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Figure 1.  Total Number of Procedures and Amount Spent Based on a Nationally Representative Sample From the MarketScan Database
Total Number of Procedures and Amount Spent Based on a Nationally Representative Sample From the MarketScan Database

A, Total number of procedures per year plotted against the top 15 cancers identified using International Statistical Classification of Diseases and Related Health Problems, Tenth Revision (ICD-10) codes. The plurality of procedures within all cancer categories were mainly attributable to pathology and laboratory services. B, Total number of procedures in one calendar year was plotted against the procedural categories identified by Current Procedural Terminology (CPT) or Healthcare Common Procedure Coding System (HCPCS II) codes. The pathology and laboratory category accounted for most procedures. C, Total spent per year plotted against the top 15 cancers identified using ICD-10 codes. Most of the cost for breast and lung cancer was from medical supplies and nonphysician services (HCPCS II code). D, Total spent per year plotted against the top procedural categories identified by CPT codes. HCPCS II, radiology, and surgery contributed to the majority of costs.

Figure 2.  Heat Maps of Individual Procedure Codes and Their Associated Spending
Heat Maps of Individual Procedure Codes and Their Associated Spending

A, Total number of codes in one calendar year was plotted against the cancer subtype. Outpatient hospital visits contributed to the greatest number of codes. B, Total spending per year associated with each Current Procedural Terminology code plotted against the cancer subtype. CT indicates computed tomography; DX, diagnosis; ECG, electrocardiography; GI, gastrointestinal; HbA1c, hemoglobin A1c; HCPCS II, Healthcare Common Procedure Coding System; MRI, magnetic resonance imaging; PET, positron emission tomography; and WBC, white blood cell.

Figure 3.  Estimated Total Spending on Cancer Care for Privately Insured Patients With Cancer in the United States in 2018
Estimated Total Spending on Cancer Care for Privately Insured Patients With Cancer in the United States in 2018

Total societal spending of care by cancer type for privately insured patients with cancer who were younger than 65 years in the United States.

Table.  Median Numbers of Procedures and Expenditures and Estimated Total Expenditure per Cancer Type Based on MarketScan and SEER Databasesa
Median Numbers of Procedures and Expenditures and Estimated Total Expenditure per Cancer Type Based on MarketScan and SEER Databasesa
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Original Investigation
Oncology
October 6, 2021

Medical Service Use and Charges for Cancer Care in 2018 for Privately Insured Patients Younger Than 65 Years in the US

Author Affiliations
  • 1Department of Radiation Oncology, Penn State Cancer Institute, Hershey, Pennsylvania
  • 2Department of Public Health Sciences, Penn State College of Medicine, Hershey, Pennsylvania
  • 3Department of Health Policy and Administration, Pennsylvania State University, University Park
  • 4Penn State Cancer Institute, Hershey, Pennsylvania
  • 5Department of Medical Oncology, Penn State Cancer Institute, Hershey, Pennsylvania
  • 6Department of Radiation Oncology, Geisinger Health System, Danville, Pennsylvania
JAMA Netw Open. 2021;4(10):e2127784. doi:10.1001/jamanetworkopen.2021.27784
Key Points

Question  What are the most common and costly medical procedures and services provided to privately insured patients with cancer in the US?

Findings  This cohort study found that the total estimated cost of cancer care for privately insured adults in the US was $156.2 billion. Patients with breast, colorectal, and prostate cancers had the greatest number of services performed, particularly for pathology and laboratory tests, and patients with breast, lung, and colorectal cancer incurred the highest costs, particularly for medical supplies and nonphysician services.

Meaning  This study suggests that, for privately insured patients with cancer, pathology and laboratory services contributed the most to the number of services performed, but medical supplies and nonphysician services contributed the most to spending.

Abstract

Importance  Currently, there are limited published data regarding resource use and spending on cancer care in the US.

Objective  To characterize the most frequent medical services provided and the associated spending for privately insured patients with cancer in the US.

Design, Setting, and Participants  This cohort study used data from the MarketScan database for the calendar year 2018 from a sample of 27.1 million privately insured individuals, including patients with a diagnosis of the 15 most prevalent cancers, predominantly from large insurers and self-insured employers. Overall societal health care spending was estimated for each cancer type by multiplying the mean total spending per patient (estimated from MarketScan) by the number of privately insured patients living with that cancer in 2018, as reported by the National Cancer Institute’s Surveillance, Epidemiology, and End Results program. Analyses were performed from February 1, 2018, to July 8, 2021.

Exposures  Evaluation and management as prescribed by treating care team.

Main Outcomes and Measures  Current Procedural Terminology and Healthcare Common Procedure Coding System codes based on cancer diagnosis code.

Results  The estimated cost of cancer care in 2018 for 402 115 patients with the 15 most prevalent cancer types was approximately $156.2 billion for privately insured adults younger than 65 years in the US. There were a total of 38.4 million documented procedure codes for 15 cancers in the MarketScan database, totaling $10.8 billion. Patients with breast cancer contributed the greatest total number of services (10.9 million [28.4%]), followed by those with colorectal cancer (3.9 million [10.2%]) and prostate cancer (3.6 million [9.4%]). Pathology and laboratory tests contributed the highest number of services performed (11.7 million [30.5%]), followed by medical services (6.3 million [16.4%]) and medical supplies and nonphysician services (6.1 million [15.9%]). The costliest cancers were those of the breast ($3.4 billion [31.5%]), followed by lung ($1.1 billion [10.2%]) and colorectum ($1.1 billion [10.2%]). Medical supplies and nonphysician services contributed the highest total spent ($4.0 billion [37.0%]), followed by radiology ($2.1 billion [19.4%]) and surgery ($1.8 billion [16.7%]).

Conclusions and Relevance  This analysis suggests that patients with breast, colorectal, and prostate cancers had the greatest number of services performed, particularly for pathology and laboratory tests, whereas patients with breast, lung, lymphoma, and colorectal cancer incurred the greatest costs, particularly for medical supplies and nonphysician services. The cost of cancer care in 2018 for the 15 most prevalent cancer types was estimated to be approximately $156.2 billion for privately insured adults younger than 65 years in the US.

Introduction

Cancer care spending in the US for those older than 65 years with Medicare was estimated to be $125 billion in 2010; this amount is estimated to increase to $158 billion in 2020.1,2 The largest increases are seen in the continuing phase of care for prostate cancer (42%) and female breast cancer (32%). National spending for cancer care is substantial and expected to increase because of population changes alone.

The specific expenses that contribute to these figures are poorly understood. The direct costs of cancer care include diagnostic tests, hospital and physician fees, and the cost of drug therapy. Meropol and Schulman3 describe how the high price of new drugs obscures other direct costs that are more difficult to enumerate. Furthermore, in the European Union, cancers of the lung, breast, prostate, and colorectum have been shown to contribute to the plurality of cost, with most costs stemming from inpatient care.4 In the US, many patients have private insurance or are diagnosed before 65 years of age. To our knowledge, there are limited data regarding population estimates of resources and spending on cancer care in the US for patients with private insurance.

The purpose of the current work is to characterize the most frequent medical services provided for privately insured cancer patients in the US and the costs associated with these services. The results of this work may be used to identify patients and services that most contribute to spending, with the ultimate goal of identifying potential targets for decreasing resource consumption.

Methods

The IBM Watson Health MarketScan database was used to summarize expenditures reimbursed to the clinician for care. MarketScan is a private insurance claims database. This retrospective cohort study used data from the MarketScan database for the calendar year 2018 from a sample of 27.1 million privately insured individuals, including 402 115 patients with a diagnosis of the 15 most prevalent cancers, predominantly from large insurers and self-insured employers. Expenditures reimbursed to the clinician for care include the amount paid by insurance companies and patient out-of-pocket payments, including copays and deductibles. Payments were taken from the most recently available year, 2018, for the 15 cancers with the highest incidence as defined by International Statistical Classification of Diseases and Related Health Problems, Tenth Revision codes. We limited our analysis to adult patients younger than 65 years at the time of cancer diagnosis in 2018. Based on previous work,5,6 it is estimated that the median age of patients with a new diagnosis of cancer is 65 years (interquartile range [IQR], 55-74 years). This research project was approved by the Penn State College of Medicine institutional review board, which waived the requirement for informed consent because deidentified data were used. This study followed the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) reporting guideline.

For each of the top 15 cancers, the Current Procedural Terminology (CPT) codes were subdivided into the following categories: anesthesia (eg, anesthesia procedure for endoscopy), surgery (eg, mastectomy and prostatectomy), radiology (eg, chest radiograph and computed tomography), pathology and laboratory (eg, biopsy and basic metabolic profile), medical services (eg, chemotherapy administration), evaluation and management services (eg, outpatient or inpatient visits), and medical supplies and nonphysician services (eg, dexamethasone and ondansetron injections). The medical supplies and nonphysician services category was retrieved according to the Healthcare Common Procedure Coding System (HCPCS) level II codes. Codes associated with each category are provided in eTable 1 in the Supplement.

Statistical Analysis

Analyses were performed from February 1, 2018, to July 8, 2021. To extrapolate to the overall population in the US, total health care spending was estimated for each cancer type by multiplying the mean total spending per patient from MarketScan by the number of patients living with that cancer in 2017, as reported by the National Cancer Institute’s Surveillance, Epidemiology, and End Results (SEER) program.7-9 At the time of the analysis, cancer prevalence in 2017 was the most recent version provided by SEER. Because previous work estimated that 41.8% of patients with cancer have private insurance, the costs for all privately insured patients with cancer in the US could be calculated by multiplying 0.418 by the estimated costs for all cancer patients in the US.6 Data were analyzed using R, version 3.6.3 (R Group for Statistical Computing) and Illustrator (Adobe Inc).

Results

Among 27.1 million patients enrolled in the MarketScan database in 2018, there were 402 115 patients with cancer with 38.4 million documented procedure codes for the 15 most common cancers, with a total cost of $10.8 billion. The top 5 most common cancers according to the MarketScan database included breast cancer (n = 124 543), prostate cancer (n = 56 775), thyroid cancer (n = 40 974), lymphoma (n = 31 760), and colorectal cancer (n = 30 942) (Table). The median number of services was 1.6 million (IQR, 1.2 million-3.3 million) per cancer type, with median spending of $419.2 million (IQR, $330.0 million-$928.2 million) per cancer type. Figure 1 shows a breakdown of the number of services performed for the cancers and their spending. eTable 1 in the Supplement lists the most common CPT codes by group along with mean spending per service and median spending. eTable 2 in the Supplement lists the costliest CPT codes by group, along with mean spending per service and median spending. eTable 3 in the Supplement provides these data by procedure group.

Patients with breast cancer contributed the greatest total number of services (10.9 million [28.4%]), followed by those with colorectal cancer (3.9 million [10.2%]) and prostate cancer (3.6 million [9.4%]) (Figure 1A). Among the 7 categories of services, pathology and laboratory tests contributed the highest number of services performed (11.7 million [30.5%]), followed by medical services (6.3 million [16.4%]) and medical supplies and nonphysician services (6.1 million [15.9%]) (Figure 1B). The costliest cancers were those of the breast ($3.4 billion [31.5%]), followed by lung ($1.1 billion [10.2%]) and colorectum ($1.1 billion [10.2%]) (Figure 1C). Among the 7 categories of services, medical supplies and nonphysician services contributed the highest total spent ($4.0 billion [37.0%]), followed by radiology ($2.1 billion [19.4%]) and surgery ($1.8 billion [16.7%]) (Figure 1D).

Heat maps of the top 10 CPT and HCPCS codes from each procedural category among the top 15 cancer subtypes are illustrated in Figure 2. Outpatient hospital visits, level 3 to 4 (ie, office or other outpatient visit, which are 15 or 25 minutes, respectively) were the most commonly billed codes for all cancers (2.8 million performed in 2018), particularly for breast and prostate cancers (Figure 2A). Pegfilgrastim and trastuzumab injections contributed the highest amount spent, particularly for breast cancer (median cost, $22 428 [IQR, $13 276-$36 531] and $53 004 [IQR, $23 655-$90 633], respectively) (Figure 2B).

The Table lists the median number of procedures performed per patient, median spent per patient, and total spending in the MarketScan database and further illustrates the estimated total spending in the US. According to the MarketScan data, the top 3 cancers with the highest median number of procedures performed per patient were liver cancer (median, 62 [IQR, 34-93]), stomach cancer (median, 61 [IQR, 32-92]), and pancreatic cancer (median, 60 [IQR, 34-90]). The median spent per patient was the highest for pancreatic cancer (median, $32 806 [IQR, $10 866-$85 326]), followed by liver cancer (median, $30 156 [IQR, $9448-$80 520]) and esophageal cancer (median, $29 864 [IQR, $8677-$82 998]). In contrast, the estimated total spending for privately insured patients with cancer in the US was the highest for patients with breast cancer ($40.6 billion), followed by prostate cancer ($19.4 billion) and colorectal cancer ($19.2 billion). This inconsistency is owing to the highest prevalence of breast, prostate, and colorectal cancers according to the estimates from the SEER database. MarketScan data showed that patients with breast, colorectal, and prostate cancer had the greatest number of services performed, and the plurality of these services were attributable to pathology and laboratory tests (27.5%, 29.0%, and 30.9% of total services, respectively). Estimates of the overall health care spending for each cancer type for privately insured patients with cancer in the US are further summarized in Figure 3. The cost of cancer care in 2018 for the 15 most prevalent cancer types was estimated to be approximately $156.2 billion for privately insured adults younger than 65 years.

Discussion

To our knowledge, this is the first characterization of service consumption and spending for privately insured adult patients younger than 65 years with cancer in the US. The overall annual health care spending for privately insured patients with the 15 most prevalent cancers is $156.2 billion. MarketScan data showed that patients with breast, colorectal, and prostate cancer had the greatest number of services performed, and the plurality of these services were attributable to pathology and laboratory tests (27.5%, 29.0%, and 30.9% of total services, respectively). On the other hand, the costliest cancers were those of the breast, lung, and colorectum. Medical supplies and nonphysician services (37.0% of total spending) contributed most to the plurality of spending of patients with cancer, followed by radiology (19.4% of total spending) and surgery (16.7% of total spending). More research is needed to better identify and target wasteful procedures.

In 2011, Mariotto et al2 characterized the cost of initial cancer treatment for US Medicare patients (ie, those ≥65 years of age) diagnosed through 2006, and estimated projections from 2010 to 2020. Similar to our work, they found that breast cancer, lung cancer, colorectal cancer, lymphoma, and prostate cancer were among the costliest forms of cancer. These cancers were projected to be costliest in part because of their relatively high incidence,10-12 use of multimodality care (ie, surgery, systemic therapy, and radiotherapy), and rising cost of cancer-specific drugs within each disease site.13-15 Oncology drugs account for the largest spending of any specialty,13 and the US accounts for about half of the $100 billion spent worldwide on drugs.15,16 From 2010 to 2020, the total expenditure for cancer care is estimated to increase by 26%,2 with the cost of drugs increasing by more than 50%.17 The total cost for 2020 in the analysis by Mariotto et al2 was projected to be $207 billion, assuming a 5% annual increase in the mean costs of care.

The analysis by Mariotto et al2 is complementary to our work, and the estimated value differs slightly from ours for several reasons. First, in that work, the authors evaluated patients 65 years of age or older with Medicare, whereas, in our work, patients were younger than 65 years and privately insured. Material financial hardship is more common among cancer survivors aged 18 to younger than 65 years than among those aged 65 years or older (28.4% vs 13.8%; P < .001).18 Although cancer is less common among those younger than 65 years, and overall costs may be lower in this population, younger patients with cancer have a longer expected survival,12,19 and have higher costs throughout their longer follow-up period.20 Second, 17 cancers were evaluated in the analysis by Mariotto et al2 vs 15 cancers in our analysis; however, these 15 cancers represent more than 90% of all cancer diagnoses. Third, Mariotto et al2 considered 3 phases of care: the first 12 months after diagnosis, the final 12 months of life, and all the months in between those 2 phases; in contrast, our analysis is a snapshot of spending in 1 calendar year, 2018. Finally, Mariotto et al2 made projections from 2010 to 2020 assuming a constant annual increase in the cost of care. This assumption is unlikely owing to the introduction of many novel and expensive treatments over time, such as the approval of pembrolizumab in 2016 for metastatic non–small cell lung cancer.21

Tangka et al22 performed a comprehensive analysis of how aggregate cancer costs changed over time. In 2001 to 2005, the shares of cancer costs were as follows: private insurance, 50%; Medicare, 34%; out-of-pocket payments, 8%; other public insurance, 5%; and Medicaid, 3%. Cancer-related treatment costs shifted away from the inpatient setting and toward the outpatient setting, and the share of these costs paid for by private insurance and Medicaid has increased—the share of total cancer costs that resulted from inpatient admissions decreased from 64.4% in 1987 to 27.5% in 2001 to 2005.

Meropol et al3 state that the direct costs of cancer care include diagnostic tests, hospital and physician fees, and the cost of drug therapy. The high price of new drugs obscures other direct costs that are more difficult to enumerate. Although pathology and laboratory tests contributed to the highest number of services performed in our study, our analysis showed that the cost of medical supplies, such as the chemotherapy drugs themselves, contributes the most to cancer care spending. This observation is in line with analyses by Shih and colleagues23,24 that showed that targeted therapies accounted for 63% of all chemotherapy expenditures in 2011 and dominated anticancer drug spending. They estimated that although the general prescription drug Consumer Price Index grew at 3% per year during 2007 to 2012, mean targeted oral anticancer medication prices increased by nearly 12% per year, reaching $7719 per patient per month in 2012. Thus, cost seems to be magnified for locally advanced and systemic diseases that slowly progress over the course of years and require multiple costly systemic agents (eg, breast cancer).25

In many cases, increased spending results from hospitalization.26-28 In our analysis, level 3 to 4 outpatient hospital visits were the most commonly billed codes for all cancers. In a SEER-Medicare analysis from 2002,27 costs increased yearly for all cancers. In 2002, Medicare paid an annual mean of $39 891 for initial care costs for each lung cancer case and $41 134 for each colorectal cancer case, increases of $7139 and $5345 over the respective 1991 payments. Jacobson et al29 reported that outpatient visits were the main contribution to cost (approximately 60%-70% of the total costs) for patients with oral cancer. In 2014, the Agency for Healthcare Research and Quality estimated that 58% of all cancer expenditures were for outpatient visits, while hospital stays accounted for only 27% of the total.30 These reports corroborate our findings.

The present analysis includes both generic and brand-name drugs, without distinction. Previous analyses comparing effectiveness of the agents have been performed. Empirical studies between generic and brand-name drugs have not identified safety concerns in the US, Canada, the EU, and Japan, where regulations and enforcement are strong.31,32 Thus, we would anticipate generic drugs to have similar efficacy and likely lower cost than their brand-name counterparts.

The increasing share of cancer costs paid by private and Medicaid coverage highlight several factors in the changing insurance landscape. First, the Patient Protection and Affordable Care Act significantly increased Medicaid coverage of low-income patients with cancer, and removed some of the barriers to private coverage such as risk rating and preexisting condition exclusions.33,34 Second, as private payers tend to pay significantly higher rates for care, and as new high-cost cancer therapies reach the market, private payers inevitably pay much more both overall and relative to other payers.35 Third, cancer rates for colorectal cancer and human papillomavirus–related cancers are increasing in some populations of patients younger than 65 years, and thus private payers and Medicaid will pay relatively more for cancer care.12 Fourth, competing causes of death (eg, heart disease36 and stroke37) are replacing death from cancer among many sites; thus, there are many more long-term survivors,19,38 and therefore a larger time window for costs to accumulate. As commercial payers cover an increasing portion of cancer costs, our study helps to highlight the areas that may be most likely to be associated with this increase in spending.

Limitations

This study has several limitations. First, it is unclear which procedures are the “most wasteful” from the current analysis. Claims data lack clinical detail, so one cannot tell the extent to which care is wasteful, and hence, costs might be reduced if wasteful care was eliminated. It is possible that outpatient spending is high, but it is always critical for patient care; meanwhile, unnecessary testing may be a better target for curtailing spending. More research is needed to find which services provide the lowest value to patients, which may not be the services that represent the highest spending. Identifying areas of high out-of-pocket spending may be of highest policy concern for limiting patient exposure to significant financial burden. This area, along with survival and quality of life, will be explored in future work.

MarketScan focuses largely on individuals employed in large firms, so it may not be fully representative of privately insured individuals and is not representative of patients with other types of insurance or those who are uninsured. In addition, the time since diagnosis and the modality of treatment being used are associated with the spending of cancer care. Previous work shows that advanced-stage diagnoses were generally more costly than early-stage diagnoses.39 However, cancer stage is not available in the MarketScan database.

Conclusions

Among privately insured patients with cancer included in the MarketScan database in 2018, patients with breast, colorectal, and prostate cancers had the greatest number of services performed, with the plurality of these services attributable to pathology and laboratory tests. Medical supplies and nonphysician services contributed the most to the plurality of spending. Further research is needed to explore the extent to which these costs reflect unnecessary or low-value care.

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Article Information

Accepted for Publication: July 30, 2021.

Published: October 6, 2021. doi:10.1001/jamanetworkopen.2021.27784

Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2021 Zaorsky NG et al. JAMA Network Open.

Corresponding Author: Nicholas G. Zaorsky, MD, Department of Radiation Oncology, Penn State Cancer Institute, 500 University Dr, CH63, TG322, Hershey, PA 17033 (nicholaszaorsky@gmail.com).

Author Contributions: Drs Ba and Leslie had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.

Concept and design: Zaorsky, Ba, G. Liu, Segel, Drabick, Mackley.

Acquisition, analysis, or interpretation of data: Zaorsky, Khunsriraksakul, Acri, D.J. Liu, Ba, Lin, G. Liu, Segel, Leslie.

Drafting of the manuscript: Zaorsky, Khunsriraksakul, Acri, D.J. Liu, Ba, Lin.

Critical revision of the manuscript for important intellectual content: All authors.

Statistical analysis: Khunsriraksakul, Acri, D.J. Liu, Ba, G. Liu, Segel, Leslie.

Administrative, technical, or material support: Zaorsky, G. Liu, Segel, Drabick, Mackley.

Supervision: Zaorsky, D.J. Liu, Leslie.

Conflict of Interest Disclosures: Dr Zaorsky reported receiving remuneration from Springer Nature for his textbook, Absolute Clinical Radiation Oncology Review, and Weatherby Healthcare unrelated to the current work. Dr Segel reported receiving grants from the US Department of Defense, Centers for Medicare & Medicaid Services, Pennsylvania Department of Health, and the National Cancer Institute outside of the submitted work. Dr Leslie reported receiving grants from the National Institutes of Health and the Agency for Healthcare Research and Quality outside the submitted work. No other disclosures were reported.

Funding/Support: Dr Zaorsky is supported by startup funding from Penn State Cancer Institute and Penn State College of Medicine, funding from the National Institutes of Health, and the American Cancer Society–Tri State CEOs Against Cancer Clinician Scientist Development grant (CSDG-20-013-01-CCE).

Role of the Funder/Sponsor: The funding sources had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.

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