basic metabolic panels, and lung function tests; microbiology including blood, sputum, and urine cultures; and pathology including tissue microscopy, flow cytometry, and associated genomic studies; (5) imaging charges, including all radiographs, CT scans, MRIs, and ultrasound studies (eg, echocardiograms, abdominal ultrasound, venous duplex studies); (6) pharmacy charges, including all medications and associated administration charges; and (7) a miscellaneous category, which captured ancillary services provided to inpatients and outpatients and predominantly included physical therapy, occupational therapy, and respiratory therapy.
Outcomes of Interest
Primary outcomes of interest were total charges per study day and charges per inpatient study day. For the EHD group, we also recorded charges per outpatient study day. Secondary outcomes of interest included per study day charges of each charge category.
Statistical Analysis
Fisher exact and Kruskal-Wallis tests were used to assess differences between categorical and quantitative variables across categories, as appropriate. Multivariable linear regression models were used to assess the relationship between covariates and outcomes of interest. Outcome analyses accounted for days on study. Two-sided P values were reported. Statistical analyses were performed using R (http://www.r-project.org).
Results
Study Population
Of the 375 adults receiving a first course of induction chemotherapy between August 1, 2014, and July 31, 2018, 236 were discharged within 72 hours of completing chemotherapy (the EHD group).5 Of these 236 patients, 189 received all outpatient and inpatient care at clinics and hospitals within our institution during the designated study period and were included in this analysis. A total of 139 patients remained hospitalized for logistical or medical reasons and served as standard care (inpatient) controls. As summarized in Tables 1 and 2, EHD and control patients were similar in terms of age, sex, disease characteristics, and insurance type. They differed, however, with regard to prechemotherapy and postchemotherapy performance status and TRM score (better in EHD patients), type of induction chemotherapy given, distance from permanent or temporary residence to outpatient clinic (closer for EHD patients), reason to come off the study (most commonly, count recovery for EHD patients vs hospital discharge for control patients), and response to chemotherapy (higher rates of complete remission [CR] and complete remission with incomplete hematologic recovery [CRi] or the EHD group).
Cohort Characteristics


Safety and Resource Utilization for EHD and Inpatient Control Patients


Overview of Charge Distribution
For EHD patients, facility/provider charges accounted for 32% of total charges, 29% of transfusion-related charges, 17% of laboratory/pathology charges, and 14% of pharmacy charges, and imaging, miscellaneous, and emergency department charges constituted only 5%, 2%, and 2% of total charges, respectively. The distribution of applicable charges was similar for control patients although it weighed more heavily toward facility/provider charges (40%) and pharmacy charges (18%). Transfusion-related charges (25%) and laboratory/pathology charges (10%) constituted smaller fractions compared with EHD patients. Similarly, imaging and miscellaneous charges contributed small fractions at 4% and 2%, respectively.
Comparison of Charges Between EHD and Control Patients
EHD was associated with significantly lower combined inpatient and outpatient charges when compared with continued hospitalization (Table 3). Specifically, EHD patients had combined mean charges of $4,157/day (range, $905–$13,119/day), whereas charges among control patients averaged $9,248/day (range, $4,363–$48,522/day; P<.001). These differences reflected differences in several subcategories of charges, including facility/provider charges ($1,312 vs $3,687/day; P<.001), transfusion charges ($1,205 vs $2,331/day; P<.001), laboratory/pathology charges ($707 vs $961/day; P<.001), and pharmacy charges ($563 vs $1,701/day; P<.001). In contrast, there was no difference between imaging charges ($209 vs $372/day; P=.34) or miscellaneous charges ($90 vs $197/day; P=.33).
Charges per Day for EHD and Inpatient Control Patients


Of the 189 EHD patients, 154 (81%) were readmitted at least once. During rehospitalizations, daily inpatient charges for EHD patients were similar to those of control patients: $8,468/inpatient day (range, $4,828–$19,605/inpatient day) versus $9,248/day (range, $4,363–$48,522/day; P=.35; Table 3). After readmission, there were no differences between the EHD and control groups regarding inpatient facility/provider charges ($3,487/inpatient day vs $3,687/inpatient day; P=.87) or pharmacy charges ($1,589 vs $1,701/inpatient day; P=.98). EHD patients incurred fewer inpatient transfusion-related charges ($1,758 vs $2,331/inpatient day; P<.001) and miscellaneous charges ($120 vs $197/inpatient day; P<.001) relative to control patients. In contrast, inpatient laboratory and imaging charges were higher for patients with EHD during rehospitalizations than for control patients, with average inpatient laboratory charges of $1,045/inpatient day for EHD patients versus $961/inpatient day for control patients (P=.037) and average inpatient imaging charges of $552/inpatient day for EHD patients versus $372/inpatient day for control patients (P<.001).
Among the 189 EHD patients, outpatient charges averaged $2,305 per outpatient study day (range, $0–$7,450/day). As summarized in Table 4, facility/provider charges averaged $350/day (range, $0–$1,426/day), emergency department charges were $207/day (range, $0–$2,858/day), transfusion charges averaged $971/day (range, $0–$4,674/day), laboratory/pathology charges averaged $569/day (range, $0–$4,633/day), imaging charges averaged $38/day (range, $0–$631/day), pharmacy charges averaged $105/day (range, $0–$1,405/day), and miscellaneous charges averaged $66/day (range, $0–$273/day). Notably, EHD patients who were readmitted during their study periods (n=154) had slightly higher outpatient charges ($2,394/outpatient day) than those who did not require readmission ($1,912/outpatient day).
Outpatient Charges per Day for Patients With EHD (N=189)


We then conducted a multivariable linear regression analysis including care strategy (EHD vs continued inpatient care), age, sex, disease type (AML vs myelodysplastic syndrome), secondary disease (yes vs no), chemotherapy regimen, performance status, postchemotherapy TRM score, meeting strict medical and logistic criteria for inclusion in prior prospective studies,3,4 and insurance type (private vs Medicare vs Medicaid). As illustrated in Table 5, when controlling for these variables, we found that continued inpatient care postinduction chemotherapy was associated with an increase in charges per study day of $3,837 relative to EHD care (P<.001) among all patients. Postchemotherapy TRM and private insurance (relative to Medicare) were also predictive of higher per-day charges ($158/day [P<.001] and $1,253/day [P=.009], respectively).
Multivariable Linear Regression Model for Charges per Study Day


We considered the possibility that hospital discharge for control patients before the time of blood count recovery could impact the average daily charge estimates for the control cohort. We therefore conducted a subset analysis restricting the dataset to patients with EHD and control patients who came off-study because of blood count recovery. The characteristics of the 153 patients with EHD and 41 control patients meeting this criterion are presented in supplemental eTables 1 and 2 (available with this article at JNCCN.org). As summarized in supplemental eTable 3, the comparisons of the daily charges for this EHD group and control patient subset were very similar to the comparisons in the entire dataset, again showing significantly lower per-day charges for EHD versus control patients ($3,826 vs $8,404/day; P<.001).
Medically Matched Patients With EHD Versus Control Patients
To address the possibility that clinical characteristics, including disease severity, influenced financial analyses, we conducted a subset analysis restricting our dataset to medically matched EHD and control patients. In our earlier pilot and phase II studies, patients included met an explicit list of medical criteria for inclusion.3,4 In the present study, we identified 152 of 189 EHD patients and 49 of 139 control patients who met these criteria. These 2 cohorts of medically matched patients had a similar baseline performance status and TRM score but differed regarding treatment response (higher CR/CRi rates among EHD patients) and distance to outpatient clinic (closer for EHD patients; supplemental eTables 4 and 5).
As shown in Table 6, EHD patients who met strict medical EHD criteria had lower per-day charges than matched control patients ($3,929 vs $7,306/day; P<.001), similar to findings for the entire cohort. This was also true for facility/provider charges ($1,234 vs $3,320/day; P<.001), transfusion charges ($1,142 vs $1,736/day; P<.001), and pharmacy charges ($522 vs $1,233/day; P<.001). There was no difference between laboratory/pathology charges ($692 vs $780/day; P=.19) or imaging charges ($181 vs $167/day; P=.057). However, patients with EHD had higher miscellaneous charges than medically matched control patients ($84 vs $70/day; P<.001).
Charges per Day for Medically Matched EHD and Inpatient Control Patients


We also compared inpatient per-day charges for medically matched EHD and control patients (Table 6). Within this subset of patients, inpatient per-day charges were higher for patients with EHD compared with control patients ($8,262 vs $7,306/day; P=.0086). Among the subcategories analyzed, there was no difference between facility/provider charges ($3,453 vs $3,320/day; P=.56), transfusion-related charges ($1,653 vs $1,736/day; P=.88), and miscellaneous charges ($106 vs $70/day; P=.80). Rather, higher inpatient costs for medically matched EHD patients seemed to be driven by higher laboratory/pathology ($1,038 vs $780/day; P=.0012), imaging ($547 vs $167/day; P<.001), and pharmacy charges ($1,550 vs $1,233/day; P<.001).
Multivariable linear regression analysis for the medically matched patient subset revealed results similar to those of the entire cohort (Table 7). Continued inpatient care was associated with a $3,476 increase in per-day charges compared with early discharge. Within this medically matched cohort, only secondary disease (relative to de novo disease) was also associated with higher charges per day ($744; P=.022).
Multivariable Linear Regression Model for Charges per Study Day for Medically Matched EHD and Inpatient Control Patients


Finally, we conducted a subset analysis of only those medically matched patients whose study period ended with blood count recovery, acknowledging the limitation of the small number of control patients in this subgroup. As shown in supplemental eTables 6 and 7, these 130 EHD patients and 15 control patients were similar regarding performance status, TRM score, and treatment response. In line with our other analyses, overall per-day charges for the EHD cohort were significantly lower than for the control cohort ($3,792 vs $6,429/day; P<.001; supplemental eTable 8).
Discussion
The high costs associated with the treatment of AML and other high-grade hematologic malignancies have been widely documented.7,9–12 Our analyses suggest that EHD after intensive AML induction chemotherapy leads to substantial reductions in charges for postchemotherapy care compared with the standard approach of keeping patients in the hospital until recovery of peripheral blood counts.
Our findings are consistent with prior, smaller-scale examinations of the financial implications of EHD at our institution2–4 and elsewhere.13,14 For patients in our study, outpatient charges were approximately $6,000 to $7,000 per day less than inpatient charges. Lower provider/facility-related charges accounted for approximately half of the charge reduction, predominantly reflecting inpatient hospital bed charges and outpatient clinic fees, the latter of which were significantly lower. Our analysis also identifies cost reductions because of differences in blood product administration and other transfusion-related care in the inpatient versus outpatient setting. Although this difference may be related to the lower cost of care delivery in outpatient infusion centers, lower rates of blood product administration for EHD patients, perhaps because of less-frequent laboratory monitoring, may contribute as well. Notably, several analyses did not find frequent readmission for bleeding or complications of anemia in a prior safety evaluation of the EHD approach.5 Finally, lower pharmacy charges (mostly related to medication administration) accounted for substantial differences between the 2 groups.
The charge reductions from shifting care to the outpatient setting were not negated by higher inpatient charges when EHD patients did require readmission. As noted in previous studies on EHD,3–5 readmission is common. In this analysis, 154 of the 189 EHD patients (81%) were readmitted at least once during the study period, for an average readmission rate of 1.1 per patient with EHD. Rehospitalization itself has been identified as an area of significant cost to the healthcare system.15 Thus, one could hypothesize that daily inpatient charges might be higher among EHD patients, as suggested in a previous phase II resource utilization analysis,4 perhaps related to the resource-intense readmission process or to the higher level of illness of rehospitalized patients. Consistent with this notion, among the cohort of medically matched patients, those with EHD who were readmitted did accumulate slightly higher inpatient charges. Laboratory and imaging charges were higher for readmitted EHD patients compared with control patients (both for all patients and for medically matched patients), perhaps because of extensive diagnostic evaluations performed upon hospital admission. However, EHD and control patients spent a similar gross number of days and percentage of study days in the ICU, further contributing to similar inpatient charge profiles. ICU admissions have been identified as a major contributor to inpatient medical costs in patients with hematologic malignancies, including AML.16,17
In the current analysis, we found the difference between charges incurred by EHD and control patients to be considerably larger than in prior studies.3,4,13,14 However, we caution against direct comparison with these data. First, to standardize our data, we used hospital and clinic charges in lieu of actual reimbursement, whether from an insurer or out of pocket. This approach avoided introducing payment discrepancies and inconsistencies within a heterogeneous insurer and payment landscape.4 In addition, we specifically excluded patients who received care within other healthcare systems to avoid potentially missing charges. Finally, healthcare charges and delivery practices evolve, making it difficult to compare temporally and spatially separated studies.
In addition to being a single-center, nonrandomized, and retrospective analysis, study limitations include our inability to account for costs to patients, their families, and the medical system that are not captured in electronic billing records. EHD patients likely bear more significant out-of-pocket expenses, of which prescription copays are the most notable, but also include transportation, lodging, and home healthcare. This study could also not account for financial and nonfinancial costs to caretakers, such as time taken away from work. Additionally, patients receiving care at outside healthcare systems were excluded from analysis to standardize charges. Furthermore, this study aimed to compare the financial implications of postinduction supportive care. It proved difficult to fully isolate nonsupportive charges (eg, those related to preparation of allogeneic hematopoietic cell transplantation), particularly during inpatient stays. Because of this difficulty, we included all charges in the final analysis. However, because pretransplant evaluations were more frequent in the EHD cohort, inclusion of such charges would bias our results toward a smaller difference in costs between EHD and standard inpatient care. Lastly, as mentioned before, we used charges rather than actual healthcare costs to enable interpatient comparisons.
Conclusions
Our study suggests that EHD after intensive AML induction chemotherapy is associated with reduced healthcare-related costs. Together with previous data from our institution showing that EHD is safe and associated with reduced healthcare resource utilization,3–5 this study further supports EHD for AML and other high-grade myeloid neoplasms if infrastructure is available18,19 to enable close outpatient follow-up.
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