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International Journal of Rare Diseases and Orphan Drugs

Myotonic Dystrophy Patient Journey: Increased Use of Healthcare Resources in the Year Prior to Diagnosis as Evidenced by Insurance Claims

Research Article | Open Access | Volume 6 | Issue 2

  • 1. Department of Physiology, Cellular and molecular Biology, Northwestern University - The Feinberg School of Medicine Carlsbad, USA
  • 2. Department of Neurology, Stanford University Medical Center, USA
  • 3. Department of Avidity Biosciences, Stanford University Medical Center, USA
  • 4. Department of Physiology, University of California, USA
  • 5. Department of Science & Health System Finance, University of Rensselaer Polytechnic Institute, USA
  • 6. Department of Mathematical Sciences, Johns Hopkins University, USA
  • 7. Department of Biostatistics, University of California Los Angeles, USA
  • 8. Department of Physiology, Cellular and molecular Biology, Albert Einstein College of Medicine of yeshiva University, USA
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Corresponding Authors
Li-Jung Tai, Department of Physiology, Cellular and molecular Biology, Northwestern University - The Feinberg School of Medicine Carlsbad, USA
Abstract

Myotonic dystrophy (DM) is an inherited autosomal dominant disease with progressive myopathy and comorbidities involving multiple organ systems. There is no cure, but a deeper understanding of the patient journey, the use of healthcare resources, and the cost of care before and after diagnosis would assist in managing supportive care. This longitudinal analysis of medical and pharmacy insurance claims between January 2010 and March 2021 included 1,694 patients with two or more DM diagnostic claims compared with 8,470 matched control (MC) patients who were propensity-score matched by index date (i.e., month of diagnosis), age, region, sex, plan, and payer type. Eligible patients had a minimum of 12 months of continuous data. Comorbidities consistent with the clinical profile of DM were more prevalent in patients with DM than in the MC cohort. The aggregate per-member-per-year medical costs were $18,239 for a patient with DM and $5,609 for a MC. The corresponding pharmacy costs were $3,029 and $1,478. Overall, resource utilization – including emergency departments, inpatient facilities, outpatient facilities, office practices, pharmacies, laboratories, procedures (Healthcare Common Procedure Coding System or Current Procedural Terminology codes), prescription medications, and clinician-administered drugs (J-codes) – and their associated costs were higher for patients with DM than MCs. Until a diagnosis of DM is established, the varied presentations of this multisystemic disorder complicates diagnostic testing and medical care. During the pre-diagnosis period, patients, caregivers, and families experience the stress and additional cost burden associated with the uncertainty of an undiagnosed condition. To further elucidate the impact of DM, additional analyses are ongoing to assess changes in comorbidities, use of healthcare resources, and costs.

Keywords

Healthcare costs; Healthcare resource utilization; Insurance claims database; Rare disease; Myotonic dystrophy; Patient journey

Citation

Tai LJ, Day JW, Munoz KA, Chen CY, Brook RA, et al. (2023) Myotonic Dystrophy Patient Journey: Increased Use of Healthcare Resources in the Year Prior to Diagnosis as Evidenced by Insurance Claims. Int J Rare Dis Orph Drugs 6(2): 1017.

ABBREVIATIONS

AHRQ: Agency for Healthcare Research and Quality; ATC: Anatomical Therapeutic Chemical; DM: Myotonic Dystrophy; CCI: Charlson Comorbidity Index; CPI: Consumer Price Index; CTP: Current Procedural Terminology; DMPK: Dystrophica Myotonica Protein Kinase; ED: Emergency Department; HCPCS: Healthcare Common Procedure Coding System; ICD-9: International Classification of Disease Ninth Revision; ICD-10: International Classification of Disease Tenth Revision; MC: Matched Control; PMPY: Per Member Per Year; SD: Standard Deviation.

INTRODUCTION

Myotonic dystrophy (DM) is the most common form of muscular dystrophy in adults. It is a rare, inherited autosomal dominant disease with progressive myopathy, myotonia, and multiorgan involvement. Comorbidities may involve the respiratory, gastrointestinal, cardiac, and central nervous systems, among others, resulting in a disease burden that has significant impact on patient and family quality of life [1-3]. Two distinct forms of DM have been identified: DM1, or Steinert’s disease, and DM2. They have clinical and pathophysiologic similarities that appear at various ages and times during the disease continuum, but they are different disorders that require genetic diagnostic testing for confirmation. Genetic screening is possible but has not been performed in large populations [4]. The most frequently cited estimate of the prevalence of DM1 is 1 in 8,000 people worldwide [5], while a more recent systematic review estimated the worldwide prevalence of DM as 0.5–18.1 per 100,000 people, without differentiating between types [6]. The prevalence of DM2 appears to be lower than that of DM1, except for populations originating from Northern Europe [7]. The epidemiology of DM has not been systematically studied in the USA, but clinical experience suggests that DM2 is approximately 5-fold less prevalent than DM1 [4]. Rarity, variable presentation, and neuromuscular features that are shared with other diseases complicate diagnosis after the onset of the initial symptoms and result in a long patient journey. There is no cure or diseasemodifying treatment, but establishing a focused, comprehensive approach to clinical care can extend patient lifespan and help maintain mobility and quality of life. Longitudinal data on the use of medical resources by patients with DM prior to diagnosis would add to what is known about the use of available resources, clinical experience, and the cost of medical care. This study analyzed healthcare claims paid during the 12 months before diagnosis (pre-index period). Identifiable claim codes were analyzed to allow in-depth views of the prevalence and costs of comorbid conditions, product use, and procedures prior to patients’ diagnosis of DM and in a matched control (MC) group.

METHODS

Study design

This study was a longitudinal analysis of medical and pharmacy claims made by insured patients between January 2010 and March 2021 and retrieved from the IQVIA US PharMetrics® Plus database [Figure 1].

Study plan and patient selection. The analysis included medical and  pharmacy claims made by insured patients between January 2010 and March 2021. Abbreviations: DM: myotonic dystrophy; ICD-9: International Classification of  Disease Ninth Revision; ICD-10: International Classification of Disease Tenth  Revision

Figure 1: Study plan and patient selection. The analysis included medical and pharmacy claims made by insured patients between January 2010 and March 2021. Abbreviations: DM: myotonic dystrophy; ICD-9: International Classification of Disease Ninth Revision; ICD-10: International Classification of Disease Tenth Revision

The claims data were de-identified, and the study did not influence patient care; consequently, the study was exempt from institutional review board approval. The analysis compared a cohort of patients with DM who were identified by claims including International Classification of Disease Ninth Revision (ICD-9) code 359.21 and Tenth Revision (ICD-10) code G71.11 diagnosis codes for myotonic muscular dystrophy without distinguishing type 1 and type 2 DM. Eligible patients had ≥ 2 DM diagnosis claims filed ≥ 30 days apart. The index date was used as a proxy for initial diagnosis of DM, and eligible patients had a minimum of 12 months of continuous data prior to their index date. The patients with DM were compared with a 5% random sample of patients remaining in the PharMetrics® Plus database records after excluding the DM cohort. Patients with ICD-9 359. xx (muscular dystrophies and other myopathies), ICD-10 G71. xxx (primary disorders of muscles), ICD-10 M62.5xx (muscular wasting and disuse atrophy), or ICD-10 M63.8xx (other muscle disorders in disease classified elsewhere) claims were excluded from the MC cohort. Each patient with DM was matched by index month, baseline age, region, sex, plan, and payer type to five MCs using a propensity-score-matching algorithm and nearestneighbor matching (R MatchIt) [8]. Resource utilization was reported in each cohort as the percentage of patients with relevant claims during the pre-index period. For analysis, plan costs plus member-paid costs and days or number of billed services were aggregated for each patient over the 12 months preceding the index date and reported as per-member-per-year (PMPY) values. Costs were inflation-adjusted to December 2020 dollars using the US Bureau of Labor Statistics Consumer Price Index (CPI); medical claims used the medical-cost CPI, and prescription claims used the prescription-cost CPI. The ICD-9 and ICD-10 claims included in the database were assigned and aggregated into 283 specific US Agency for Healthcare Research and Quality (AHRQ) categories (https://hcup-us.ahrq.gov/toolssoftware/ ccsr/DXCCSR-User-Guide-v2019-1.pdf). The categories were used to compare the prevalence of comorbid conditions, reasons for inpatient admissions and emergency department (ED) visits, and related costs and services. As general measures of comorbidity, Charlson Comorbidity Index (CCI) scores [9] were also calculated, along with the number of patients with CCIs >1, the per-patient number of diagnoses (ICD-9s and ICD10s), and the per-patient number of AHRQ condition categories. The utilization, PMPY cost, and number of prescription fills in each cohort were compared using the Anatomical Therapeutic Chemical (ATC) drug hierarchy classification of the World Health Organization (https://www.who.int/tools/atc-ddd-toolkit/atcclassification). Injectable drugs that are not ordinarily selfadministered (i.e., are clinician-administered) were identified by their J-codes in the medical claims. Medical procedures were identified by Healthcare Common Procedure Coding System (HCPCS) and Current Procedural Terminology (CPT) codes.

Statistical analysis

The statistical analysis was descriptive. Results were reported as means ± standard deviation or numbers and percentage. Comparisons of utilization, cost, number of services, and number of days of service in the 12 months prior to the index date were made with two-sample t-tests for continuous variables and chi-square tests for discrete variables. Differences were considered significant at p ≤ 0.01.

Result

Descriptive characteristics of patients with DM

We identified 1,694 patients with DM in the claims database and matched them to 8,470 MCs. The age, region, sex, insurance plan, and payer type of the patients with DM and MCs are shown in Table 1.

Table 1: Age, sex, US region, insurance plan, and payer types of patients with DM and MCs on the index date

 

Patients with DM
(n = 1,694)

MCs

(n = 8,470)

 

Characteristic

Mean ± SD or %

Mean ± SD or %

Difference, %

P-value

Age, years

43.4 ± 18.1

43.5 ± 18.2

−0.1

0.7823

< 18

10.8

10.9

−0.1

0.8980

18 to ≤ 35

19.3

19.0

0.3

0.7603

35 to ≤ 45

18.2

18.2

0.0

0.9908

45 to ≤ 55

20.1

19.9

0.2

0.8591

55 to ≤ 65

23.0

23.1

−0.1

0.9078

> 65

8.6

8.9

−0.3

0.7078

Sex, female

50.5

50.7

−0.2

0.8731

US region

 

 

 

 

South

30.5

30.4

0.1

0.9155

Midwest

28.5

28.5

0.0

0.9686

Northeast

20.8

21.1

−0.3

0.8024

West

18.5

18.3

0.2

0.8274

Unknown

1.7

1.7

0.0

0.9190

Insurance

 

 

 

 

Preferred provider organization

66.0

65.9

0.1

0.9329

Health maintenance organization

23.0

22.8

0.2

0.8657

Point of service plan

5.4

5.7

−0.3

0.6725

Consumer-directed healthcare

2.8

2.9

−0.1

0.7706

Indemnity/traditional plan

1.6

1.6

0.0

0.9146

Unknown

1.2

1.2

0.1

0.8380

Payer

 

 

 

 

Commercial

60.3

60.7

−0.4

0.7784

Self-insured

21.5

21.6

−0.1

0.9227

Medicaid

9.0

9.0

0.0

0.9506

Medicare advantage

5.5

5.0

0.5

0.3619

Medicare supplemental

2.8

2.9

−0.1

0.8945

Unknown line of business

0.9

0.8

0.0

0.8464

         

There were no significant differences in the descriptive characteristics between cohorts.

Comorbid conditions

Overall, there were observed differences (p < 0.0001) in the CCI mean scores (DM cohort 0.82 ± 1.51 vs MC cohort 0.44 ± 1.19), the percentages of patients with CCI scores ≥ 1 (19.1% vs 9.7%), the number of ICD-9/-10 diagnoses (11.87 ± 10.28 vs 6.26 ± 7.11), and the number of prevalent AHRQ categories (8.66 ± 6.42 vs 4.88 ± 4.90).

The prevalence of pre-index healthcare conditions and associated PMPY costs and services used were higher in patients with DM compared with MCs. The largest differences in prevalence included the AHRQ categories “other nervous system disorders” (54.4% vs 10.2%), “other connective tissue disease” (49.4% vs 20.1%), and “other lower respiratory disease” (29.8% vs 14.6%). The 20 comorbid conditions with the largest cohort differences are shown in [Figure 2A].

AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed  services Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Figure 2A: AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed services

Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Pre-index prevalence was greater in patients with DM than in MCs in 143 of the 283 AHRQ categories. Pre-index PMPY costs differed in 22 AHRQ categories, 18 of which were higher in patients with DM. The 20 categories with the greatest PMPY cost differences are shown in [Figure 2B].

AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed  services Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Figure 2b: AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed services

Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

The number of billed pre-index services differed in 50 AHRQ categories, 49 of which were higher in patients with DM. The 20 categories with the greatest differences in number of services are shown in [Figure 2C].

AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed  services Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Figure 2C: AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed services

Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Comparisons between the DM cohort and MCs of the 283 AHRQ categories are shown in [Supplementary Table 1].

Prescription medications

Comparison of claims for 88 ATC category 2 drugs, which are classified by the organ or system on which they act and their therapeutic properties, found 49 that had significantly higher use in the DM cohort. The 20 classes with the greatest differences are shown in [Figure 3A], and are led by systemic antibacterials (46.1% vs 35.5%), ophthalmologicals (36.3% vs 27.4%), and intestinal anti-inflammatory drugs (20.9% vs 13.4%).

Figure 3 Anatomical Therapeutic Chemical category 2 drugs with the largest between-group differences in (A) utilization, (B) per member per year  costs, and (C) number of fills. Abbreviations: DM: myotonic dystrophy; Rx: prescription

Figure 3A: Anatomical Therapeutic Chemical category 2 drugs with the largest between-group differences in (A) utilization, (B) per member per year costs, and (C) number of fills.

Abbreviations: DM: myotonic dystrophy; Rx: prescription

Twenty categories had significant cost differences between cohorts, and the PMPY costs of 18 drug classes were higher in the DM cohort than in the MC cohort. The greatest differences [Figure 3B], were seen in diabetes drugs ($357 vs $227, p = 0.0169), antiepileptics ($122 vs $32, p = 0.0054), and drugs for obstructive-airway diseases ($219 vs $150, p = 0.0441).

Figure 3 Anatomical Therapeutic Chemical category 2 drugs with the largest between-group differences in (A) utilization, (B) per member per year  costs, and (C) number of fills. Abbreviations: DM: myotonic dystrophy; Rx: prescription

Figure 3B: Anatomical Therapeutic Chemical category 2 drugs with the largest between-group differences in (A) utilization, (B) per member per year costs, and (C) number of fills.

Abbreviations: DM: myotonic dystrophy; Rx: prescription

Differences in prescription fills [Figure 3C], were significant in 42 of the 88 drug classes, and patients with DM had significantly more fills than MCs in 40 of the classes. The greatest PMPY differences in number of fills were for ophthalmologicals (1.35 vs 0.82), systemic antibacterials (1.39 vs 0.87), and psychoanaleptics (1.49 vs 1.04).

Figure 3 Anatomical Therapeutic Chemical category 2 drugs with the largest between-group differences in (A) utilization, (B) per member per year  costs, and (C) number of fills. Abbreviations: DM: myotonic dystrophy; Rx: prescription

Figure 3C: Anatomical Therapeutic Chemical category 2 drugs with the largest between-group differences in (A) utilization, (B) per member per year costs, and (C) number of fills.

Abbreviations: DM: myotonic dystrophy; Rx: prescription

Differences in all three metrics in ATC class 2 drugs are in line with those found in class 3 and 4 drugs, which are shown in [Supplementary Tables 2] [Supplementary Table 3].

Supplementary Table 3: Comparisons between the DM cohort and MCs of ATC4 class categories

AHRQ Category Number  AHRQ Category Percent of All DM Members Percent of All Non-DM Members Prevalence Comparisons Allowed Amount per DM Member (PMPY) Allowed Amount per Non-DM Member (PMPY) Cost Comparison Services per DM Member (PMPY) Services per Non-DM Member (PMPY) Services Comparison
Difference Relative Difference P-Value Mean Standard Deviation Mean Standard Deviation Difference P-Value Mean Standard Deviation Mean Standard Deviation Difference P-Value
(chi-square test) (t-test) (t-test)
95 Other nervous system disorders 54.40% 10.20% 44.20% 431% <0.0001 $2,335 $31,763 $57 $809 $2,278 0 7 28 0.3 2.6 6.7 <0.0001
211 Other connective tissue disease 49.40% 20.10% 29.30% 146% <0.0001 $556 $2,108 $105 $1,130 $451 <0.0001 3.5 9.6 0.8 4.5 2.7 <0.0001
259 Residual codes; unclassified 44.60% 24.10% 20.50% 85% <0.0001 $332 $1,478 $88 $628 $244 <0.0001 2 7.5 0.7 4.2 1.3 <0.0001
133 Other lower respiratory disease 29.80% 14.60% 15.20% 104% <0.0001 $169 $930 $59 $606 $109 <0.0001 1.3 4.8 0.5 2.9 0.8 <0.0001
252 Malaise and fatigue 24.10% 9.50% 14.60% 153% <0.0001 $130 $1,388 $19 $452 $112 0 1 4.5 0.3 1.8 0.7 <0.0001
155 Other gastrointestinal disorders 23.60% 9.40% 14.20% 152% <0.0001 $401 $4,091 $43 $531 $358 0 1.7 15 0.3 1.9 1.4 0
257 Other aftercare 24.50% 13.50% 11.00% 82% <0.0001 $165 $2,713 $53 $1,133 $112 0.1 1.2 9.2 0.5 4.6 0.7 0
106 Cardiac dysrhythmias 17.40% 6.50% 10.90% 168% <0.0001 $233 $2,225 $75 $1,699 $157 0 1 4.8 0.4 4.3 0.6 <0.0001
205 Spondylosis; intervertebral disc disorders; other back problems 27.70% 17.00% 10.60% 62% <0.0001 $361 $2,863 $204 $2,222 $157 0 2.4 10 1.7 9.4 0.8 0
86 Cataract 14.70% 4.80% 9.90% 205% <0.0001 $169 $1,199 $32 $453 $137 <0.0001 0.5 2.9 0.1 1.2 0.4 <0.0001
91 Other eye disorders 16.10% 7.90% 8.20% 104% <0.0001 $53 $462 $18 $280 $35 0 0.3 1.4 0.1 0.8 0.2 <0.0001
204 Other non-traumatic joint disorders 24.10% 15.90% 8.20% 51% <0.0001 $131 $1,021 $74 $564 $57 0 1.5 7.8 0.8 4.4 0.7 0
258 Other screening for suspected conditions (not mental disorders or infectious disease) 37.40% 29.30% 8.10% 28% <0.0001 $149 $551 $111 $474 $38 0 1.2 3.2 0.9 2.3 0.3 0
58 Other nutritional; endocrine; and metabolic disorders 23.50% 15.40% 8.10% 53% <0.0001 $376 $9,954 $39 $876 $338 0.2 0.6 4.7 0.2 2.2 0.4 0
81 Other hereditary and degenerative nervous system conditions 8.90% 1.20% 7.60% 628% <0.0001 $246 $4,106 $5 $205 $241 0 1 12 0.1 2.6 0.9 0
52 Nutritional deficiencies 14.50% 6.80% 7.60% 112% <0.0001 $12 $110 $4 $50 $8 0 0.3 1.9 0.1 1.1 0.2 0
256 Medical examination/evaluation 45.20% 37.70% 7.50% 20% <0.0001 $114 $285 $92 $185 $22 0 1.9 3.7 1.7 3.8 0.2 0.1
244 Other injuries and conditions due to external causes 12.90% 6.10% 6.80% 111% <0.0001 $68 $684 $19 $300 $48 0 0.4 2.6 0.1 1.1 0.3 <0.0001
151 Other liver diseases 10.20% 3.50% 6.70% 194% <0.0001 $189 $5,435 $11 $183 $178 0.2 0.5 4.3 0.1 1.8 0.4 0
53 Disorders of lipid metabolism 28.60% 21.80% 6.70% 31% <0.0001 $24 $95 $20 $158 $5 0.1 0.8 2.6 0.5 2.4 0.2 0
163 Genitourinary symptoms and ill-defined conditions 15.30% 8.90% 6.50% 73% <0.0001 $52 $414 $24 $345 $28 0 0.6 3.3 0.3 1.9 0.3 0
48 Thyroid disorders 15.70% 9.20% 6.50% 70% <0.0001 $68 $613 $20 $209 $48 0 0.8 3.7 0.4 2.6 0.4 <0.0001
10 Immunizations and screening for infectious disease 33.20% 26.80% 6.40% 24% <0.0001 $33 $227 $23 $98 $11 0.1 0.8 5.8 0.6 1.7 0.3 0.1
200 Other skin disorders 22.90% 16.60% 6.30% 38% <0.0001 $57 $414 $32 $169 $24 0 0.5 1.8 0.3 1.6 0.2 0
89 Blindness and vision defects 13.50% 7.30% 6.30% 86% <0.0001 $13 $99 $8 $121 $4 0.1 0.2 0.8 0.1 0.7 0.1 0
138 Esophageal disorders 14.20% 8.00% 6.20% 78% <0.0001 $43 $380 $22 $393 $21 0 0.2 1.3 0.1 1.2 0.1 0
55 Fluid and electrolyte disorders 9.20% 3.00% 6.20% 210% <0.0001 $46 $653 $7 $185 $39 0 0.2 2.3 0.1 1.3 0.2 0
117 Other circulatory disease 11.90% 5.70% 6.20% 108% <0.0001 $57 $885 $9 $139 $48 0 0.3 4.3 0.1 0.7 0.3 0
59 Deficiency and other anemia 11.00% 5.00% 6.00% 121% <0.0001 $39 $417 $121 $8,084 −$82 0.4 0.5 2.8 0.4 8.6 0.1 0.3
251 Abdominal pain 15.90% 10.00% 5.90% 59% <0.0001 $152 $902 $84 $743 $68 0 1.1 5.3 0.6 4 0.5 0
47 Other and unspecified benign neoplasm 16.20% 10.30% 5.90% 57% <0.0001 $215 $3,025 $60 $929 $156 0 0.5 2.4 0.2 1.3 0.3 <0.0001
105 Conduction disorders 7.10% 1.30% 5.80% 445% <0.0001 $213 $4,188 $10 $443 $202 0 0.3 2.9 0 0.6 0.3 0
97 Peri-; endo-; and myocarditis; cardiomyopathy (except that caused by tuberculosis or sexually transmitted disease) 6.40% 1.10% 5.30% 507% <0.0001 $107 $2,111 $13 $501 $94 0.1 0.4 4.8 0 1 0.4 0
126 Other upper respiratory infections 25.90% 20.80% 5.10% 25% <0.0001 $71 $462 $78 $2,203 −$7 0.8 0.7 2.6 0.6 3.1 0.2 0
134 Other upper respiratory disease 15.90% 11.10% 4.80% 43% <0.0001 $87 $1,072 $37 $417 $50 0.1 0.5 3.2 0.3 2.9 0.1 0.1
94 Other ear and sense organ disorders 10.90% 6.20% 4.70% 76% <0.0001 $78 $1,273 $14 $227 $64 0 0.3 2.1 0.1 0.7 0.2 <0.0001
250 Nausea and vomiting 9.20% 4.50% 4.70% 104% <0.0001 $36 $524 $13 $243 $23 0.1 0.2 1.9 0.1 1.8 0.1 0
130 Pleurisy; pneumothorax; pulmonary collapse 6.30% 1.60% 4.70% 296% <0.0001 $25 $530 $6 $203 $19 0.1 0.3 2.4 0.1 1.3 0.2 0
131 Respiratory failure; insufficiency; arrest (adult) 5.40% 0.80% 4.70% 597% <0.0001 $1,953 $23,168 $50 $2,800 $1,903 0 1.7 15 0.1 2.4 1.7 <0.0001
209 Other acquired deformities 6.10% 1.50% 4.60% 312% <0.0001 $90 $2,769 $10 $592 $80 0.2 0.1 1 0 1.3 0.1 0.1
102 Nonspecific chest pain 11.40% 6.80% 4.60% 67% <0.0001 $122 $968 $83 $770 $39 0.1 0.9 5.1 0.5 4.3 0.3 0
49 Diabetes mellitus without complication 16.20% 11.70% 4.50% 39% <0.0001 $81 $1,035 $37 $401 $44 0.1 1.3 12 0.6 3.2 0.7 0
159 Urinary tract infections 10.30% 5.80% 4.50% 77% <0.0001 $61 $855 $27 $508 $34 0.1 0.6 3.7 0.3 1.8 0.3 0
122 Pneumonia (except that caused by tuberculosis or sexually transmitted disease) 6.30% 1.80% 4.50% 243% <0.0001 $329 $4,295 $59 $2,219 $270 0 0.8 7.1 0.2 2.6 0.7 0
254 Rehabilitation care; fitting of prostheses; and adjustment of devices 5.80% 1.50% 4.40% 296% <0.0001 $276 $6,319 $56 $1,090 $221 0.2 0.7 6.1 0.1 1.9 0.5 0
96 Heart valve disorders 7.10% 3.00% 4.10% 140% <0.0001 $102 $3,142 $19 $806 $83 0.3 0.1 1.6 0.1 1.3 0.1 0.1
657 Mood disorders 13.20% 9.10% 4.10% 45% <0.0001 $134 $2,155 $61 $860 $73 0.2 0.8 6.1 0.5 3.7 0.3 0.1
44 Neoplasms of unspecified nature or uncertain behavior 8.60% 4.70% 3.90% 84% <0.0001 $31 $233 $30 $764 $0 1 0.2 1.5 0.1 1.6 0.1 0.1
51 Other endocrine disorders 6.90% 3.00% 3.90% 131% <0.0001 $66 $990 $17 $445 $49 0 0.5 4.2 0.2 2 0.3 0
93 Conditions associated with dizziness or vertigo 7.40% 3.50% 3.80% 108% <0.0001 $53 $502 $11 $194 $42 0 0.3 2.2 0.1 1 0.2 0
84 Headache; including migraine 10.60% 6.80% 3.80% 57% <0.0001 $37 $271 $34 $459 $3 0.7 0.3 1.9 0.2 2.6 0 0.5
212 Other bone disease and musculoskeletal deformities 12.10% 8.40% 3.70% 45% <0.0001 $53 $500 $35 $728 $18 0.2 0.8 4.4 0.5 4.5 0.2 0.1
90 Inflammation; infection of eye (except that caused by tuberculosis or sexually transmitted disease) 8.50% 4.80% 3.70% 76% <0.0001 $19 $217 $7 $54 $13 0 0.2 0.9 0.1 0.6 0.1 0
### External cause codes: Fall 5.10% 1.60% 3.50% 220% <0.0001 $0 $2 $0 $0 $0 0.3 0 0.1 0 0 0 0.3
246 Fever of unknown origin 6.80% 3.30% 3.50% 108% <0.0001 $39 $764 $5 $94 $35 0.1 0.2 1.5 0.1 0.8 0.1 0
239 Superficial injury; contusion 7.80% 4.40% 3.40% 78% <0.0001 $43 $397 $19 $425 $24 0 0.3 1.7 0.1 0.8 0.2 0
197 Skin and subcutaneous tissue infections 7.60% 4.20% 3.40% 80% <0.0001 $62 $1,063 $29 $566 $33 0.2 0.3 2.7 0.2 2.5 0.2 0
108 Congestive heart failure; nonhypertensive 4.80% 1.50% 3.40% 228% <0.0001 $800 $24,743 $14 $344 $785 0.2 0.4 4.4 0.1 1.6 0.3 0
654 Developmental disorders 3.70% 0.40% 3.30% 800% <0.0001 $57 $736 $2 $68 $55 0 0.3 3.2 0 1.2 0.2 0
101 Coronary atherosclerosis and other heart disease 7.10% 3.90% 3.20% 83% <0.0001 $80 $1,447 $76 $1,930 $3 0.9 0.3 1.9 0.2 2.4 0.1 0.2
127 Chronic obstructive pulmonary disease and bronchiectasis 7.60% 4.50% 3.10% 69% <0.0001 $38 $387 $34 $728 $4 0.8 0.4 3 0.3 4.3 0.1 0.4
217 Other congenital anomalies 4.30% 1.20% 3.10% 264% <0.0001 $188 $3,717 $10 $523 $178 0 0.2 3.2 0 1.3 0.2 0
104 Other and ill-defined heart disease 4.50% 1.40% 3.10% 219% <0.0001 $14 $192 $1 $50 $13 0 0.1 1.3 0 0.3 0.1 0
87 Retinal detachments; defects; vascular occlusion; and retinopathy 5.80% 2.80% 3.00% 106% <0.0001 $52 $685 $26 $667 $27 0.1 0.2 1.8 0.1 1.7 0.1 0
62 Coagulation and hemorrhagic disorders 4.40% 1.40% 3.00% 210% <0.0001 $6 $68 $199 $13,064 −$192 0.2 0.1 1.2 0.1 3.6 0 0.9
4 Mycoses 7.10% 4.30% 2.90% 67% <0.0001 $7 $87 $5 $83 $2 0.4 0.1 0.9 0.1 0.6 0 0.1
253 Allergic reactions 11.70% 8.90% 2.80% 31% 0.0003 $12 $89 $17 $396 −$4 0.4 0.2 1 0.1 0.9 0 0.2
82 Paralysis 3.10% 0.30% 2.70% 797% <0.0001 $38 $548 $1 $25 $38 0 0.1 1.9 0 0.2 0.1 0
232 Sprains and strains 9.60% 7.10% 2.60% 36% 0.0003 $44 $253 $65 $1,329 −$21 0.2 0.5 3.4 0.4 3.8 0.1 0.3
50 Diabetes mellitus with complications 6.50% 4.20% 2.30% 56% <0.0001 $65 $573 $92 $3,684 −$27 0.5 0.8 5.9 0.3 3 0.4 0
208 Acquired foot deformities 4.10% 1.80% 2.30% 132% <0.0001 $32 $489 $16 $579 $17 0.2 0.2 2.5 0.1 1.2 0.1 0.1
238 Complications of surgical procedures or medical care 4.30% 2.10% 2.20% 109% <0.0001 $51 $774 $62 $1,470 −$11 0.7 0.2 2.2 0.1 1.7 0.1 0.1
80 Multiple sclerosis 2.50% 0.30% 2.20% 727% <0.0001 $37 $589 $10 $368 $26 0.1 0.2 2.2 0.1 1.7 0.1 0.1
2 Septicemia (except in labor) 2.70% 0.40% 2.20% 525% <0.0001 $575 $8,619 $47 $1,439 $528 0 0.4 3.7 0.1 1.4 0.3 0
63 Diseases of white blood cells 3.60% 1.40% 2.20% 154% <0.0001 $38 $930 $17 $828 $21 0.4 0.2 2.1 0.1 1.9 0.1 0
651 Anxiety disorders 11.30% 9.10% 2.10% 24% 0.0059 $35 $350 $22 $244 $12 0.2 0.3 2.1 0.2 2.1 0 0.4
199 Chronic ulcer of skin 2.80% 0.60% 2.10% 327% <0.0001 $40 $884 $4 $137 $36 0.1 0.3 4.4 0 0.9 0.2 0
245 Syncope 3.50% 1.40% 2.10% 148% <0.0001 $25 $268 $18 $401 $7 0.3 0.2 1.5 0.1 1.7 0 0.3
255 Administrative/social admission 10.80% 8.80% 2.00% 23% 0.0076 $19 $123 $14 $88 $5 0.1 0.3 2.4 0.2 1.3 0.1 0.1
210 Systemic lupus erythematosus and connective tissue disorders 2.50% 0.50% 1.90% 367% <0.0001 $29 $757 $2 $39 $27 0.1 0.2 1.8 0 0.7 0.1 0
3 Bacterial infection; unspecified site 3.40% 1.40% 1.90% 134% <0.0001 $35 $1,288 $1 $53 $34 0.3 0.1 1.1 0 0.5 0 0.1
663 Screening and history of mental health and substance abuse codes 7.20% 5.30% 1.90% 36% 0.0021 $1 $11 $1 $73 −$1 0.4 0 0.2 0 0.3 0 0.5
114 Peripheral and visceral atherosclerosis 3.30% 1.50% 1.90% 128% <0.0001 $8 $116 $19 $1,014 −$10 0.4 0.1 0.6 0 0.7 0 0
128 Asthma 7.40% 5.60% 1.80% 33% 0.0036 $28 $387 $19 $609 $9 0.4 0.3 2.4 0.1 1.7 0.1 0
118 Phlebitis; thrombophlebitis and thromboembolism 2.70% 1.00% 1.70% 180% <0.0001 $7 $132 $4 $116 $3 0.3 0.2 1.9 0.1 1 0.1 0
149 Biliary tract disease 3.00% 1.30% 1.70% 130% <0.0001 $60 $967 $75 $1,890 −$15 0.6 0.2 2.6 0.2 2.7 0 0.6
125 Acute bronchitis 6.70% 5.10% 1.70% 33% 0.0051 $29 $453 $19 $959 $10 0.5 0.2 1.1 0.1 0.7 0.1 0
153 Gastrointestinal hemorrhage 3.20% 1.50% 1.70% 108% <0.0001 $114 $3,777 $15 $345 $99 0.3 0.1 1.9 0.1 0.9 0.1 0.1
230 Fracture of lower limb 3.00% 1.30% 1.60% 125% <0.0001 $93 $1,350 $36 $1,162 $58 0.1 0.5 6.6 0.1 2.9 0.3 0
198 Other inflammatory condition of skin 5.70% 4.00% 1.60% 40% 0.0028 $7 $50 $13 $492 −$7 0.2 0.1 0.7 0.1 1.4 0 0.8
655 Disorders usually diagnosed in infancy childhood or adolescence 1.90% 0.30% 1.60% 469% <0.0001 $31 $931 $20 $884 $12 0.6 0.3 7.2 0.1 5.9 0.2 0.4
103 Pulmonary heart disease 2.40% 0.80% 1.60% 197% <0.0001 $11 $159 $17 $529 −$6 0.4 0.2 2.2 0.1 1.5 0.1 0.1
83 Epilepsy; convulsions 2.70% 1.10% 1.60% 153% <0.0001 $160 $3,371 $18 $612 $143 0.1 0.4 5.7 0.1 1.4 0.3 0
235 Open wounds of head; neck; and trunk 2.80% 1.20% 1.60% 135% <0.0001 $31 $506 $11 $249 $20 0.1 0.1 1.3 0 0.7 0.1 0
175 Other female genital disorders 5.90% 4.30% 1.60% 36% 0.0048 $31 $529 $26 $454 $5 0.7 0.2 1.3 0.2 1.6 0 0.7
57 Immunity disorders 2.00% 0.50% 1.50% 336% <0.0001 $91 $2,630 $42 $1,901 $49 0.5 0.3 3.4 0.1 1.6 0.2 0
7 Viral infection 6.80% 5.30% 1.50% 29% 0.0119 $29 $533 $9 $78 $21 0.1 0.2 1.9 0.1 0.9 0.1 0
92 Otitis media and related conditions 6.30% 4.80% 1.50% 31% 0.0096 $18 $206 $10 $139 $8 0.1 0.2 1.2 0.1 0.6 0.1 0
129 Aspiration pneumonitis; food/vomitus 1.60% 0.10% 1.50% 1400% <0.0001 $239 $3,837 $5 $326 $234 0 0.2 2.7 0 0.5 0.2 0
64 Other hematologic conditions 2.00% 0.50% 1.50% 270% <0.0001 $3 $38 $1 $26 $2 0.1 0.1 0.8 0 0.3 0 0
650 Adjustment disorders 3.70% 2.20% 1.40% 65% 0.0005 $23 $254 $13 $170 $10 0.1 0.2 1.6 0.1 1.8 0 0.3
23 Other non-epithelial cancer of skin 3.40% 2.00% 1.40% 68% 0.0005 $38 $426 $18 $449 $21 0.1 0.2 1.7 0.1 1.2 0.1 0
670 Miscellaneous mental health disorders 2.90% 1.50% 1.40% 88% 0.0001 $2 $31 $11 $528 −$9 0.1 0 0.3 0 1.3 0 0.3
141 Other disorders of stomach and duodenum 2.50% 1.20% 1.30% 105% <0.0001 $12 $202 $10 $668 $2 0.8 0.1 0.7 0 1.2 0 0.7
162 Other diseases of bladder and urethra 2.20% 0.90% 1.30% 143% <0.0001 $17 $451 $10 $750 $7 0.6 0.1 1.6 0 0.7 0.1 0.2
135 Intestinal infection 2.10% 0.80% 1.30% 161% <0.0001 $72 $1,363 $5 $144 $67 0 0.1 1.7 0 0.7 0.1 0.1
202 Rheumatoid arthritis and related disease 2.20% 1.00% 1.30% 132% <0.0001 $83 $1,920 $31 $1,301 $52 0.3 0.1 2.1 0.1 2.4 0 0.8
157 Acute and unspecified renal failure 2.10% 0.80% 1.20% 146% <0.0001 $52 $1,034 $15 $421 $37 0.1 0.1 1.5 0.1 1.3 0 0.2
206 Osteoporosis 2.70% 1.50% 1.20% 83% 0.0003 $18 $403 $6 $120 $12 0.2 0.1 2 0 0.4 0.1 0.1
140 Gastritis and duodenitis 3.40% 2.20% 1.20% 55% 0.0029 $26 $368 $23 $506 $3 0.8 0.1 1.2 0.1 2 0 0.7
88 Glaucoma 4.10% 2.90% 1.20% 41% 0.0102 $14 $130 $10 $93 $4 0.3 0.1 0.9 0.1 0.8 0 0.2
171 Menstrual disorders 4.80% 3.60% 1.20% 32% 0.0218 $48 $740 $22 $381 $26 0.2 0.2 2 0.1 1.3 0.1 0.1
136 Disorders of teeth and jaw 2.60% 1.40% 1.20% 80% 0.0006 $10 $167 $8 $232 $2 0.7 0.1 0.8 0 0.5 0 0.1
231 Other fractures 1.90% 0.80% 1.10% 132% <0.0001 $34 $852 $21 $651 $13 0.6 0.1 2 0.1 1.5 0 0.6
100 Acute myocardial infarction 1.50% 0.40% 1.10% 279% <0.0001 $233 $7,243 $55 $1,862 $178 0.3 0.3 7.5 0.1 1.3 0.2 0.2
164 Hyperplasia of prostate 3.50% 2.50% 1.10% 43% 0.013 $4 $46 $6 $131 −$1 0.4 0.1 0.7 0.1 0.8 0 0.8
85 Coma; stupor; and brain damage 1.60% 0.50% 1.10% 193% <0.0001 $5 $75 $2 $65 $3 0.1 0 0.3 0 0.5 0 0.2
120 Hemorrhoids 3.50% 2.40% 1.10% 43% 0.0132 $42 $1,426 $11 $322 $32 0.4 0.1 1.3 0 0.7 0 0.4
166 Other male genital disorders 3.30% 2.30% 1.00% 45% 0.0125 $34 $1,222 $8 $234 $27 0.4 0.1 0.9 0 0.7 0 0.7
160 Calculus of urinary tract 2.50% 1.50% 1.00% 67% 0.0031 $49 $720 $43 $888 $6 0.8 0.3 3.8 0.2 2.7 0.1 0.2
652 Attention-deficit conduct and disruptive behavior disorders 3.20% 2.30% 1.00% 43% 0.0168 $6 $67 $5 $78 $1 0.5 0.1 0.6 0.1 0.9 0 0.9
161 Other diseases of kidney and ureters 3.10% 2.20% 1.00% 44% 0.0173 $27 $496 $26 $737 $1 0.9 0.1 1.5 0.1 1.3 0 0.3
172 Ovarian cyst 2.10% 1.10% 0.90% 82% 0.0019 $23 $465 $6 $159 $17 0.1 0.1 1 0 0.6 0 0.1
237 Complication of device; implant or graft 1.90% 1.00% 0.90% 98% 0.0008 $59 $1,338 $53 $1,609 $7 0.9 0.1 1.5 0.1 2.6 0 0.7
### External cause codes: Unspecified 1.80% 0.90% 0.90% 101% 0.0007 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
121 Other diseases of veins and lymphatics 2.10% 1.20% 0.90% 79% 0.0027 $18 $295 $11 $304 $7 0.4 0.1 2.3 0.1 1 0.1 0.2
154 Noninfectious gastroenteritis 2.40% 1.50% 0.90% 58% 0.0097 $17 $219 $12 $239 $5 0.4 0.2 1.6 0.1 1 0.1 0
229 Fracture of upper limb 1.80% 0.90% 0.90% 94% 0.0014 $118 $2,296 $31 $889 $87 0.1 0.3 3.7 0.1 1.6 0.2 0.1
145 Intestinal obstruction without hernia 1.40% 0.60% 0.90% 155% 0.0001 $220 $5,417 $24 $910 $197 0.1 0.2 3.3 0.1 1.6 0.1 0.1
109 Acute cerebrovascular disease 1.40% 0.60% 0.80% 145% 0.0002 $55 $1,264 $16 $944 $39 0.2 0.1 2 0 1.1 0.1 0.2
249 Shock 0.90% 0.10% 0.80% 700% <0.0001 $3 $78 $0 $11 $3 0.1 0 0.3 0 0.1 0 0.1
111 Other and ill-defined cerebrovascular disease 1.20% 0.40% 0.80% 194% 0.0001 $8 $210 $1 $33 $7 0.1 0 0.7 0 0.1 0 0.2
158 Chronic kidney disease 2.30% 1.50% 0.80% 51% 0.0217 $100 $2,846 $49 $1,696 $51 0.5 0.6 16 0.5 15 0.1 0.8
8 Other infections; including parasitic 1.70% 0.90% 0.80% 81% 0.0051 $2 $23 $3 $110 −$1 0.4 0 0.3 0 0.9 0 0.6
168 Inflammatory diseases of female pelvic organs 3.30% 2.60% 0.80% 30% 0.0786 $6 $60 $12 $454 −$6 0.3 0.1 0.8 0.1 1.2 0 0.8
653 Delirium dementia and amnestic and other cognitive disorders 1.70% 0.90% 0.70% 79% 0.0068 $6 $107 $15 $758 −$9 0.3 0 0.7 0.1 4.3 0 0.3
216 Nervous system congenital anomalies 0.80% 0.00% 0.70% 1525% <0.0001 $31 $732 $1 $57 $31 0.1 0.1 1.2 0 0.2 0.1 0.1
137 Diseases of mouth; excluding dental 1.80% 1.10% 0.70% 63% 0.0181 $4 $87 $3 $77 $2 0.4 0 0.4 0 0.3 0 0.5
60 Acute posthemorrhagic anemia 1.10% 0.40% 0.70% 157% 0.0005 $0 $9 $6 $268 −$6 0 0 0 0 0.4 0 0
233 Intracranial injury 1.10% 0.50% 0.70% 144% 0.001 $74 $2,600 $8 $278 $66 0.3 0.1 3.3 0 0.7 0.1 0.2
46 Benign neoplasm of uterus 1.80% 1.10% 0.60% 56% 0.0304 $40 $878 $18 $600 $22 0.3 0.1 1.6 0 0.9 0.1 0.2
### External cause codes: Place of occurrence 1.20% 0.60% 0.60% 102% 0.0054 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
236 Open wounds of extremities 2.40% 1.80% 0.60% 34% 0.0918 $19 $336 $21 $506 −$2 0.8 0.1 2.3 0.1 1.2 0.1 0.3
113 Late effects of cerebrovascular disease 0.80% 0.20% 0.60% 268% 0.0001 $31 $1,253 $1 $63 $30 0.3 0 0.9 0 0.5 0 0.4
224 Other perinatal conditions 0.80% 0.20% 0.60% 364% <0.0001 $2 $46 $0 $29 $2 0.2 0 0.3 0 0.1 0 0
123 Influenza 2.10% 1.50% 0.60% 37% 0.097 $36 $1,297 $6 $156 $30 0.3 0.1 1.1 0 0.6 0 0.1
112 Transient cerebral ischemia 0.90% 0.40% 0.50% 116% 0.0081 $10 $229 $4 $139 $6 0.3 0.1 1.2 0 0.9 0 0.1
661 Substance-related disorders 3.80% 3.30% 0.50% 15% 0.3138 $23 $426 $34 $1,027 −$11 0.5 0.2 2.7 0.3 6.9 −0.1 0.2
167 Nonmalignant breast conditions 4.70% 4.30% 0.50% 11% 0.3958 $27 $317 $30 $451 −$4 0.7 0.2 1.8 0.2 1.2 0 0.5
107 Cardiac arrest and ventricular fibrillation 0.60% 0.10% 0.40% 317% 0.0003 $124 $4,755 $1 $52 $123 0.3 0.1 1.8 0 0.6 0.1 0.2
660 Alcohol-related disorders 1.60% 1.20% 0.40% 36% 0.149 $16 $316 $28 $1,146 −$12 0.4 0.1 1.2 0.1 2.1 0 0.9
36 Cancer of thyroid 0.60% 0.20% 0.40% 162% 0.0071 $9 $239 $3 $154 $6 0.3 0.1 1.9 0 0.5 0.1 0.2
147 Anal and rectal conditions 1.60% 1.20% 0.40% 34% 0.1762 $6 $150 $7 $196 −$1 0.8 0 0.6 0 0.7 0 0.7
98 Essential hypertension 22.10% 21.70% 0.40% 2% 0.723 $33 $156 $43 $287 −$9 0.1 0.6 2.3 0.7 2.4 −0.1 0.4
214 Digestive congenital anomalies 0.60% 0.20% 0.40% 194% 0.0045 $1 $22 $1 $50 $0 1 0 0.1 0 0.2 0 0.6
79 Parkinson`s disease 0.50% 0.20% 0.40% 246% 0.0023 $6 $120 $2 $106 $4 0.2 0 0.5 0 0.4 0 0.2
234 Crushing injury or internal injury 0.60% 0.20% 0.40% 178% 0.0068 $3 $57 $12 $1,103 −$10 0.4 0 0.4 0 0.4 0 0.5
9 Sexually transmitted infections (not HIV or hepatitis) 0.80% 0.40% 0.40% 97% 0.0344 $3 $40 $1 $25 $2 0 0 0.2 0 0.2 0 0.3
### Adverse effects of medical drugs 0.90% 0.50% 0.40% 70% 0.0703 $2 $77 $0 $15 $2 0.4 0 0.5 0 0.1 0 0.2
### External cause codes: Struck by; against 0.70% 0.40% 0.30% 94% 0.0475 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
24 Cancer of breast 1.40% 1.00% 0.30% 34% 0.2117 $61 $1,589 $72 $2,194 −$11 0.8 0.2 3.9 0.3 7.4 0 0.7
115 Aortic; peripheral; and visceral artery aneurysms 0.80% 0.50% 0.30% 67% 0.0934 $186 $7,461 $2 $71 $184 0.3 0 0.9 0 0.3 0 0.2
119 Varicose veins of lower extremity 1.00% 0.70% 0.30% 44% 0.1806 $5 $109 $7 $164 −$1 0.7 0 0.4 0 0.7 0 0.9
6 Hepatitis 1.00% 0.70% 0.30% 42% 0.2009 $2 $43 $11 $538 −$8 0.2 0 0.5 0.1 1.7 0 0.2
35 Cancer of brain and nervous system 0.40% 0.10% 0.30% 400% 0.0019 $74 $2,005 $8 $577 $67 0.2 0.1 1.6 0 1.9 0 0.4
### External cause codes: Natural/environment 1.10% 0.80% 0.30% 34% 0.2558 $0 $0 $0 $2 $0 0.3 0 0 0 0 0 0.3
656 Impulse control disorders NEC 0.40% 0.10% 0.30% 329% 0.0043 $0 $7 $0 $25 $0 0.5 0 0.1 0 0.5 0 0.3
174 Female infertility 0.50% 0.30% 0.30% 105% 0.0643 $18 $394 $3 $130 $15 0.1 0.1 1.2 0 1.2 0 0.5
213 Cardiac and circulatory congenital anomalies 0.80% 0.50% 0.30% 55% 0.1643 $2 $59 $33 $1,597 −$31 0.1 0 0.3 0 1.4 0 0.1
176 Contraceptive and procreative management 4.30% 4.00% 0.20% 6% 0.6363 $16 $159 $21 $318 −$5 0.4 0.1 1.1 0.1 1.2 0 0.8
201 Infective arthritis and osteomyelitis (except that caused by tuberculosis or sexually transmitted disease) 0.40% 0.20% 0.20% 150% 0.0402 $31 $1,232 $5 $233 $27 0.4 0 1.1 0 0.8 0 0.5
207 Pathological fracture 0.50% 0.20% 0.20% 111% 0.0703 $2 $40 $3 $174 −$1 0.5 0 0.2 0 0.2 0 0.7
124 Acute and chronic tonsillitis 1.20% 0.90% 0.20% 27% 0.3429 $5 $117 $8 $208 −$4 0.3 0 0.5 0 0.7 0 0.5
### External cause codes: Overexertion 0.50% 0.20% 0.20% 100% 0.0905 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
169 Endometriosis 0.50% 0.30% 0.20% 73% 0.1502 $8 $224 $4 $290 $5 0.5 0 0.8 0 0.4 0 0.3
170 Prolapse of female genital organs 0.50% 0.30% 0.20% 73% 0.1502 $2 $46 $0 $11 $2 0.2 0 0.3 0 0.1 0 0.2
242 Poisoning by other medications and drugs 0.80% 0.50% 0.20% 41% 0.2672 $56 $2,267 $8 $369 $47 0.4 0 0.8 0 0.7 0 0.7
165 Inflammatory conditions of male genital organs 0.90% 0.70% 0.20% 29% 0.3602 $6 $201 $3 $171 $3 0.6 0 0.8 0 0.4 0 0.3
41 Cancer; other and unspecified primary 0.60% 0.40% 0.20% 45% 0.2763 $2 $39 $2 $82 $0 0.8 0 0.2 0 0.2 0 0.3
1 Tuberculosis 0.20% 0.00% 0.20% 567% 0.004 $1 $39 $0 $6 $1 0.2 0 0.3 0 0.1 0 0.3
37 Hodgkin`s disease 0.20% 0.00% 0.20% 567% 0.004 $5 $144 $0 $11 $4 0.2 0.1 1.6 0 0.2 0 0.2
240 Burns 0.40% 0.20% 0.20% 94% 0.1279 $1 $44 $2 $94 $0 0.8 0 0.2 0 0.7 0 0.5
184 Early or threatened labor 0.50% 0.30% 0.20% 74% 0.1714 $14 $354 $5 $214 $9 0.3 0 0.5 0 0.5 0 0.9
22 Melanomas of skin 0.70% 0.50% 0.20% 36% 0.3376 $20 $564 $6 $184 $14 0.3 0.1 1.4 0 0.7 0 0.4
215 Genitourinary congenital anomalies 0.50% 0.30% 0.20% 67% 0.2052 $0 $6 $1 $27 $0 0.3 0 0.1 0 0.2 0 0.3
191 Polyhydramnios and other problems of amniotic cavity 0.40% 0.20% 0.20% 100% 0.1428 $12 $309 $6 $204 $7 0.4 0 0.4 0 0.4 0 0.4
15 Cancer of rectum and anus 0.20% 0.10% 0.20% 300% 0.0253 $3 $102 $0 $4 $3 0.3 0 0.2 0 0 0 0.2
26 Cancer of cervix 1.40% 1.20% 0.20% 15% 0.5428 $6 $170 $3 $87 $2 0.6 0 0.5 0 0.4 0 0.8
99 Hypertension with complications and secondary hypertension 2.20% 2.10% 0.20% 9% 0.6423 $10 $293 $21 $683 −$11 0.3 0 0.6 0.1 1.2 0 0.3
### External cause codes: Other specified; NEC 0.20% 0.10% 0.20% 233% 0.0476 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
152 Pancreatic disorders (not diabetes) 0.60% 0.40% 0.20% 39% 0.3548 $1 $35 $17 $430 −$16 0 0 0.1 0.1 1.6 −0.1 0
144 Regional enteritis and ulcerative colitis 0.80% 0.60% 0.20% 27% 0.4324 $48 $1,228 $13 $606 $35 0.3 0.1 2.2 0.1 1.3 0.1 0.2
143 Abdominal hernia 2.20% 2.10% 0.10% 7% 0.7121 $37 $1,193 $43 $938 −$7 0.8 0.1 1.2 0.1 1.5 0 0.5
659 Schizophrenia and other psychotic disorders 0.80% 0.70% 0.10% 19% 0.5634 $23 $883 $10 $324 $13 0.6 0.3 9.9 0.1 1.4 0.2 0.4
### Adverse effects of medical care 0.20% 0.00% 0.10% 275% 0.0629 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
225 Joint disorders and dislocations; trauma-related 2.90% 2.80% 0.10% 4% 0.7878 $39 $562 $36 $465 $4 0.8 0.3 3.8 0.2 3 0.1 0.5
28 Cancer of other female genital organs 0.20% 0.10% 0.10% 200% 0.1137 $10 $362 $1 $42 $9 0.3 0 0.7 0 0.2 0 0.3
221 Respiratory distress syndrome 0.10% 0.00% 0.10% Large 0.0016 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
187 Malposition; malpresentation 0.30% 0.20% 0.10% 67% 0.3168 $3 $95 $3 $178 $0 1 0 0.1 0 0.2 0 0.7
247 Lymphadenitis 1.40% 1.20% 0.10% 10% 0.6908 $5 $126 $5 $129 $0 0.9 0 0.5 0 0.5 0 0.8
19 Cancer of bronchus; lung 0.40% 0.20% 0.10% 43% 0.438 $12 $458 $49 $1,895 −$36 0.1 0 1.2 0.1 4.1 −0.1 0.2
139 Gastroduodenal ulcer (except hemorrhage) 0.50% 0.40% 0.10% 25% 0.5476 $0 $12 $9 $496 −$8 0.1 0 0.1 0 0.9 0 0.1
45 Maintenance chemotherapy; radiotherapy 0.60% 0.50% 0.10% 22% 0.5721 $89 $1,912 $208 $6,034 −$119 0.1 0.2 5.2 0.2 5.4 0 0.9
110 Occlusion or stenosis of precerebral arteries 1.10% 1.00% 0.10% 10% 0.693 $3 $41 $7 $309 −$4 0.3 0 0.2 0 0.5 0 0.1
54 Gout and other crystal arthropathies 1.50% 1.40% 0.10% 8% 0.7329 $1 $26 $1 $27 $0 0.9 0 0.2 0 0.4 0 0.3
18 Cancer of other GI organs; peritoneum 0.20% 0.10% 0.10% 114% 0.2577 $53 $1,835 $3 $266 $50 0.3 0 1.4 0 1.6 0 0.5
38 Non-Hodgkin`s lymphoma 0.40% 0.30% 0.10% 36% 0.4984 $10 $357 $44 $2,322 −$34 0.2 0 0.9 0.1 5.8 −0.1 0.2
182 Hemorrhage during pregnancy; abruptio placenta; placenta previa 0.50% 0.40% 0.10% 25% 0.5708 $16 $535 $5 $307 $11 0.4 0.1 1.7 0 0.5 0 0.3
25 Cancer of uterus 0.20% 0.10% 0.10% 88% 0.345 $14 $564 $5 $265 $9 0.5 0.1 2.1 0 1.1 0 0.6
189 Previous C-section 0.20% 0.20% 0.10% 54% 0.4473 $6 $258 $14 $465 −$7 0.4 0 0.5 0 0.5 0 1
195 Other complications of birth; puerperium affecting management of mother 1.00% 0.90% 0.10% 8% 0.7832 $20 $400 $20 $531 $1 1 0.1 1.6 0.1 1.5 0 0.5
27 Cancer of ovary 0.20% 0.10% 0.10% 50% 0.5349 $34 $1,005 $26 $1,444 $8 0.8 0.1 2.7 0.1 4.4 0 1
177 Spontaneous abortion 0.20% 0.10% 0.10% 50% 0.5349 $0 $8 $0 $10 $0 0.9 0 0.1 0 0.2 0 0.6
### External cause codes: Suffocation 0.10% 0.00% 0.10% Large 0.0253 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
116 Aortic and peripheral arterial embolism or thrombosis 0.10% 0.10% 0.10% 100% 0.3979 $0 $1 $0 $8 $0 0.2 0 0 0 0.2 0 0.2
228 Skull and face fractures 0.20% 0.10% 0.00% 36% 0.6324 $6 $220 $2 $98 $4 0.4 0 0.2 0 0.2 0 0.9
180 Ectopic pregnancy 0.10% 0.00% 0.00% 400% 0.2059 $1 $26 $0 $0 $1 0.3 0 0 0 0 0 0.4
223 Birth trauma 0.10% 0.00% 0.00% 400% 0.2059 $0 $2 $0 $0 $0 0.3 0 0 0 0 0 0.3
241 Poisoning by psychotropic agents 0.10% 0.00% 0.00% 400% 0.2059 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
132 Lung disease due to external agents 0.10% 0.10% 0.00% 67% 0.5269 $0 $2 $1 $84 −$1 0.3 0 0.2 0 0.2 0 0.7
### External cause codes: Cut/pierce 0.30% 0.20% 0.00% 19% 0.7254 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
78 Other CNS infection and poliomyelitis 0.10% 0.00% 0.00% 150% 0.4385 $0 $0 $0 $2 $0 0.3 0 0 0 0 0 0.3
248 Gangrene 0.10% 0.10% 0.00% 43% 0.6546 $0 $0 $0 $16 $0 0.1 0 0 0 0.2 0 0.1
### External cause codes: Other specified and classifiable 0.20% 0.10% 0.00% 25% 0.7288 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
5 HIV infection 0.30% 0.30% 0.00% 14% 0.796 $8 $276 $6 $430 $2 0.8 0.1 2.6 0 1.1 0.1 0.4
42 Secondary malignancies 0.50% 0.40% 0.00% 8% 0.8411 $8 $241 $27 $766 −$18 0.1 0 0.5 0.1 1.2 0 0.1
203 Osteoarthritis 7.10% 7.10% 0.00% 0% 0.9587 $108 $2,261 $168 $2,697 −$60 0.3 0.3 3.3 0.4 4.4 −0.1 0.2
40 Multiple myeloma 0.10% 0.00% 0.00% 67% 0.6547 $0 $1 $16 $1,500 −$16 0.3 0 0 0.1 4.3 0 0.3
17 Cancer of pancreas 0.10% 0.00% 0.00% 25% 0.8414 $0 $8 $4 $311 −$4 0.2 0 0.1 0 1.1 0 0.3
148 Peritonitis and intestinal abscess 0.10% 0.10% 0.00% 11% 0.8927 $0 $1 $1 $36 −$1 0.1 0 0 0 0.3 0 0.1
39 Leukemias 0.20% 0.20% 0.00% 5% 0.9256 $331 $11,820 $37 $2,273 $294 0.3 0.9 25 0.1 6.4 0.8 0.2
12 Cancer of esophagus 0.10% 0.10% 0.00% 0% 1 $0 $1 $4 $301 −$4 0.2 0 0.1 0 1 0 0.2
29 Cancer of prostate 0.70% 0.70% 0.00% 0% 1 $57 $1,661 $69 $2,320 −$13 0.8 0.1 2.1 0.2 5.1 −0.1 0.3
31 Cancer of other male genital organs 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
43 Malignant neoplasm without specification of site 0.20% 0.20% 0.00% 0% 1 $3 $84 $1 $44 $2 0.3 0 0.3 0 0.2 0 0.3
179 Postabortion complications 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
192 Umbilical cord complication 0.20% 0.20% 0.00% 0% 1 $0 $0 $1 $72 −$1 0.1 0 0 0 0.2 0 0.1
194 Forceps delivery 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
219 Short gestation; low birth weight; and fetal growth retardation 0.10% 0.10% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
220 Intrauterine hypoxia and birth asphyxia 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
226 Fracture of neck of femur (hip) 0.20% 0.20% 0.00% 0% 1 $17 $693 $26 $1,200 −$9 0.7 0 0.8 0.1 3.1 0 0.4
### External cause codes: Drowning/submersion 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
### External cause codes: Firearm 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
### External cause codes: Machinery 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
### External cause codes: Pedal cyclist; not MVT 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
### External cause codes: Pedestrian; not MVT 0.00% 0.00% 0.00% 0% 1 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
20 Cancer; other respiratory and intrathoracic 0.00% 0.00% 0.00% −100% 0.6547 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
56 Cystic fibrosis 0.00% 0.00% 0.00% −100% 0.6547 $0 $0 $2 $191 −$2 0.3 0 0 0 1.5 0 0.3
### External cause codes: Transport; not MVT 0.00% 0.00% 0.00% −100% 0.6547 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
227 Spinal cord injury 0.10% 0.10% 0.00% −17% 0.8657 $0 $1 $7 $462 −$7 0.2 0 0 0 0.5 0 0.2
142 Appendicitis and other appendiceal conditions 0.20% 0.20% 0.00% −6% 0.9182 $42 $1,004 $30 $923 $12 0.7 0.1 2.2 0.1 1.3 0 0.5
190 Fetal distress and abnormal forces of labor 0.20% 0.20% 0.00% −6% 0.9182 $2 $79 $6 $273 −$3 0.4 0 0.1 0 0.3 0 0.3
156 Nephritis; nephrosis; renal sclerosis 0.20% 0.20% 0.00% −12% 0.8413 $0 $0 $0 $9 $0 0.1 0 0 0 0.1 0 0.1
34 Cancer of other urinary organs 0.00% 0.00% 0.00% −100% 0.527 $0 $0 $15 $1,338 −$15 0.3 0 0 0 0.7 0 0.3
77 Encephalitis (except that caused by tuberculosis or sexually transmitted disease) 0.00% 0.00% 0.00% −100% 0.527 $0 $0 $0 $2 $0 0.3 0 0 0 0.1 0 0.3
662 Suicide and intentional self-inflicted injury 0.00% 0.00% 0.00% −100% 0.527 $0 $0 $0 $5 $0 0.2 0 0 0 0 0 0.2
### External cause codes: Motor vehicle traffic (MVT) 0.00% 0.00% 0.00% −100% 0.527 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
30 Cancer of testis 0.10% 0.10% 0.00% −29% 0.7517 $0 $0 $1 $68 −$1 0.2 0 0 0 0.6 0 0.1
185 Prolonged pregnancy 0.10% 0.20% 0.00% −23% 0.7288 $10 $343 $6 $218 $4 0.6 0 0.4 0 0.3 0 0.6
14 Cancer of colon 0.20% 0.30% 0.00% −13% 0.796 $18 $547 $2 $57 $17 0.2 0 1.1 0 0.4 0 0.2
243 Poisoning by nonmedicinal substances 0.30% 0.30% 0.00% −11% 0.815 $1 $39 $1 $43 $0 0.9 0 0.3 0 0.2 0 0.5
21 Cancer of bone and connective tissue 0.10% 0.10% 0.00% −38% 0.6546 $0 $0 $5 $283 −$5 0.1 0 0 0 0.6 0 0.1
173 Menopausal disorders 3.10% 3.20% 0.00% −1% 0.9193 $14 $370 $5 $104 $8 0.4 0.1 0.7 0.1 0.7 0 0.9
13 Cancer of stomach 0.00% 0.00% 0.00% −100% 0.371 $0 $0 $9 $869 −$9 0.3 0 0 0 3.3 0 0.3
61 Sickle cell anemia 0.00% 0.00% 0.00% −100% 0.371 $0 $0 $1 $105 −$1 0.3 0 0 0 0.5 0 0.3
76 Meningitis (except that caused by tuberculosis or sexually transmitted disease) 0.00% 0.00% 0.00% −100% 0.371 $0 $0 $4 $361 −$4 0.3 0 0 0 0.5 0 0.3
### External cause codes: Poisoning 0.00% 0.00% 0.00% −100% 0.371 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
11 Cancer of head and neck 0.10% 0.20% 0.00% −29% 0.6545 $0 $12 $9 $432 −$9 0.1 0 0.2 0 0.7 0 0.1
188 Fetopelvic disproportion; obstruction 0.00% 0.10% −0.1% −100% 0.3172 $0 $0 $0 $7 $0 0.1 0 0 0 0.2 0 0.2
### External cause codes: Fire/burn 0.00% 0.10% −0.1% −100% 0.3172 $0 $0 $0 $0 $0 1 0 0 0 0 0 1
183 Hypertension complicating pregnancy; childbirth and the puerperium 0.10% 0.20% −0.1% −33% 0.5873 $25 $1,049 $8 $336 $17 0.5 0 0.4 0 0.9 0 0.4
222 Hemolytic jaundice and perinatal jaundice 0.00% 0.10% −0.1% −100% 0.2732 $0 $0 $0 $18 $0 0.3 0 0 0 0.1 0 0.3
16 Cancer of liver and intrahepatic bile duct 0.00% 0.10% −0.1% −100% 0.2366 $0 $0 $22 $1,274 −$22 0.1 0 0 0.1 2.4 0 0.1
146 Diverticulosis and diverticulitis 2.40% 2.50% −0.1% −4% 0.8181 $10 $192 $30 $1,048 −$21 0.1 0 0.5 0.1 1.6 0 0.2
658 Personality disorders 0.10% 0.20% −0.1% −47% 0.3793 $0 $11 $0 $8 $0 0.4 0 0.1 0 0.2 0 1
186 Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium 0.10% 0.20% −0.1% −67% 0.2632 $0 $0 $4 $178 −$4 0.1 0 0.1 0 0.4 0 0
218 Liveborn 0.10% 0.20% −0.1% −67% 0.2632 $0 $0 $2 $69 −$2 0 0 0 0 0.3 0 0
32 Cancer of bladder 0.10% 0.20% −0.1% −71% 0.2055 $0 $9 $4 $134 −$3 0 0 0.2 0 0.8 0 0.1
178 Induced abortion 0.00% 0.20% −0.2% −100% 0.1066 $0 $0 $2 $90 −$2 0 0 0 0 0.3 0 0
193 OB-related trauma to perineum and vulva 0.10% 0.30% −0.2% −64% 0.1411 $9 $355 $11 $277 −$3 0.8 0 0.7 0 0.5 0 1
181 Other complications of pregnancy 1.00% 1.20% −0.2% −17% 0.4598 $58 $1,629 $23 $586 $35 0.4 0.1 1.7 0.2 6.5 −0.1 0.3
33 Cancer of kidney and renal pelvis 0.00% 0.20% −0.2% −100% 0.0453 $0 $0 $11 $674 −$11 0.1 0 0 0.1 2.9 0 0.1
196 Other pregnancy and delivery including normal 1.30% 1.60% −0.3% −20% 0.3345 $21 $437 $23 $311 −$2 0.8 0.1 1.7 0.2 2 0 0.4

Clinician-administered medications

The use of 34 of the 290 clinician-administered drugs identified as being used by either cohort and included in the analysis differed significantly between patients with DM and MCs at p < 0.01. For each of the drugs, the percentage of claims was greater in the DM cohort. The PMPY costs of 57 drugs were significantly different, with 17 being higher for DM. The number of administrations was significantly different for 79 drugs, with 38 drugs having more administrations in the DM cohort. Widely used injectable agents with significantly greater prevalence, PMPY costs, and administrations in the DM population are shown in Table 2.

Table 2: Injectable drugs with significantly greater prevalence, PMPY costs, or administrations in patients with DM than in MCs

Drug

Prevalence, %

PMPY cost, $

Administration, n

Ondansetron HCl, 1 mg

7.4 vs 4.2

2.6 vs 1.7*

0.11 vs 0.06

Midazolam HCl, 1 mg

6.7 vs 3.3

1.1 vs 0.5†

0.09 vs 0.04

Fentanyl citrate, 0.1 mg

6.5 vs 3.3

1.5 vs 0.7*

0.09 vs 0.04

Ketorolac tromethamine, 15 mg

5.0 vs 3.5

0.9 vs 0.6*

0.07 vs 0.05

Cefazolin sodium, 500 mg

3.0 vs 1.5

3.0 vs 1.5*

0.04 vs 0.02

p < 0.0001 unless noted

*Not significant (p > 0.01)

p = 0.0065

Abbreviations: DM, myotonic dystrophy; MC, matched control; PMPY, per member per year

The prevalence, PMPY costs, and number of administrations of the 290 administered drugs are shown in [Supplementary Table 4].

Location of care

The percentages of patients with DM who received care at EDs, inpatient facilities, outpatient facilities, office practices, laboratories, pharmacies (i.e., outpatient-dispensed and -filled prescription drugs), and “other” locations were all significantly higher than those of the MCs. The overall use of medical and pharmacy locations of care was 97.7% vs 85.9%. The PMPY number of services were 88.4 ± 115.35 vs 44.1 ± 70.3, and the PMPY days of service were 30.8 ± 33. 4 vs 16. 25 ± 21.5 for patients with DM and MCs, respectively. The aggregate PMPY medical costs associated with locations of care were $18,239 for patients with DM and $5,609 for MCs, a difference of 225.2%. The corresponding pharmacy costs were $3,029 and $1,478, a difference of 105%. The location of care comparisons are shown in [Table 3].

Table 3: Utilization by patients with DM and MCs in the year prior to DM diagnosis by location of care

 

Claims

PMPY cost

PMPY services

Days of service

Location of care

DM, %

MC, %

DM – MC, %

DM

Mean

± SD, $

MC

Mean

± SD, $

DM – MC, $

DM

Mean

± SD, n

MC

Mean ±

SD, n

DM – MC,

n

DM

Mean

± SD, n

MC

Mean

± SD, n

DM – MC, n

Emergency department

22.1

13.67

62

437

± 1,901

237

± 1,855

201

3.0

± 13.1

1.4

± 8.0

1.6

0.5

± 1.4

0.3

± 1.2

0.2

Inpatient

17.0

7.02

142

7,741

± 46,605

1,570

± 11,774

6,170

8.2

± 32.6

2.4

± 16.4

5.8

2.0

± 9.5

0.5

± 4.1

1.4

Outpatient

69.7

46.20

51

4,036

± 11,670

1,877

± 11,898

2,159

18.5

± 46.2

7.8

± 25.0

10.7

4.2

± 8.4

1.9

± 6.9

2.3

Office practice

93.0

79.16

18

2,868

± 12,137

1,263

± 4,667

1,605

23.8

± 31.7

13.5

± 23.8

10.3

11.4

± 13.2

6.4

± 9.9

5.0

Laboratory

40.7

30.83

32

195

± 806

73

± 382

122

5.2

± 12.1

2.9

± 9.1

2.3

1.2

± 2.6

0.7

± 1.8

0.5

Pharmacy

85.0

71.65

19

3,039

± 13,883

1,478

± 6,490

1,561

20.1

± 28.0

13.3

± 22.1

6.7

13.7

± 16.0

8.8

± 12.5

4.9

Other

36.0

17.65

104

2,963

± 32,521

589

± 13,143

2,374

9.7

± 42.3

2.8

± 18.7

6.9

4.1

± 18.9

1.0

± 5.1

3.2

Total (medical + pharmacy)*

97.7

85.89

14

21,278 ± 66,102

7,087 ± 25,977

14,191

88.4 ± 115.4

44.1 ± 70.3

44.3

30.8 ± 33.4

16.3 ±

21.5

14.5

*Sums may not add to numbers because of rounding

†Relative difference = (DM % – MC %) / MC. DM versus MC utilization differences (chi-square) and PMPY cost, services, and days of service (t-test) by location of care are all p < 0.0001

Abbreviations: DM, myotonic dystrophy; MC, matched control; PMPY, per member per year; SD, standard deviation

Inpatient admissions and ED visits

Inpatient admissions and ED visits were identified by ICD9 and ICD-10 codes corresponding to the 283 AHRQ-specific diagnostic categories. The percentage of inpatient admissions was 17.0% for patients with DM and 7.0% for MCs. The corresponding percentages of ED visits were 22.1% and 13.7%, respectively. Inpatient admissions were significantly higher (p < 0.01) in patients with DM than in MCs in 71 AHRQ categories. ED visits were higher in patients with DM in 28 categories. Patients with DM had higher prevalence for all categories compared with the MCs. Clinically and economically relevant differences in inpatient admissions and ED visits included nervous system disorders, lower respiratory disease, adult respiratory failure and insufficiency, and gastrointestinal disorders. The AHRQ categories with the greatest differences in prevalence are shown in [Figure 4A,Figure 4B], and the results of all categories are shown in [Supplementary Table 5].

Figure 4 Primary diagnoses with a prevalence 1% more in patients with DM than in MCs on (A) inpatient admission and (B) emergency department visit  in the year prior to the index date. Abbreviations: DM: myotonic dystrophy; ED: emergency department; MC: matched control.

Figure 4A: Primary diagnoses with a prevalence 1% more in patients with DM than in MCs on (A) inpatient admission and (B) emergency department visit in the year prior to the index date. Abbreviations: DM: myotonic dystrophy; ED: emergency department; MC: matched control.

Figure 4 Primary diagnoses with a prevalence 1% more in patients with DM than in MCs on (A) inpatient admission and (B) emergency department visit  in the year prior to the index date. Abbreviations: DM: myotonic dystrophy; ED: emergency department; MC: matched control.

Figure 4B: Primary diagnoses with a prevalence 1% more in patients with DM than in MCs on (A) inpatient admission and (B) emergency department visit in the year prior to the index date. Abbreviations: DM: myotonic dystrophy; ED: emergency department; MC: matched control.

 

PROCEDURES

HCPCS or CPT procedure codes identified 158 procedure categories, which were then divided into ten groups for analysis [Supplementary Table 6]. The between-cohort differences in utilization were significant in 91 procedure categories with higher utilization for patients with DM. PMPY costs were significantly different in 52 procedures, with the cost of 50 procedures higher in patients with DM. PMPY number of services was different in 64 procedures, with 63 procedures having more services for patients with DM. All three metrics were significantly different in the 31 categories listed in [Table 4].

Table 4: Procedures identified by HCPCS or CPT procedure codes in patients with DM and MCs in the year prior to the DM diagnosis

 

 

Prevalence

PMPY cost

Group

Category

DM, %

MC, %

% ↑

DM, $
 mean
± SD,

MC, $
mean
± SD

DM – MC, $

Anesthesia

Anesthesia, head

3.96

1.17

238

38 ± 264

9 ± 107

30

Other

Walking aids and wheelchairs

5.84

1.07

444

113 ± 1,013

2 ± 56

111

 

Genetic tests

4.37

0.19

2,213

88 ± 760

1 ± 32

87

 

Muscle biopsy

2.30

0.00

48 ± 468

0 ± 0

48

 

Electrocardiogram

33.06

16.86

96

35 ± 138

14 ± 74

21

 

Echocardiogram

17.06

5.17

230

148 ± 871

33 ± 234

115

 

Lung function

10.45

4.64

125

39 ± 268

8 ± 67

31

 

Electromyography

14.99

0.91

1,549

55 ± 250

2 ± 39

53

 

Muscle enzyme

21.72

3.05

613

5 ± 19

1 ± 10

5

Evaluation/management

Office/other outpatient services

90.02

72.46

24

819 ± 994

398 ± 612

421

 

Hospital inpatient services

12.69

4.77

166

243 ± 1,411

66 ± 627

178

 

Consultations

26.15

7.80

235

117 ± 308

23 ± 105

94

 

Emergency department services

27.04

16.04

69

280 ± 820

153 ± 761

127

HCPCS code

Transportation, medical and surgical supplies, miscellaneous, experimental

26.74

11.20

139

365 ± 2,107

91 ± 914

274

 

Enteral and parenteral therapy

1.77

0.06

2,900

71 ± 749

0 ± 14

70

 

Other durable medical equipment

12.22

3.13

291

400 ± 2,475

32 ± 449

368

 

Temporary codes for durable medical equipment regional carriers

4.84

0.31

1,477

74 ± 692

2 ± 92

72

 

Orthotic/prosthetic procedures

8.91

4.24

110

95 ± 628

19 ± 371

76

Medicine

Special otorhinolaryngologic services

8.91

4.17

114

46 ± 367

8 ± 123

38

 

Other pulmonary

6.55

2.67

146

6 ± 47

1 ± 23

5

 

Other neurology and neuromuscular procedures

20.13

2.72

641

245 ± 1,447

29 ± 323

216

 

Physical medicine and rehabilitation

21.07

10.01

110

332 ± 1,228

106 ± 710

227

 

Ophthalmology

26.33

13.96

89

64 ± 189

30 ± 127

33

Pathology and laboratory

Organ or disease-oriented panels

59.62

41.77

43

72 ± 161

41 ± 144

31

 

Other genetic analysis/testing

6.43

0.85

657

50 ± 316

7 ± 124

43

 

Other chemistry

61.75

41.10

50

209 ± 649

72 ± 338

137

 

Hematology and coagulation

50.83

31.45

62

38 ± 133

19 ± 96

20

 

Immunology

27.15

13.67

99

47 ± 258

13 ± 111

34

 

Other surgical pathology

20.60

12.36

67

165 ± 796

50 ± 268

115

Radiology

Diagnostic radiology

54.60

31.61

73

694 ± 1,779

254 ± 1,115

440

 

Diagnostic ultrasound

21.37

14.05

52

96 ± 403

54 ± 252

42

 

DISCUSSION

In this study, insurance claims data were analyzed to portray the medical management experienced by patients with DM versus MCs in the year before the DM diagnosis. We found that patients with DM had more healthcare utilization needs than MCs, as profiled by their higher need for prescription medications, medical procedures, and healthcare encounters, as well as a higher prevalence of comorbid conditions, which might reflect the multisystemic involvement of DM. The comorbidities underlying DM were also reflected by differences in the prevalence of reasons for inpatient admissions and ED visits (e.g., respiratory and cardiovascular disorders) and the prevalence of procedure claims (e.g., genetic testing, electrocardiography, electromyography, or consultations). Differences in location-ofcare utilization in the year before diagnosis highlight a greater need for healthcare encounters in patients with DM compared with MCs. Differences in the percentage of patients with prescriptions, number of prescription fills, and PMPY costs of numerous drugs were observed. The ATC 2 anatomical and therapeutic subgroup results confirm the increased overall use of pharmacy resources by the DM cohort. Differences between the DM and MC cohorts in the use of ATC level 3, 4, and 5 drugs after diagnosis provided more disease-specific information about drug use. The increased use of medical and drug resources was consistently associated with higher PMPY costs and increased use of services in many categories prior to the DM diagnosis index date compared with the MCs. The study results are a “snapshot” of data in both patients with DM and MCs in the year before the index date, and the “bottom line” aggregate PMPY medical and pharmacy costs of $21,278 for patients with DM was three times higher than the $7,087 for MCs. Differences in study design and data sources do not allow for reliable comparison with the results of previous studies. Our results are in line with previously reported claims-derived costs of $15,852 for patients with DM, which was 2.37 times higher than the $6,688 for controls without DM [10]. The MC results are also consistent with a 2020 US Bureau of Labor Statistics estimate of $5,177 as the average individual healthcare cost in the US (https://www.bls. gov/opub/reports/consumer-expenditures/2020/home.htm). Between-group differences were seen in AHRQ categories [Figure 2A-C] including nervous system disorders, lower respiratory disease, malaise and fatigue, gastrointestinal disorders, cardiac dysrhythmias, and cataracts, all of which are known clinical presentations of DM [2, 4, 11, 12].

Figure 2 AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed  services Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Figure 2A: AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed services

Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Figure 2 AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed  services Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Figure 2B: AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed services

Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Figure 2 AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed  services Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

Figure 2C: AHRQ categories with the largest between-group differences in (A) utilization, (B) PMPY per member per year costs, and (C) number of billed services

Abbreviations: AHRQ: Agency for Healthcare Research and Quality; DM: myotonic dystrophy; MC: matched control; PMPY: per-member-per-year

A small study of 80 patients with genealogy data and a DM diagnosis (ICD-9 359.21), which included both DM1 and DM2, reported that having the conditions was significantly associated with an increased risk of cardiac arrhythmias, central and obstructive sleep apnea, cataracts, intellectual disabilities, and hypothyroidism [13]. In this analysis, differences in the prevalence of comorbidities, as shown by AHRQ category claims, between the DM and MC cohorts were in line with those reported in the group of 80 patients diagnosed with DM. Between-group differences in claims associated with the diagnosis of comorbidities at inpatient admission and ED visits [Figure 4A-B] were consistent with differences in the AHRQ categories.

Figure 4 Primary diagnoses with a prevalence 1% more in patients with DM than in MCs on (A) inpatient admission and (B) emergency department visit  in the year prior to the index date. Abbreviations: DM: myotonic dystrophy; ED: emergency department; MC: matched control

Figure 4A: Primary diagnoses with a prevalence 1% more in patients with DM than in MCs on (A) inpatient admission and (B) emergency department visit in the year prior to the index date. Abbreviations: DM: myotonic dystrophy; ED: emergency department; MC: matched control

Figure 4 Primary diagnoses with a prevalence 1% more in patients with DM than in MCs on (A) inpatient admission and (B) emergency department visit  in the year prior to the index date. Abbreviations: DM: myotonic dystrophy; ED: emergency department; MC: matched control

Figure 4B: Primary diagnoses with a prevalence 1% more in patients with DM than in MCs on (A) inpatient admission and (B) emergency department visit in the year prior to the index date. Abbreviations: DM: myotonic dystrophy; ED: emergency department; MC: matched control

Differences between patients with DM and controls in the HCPCS or CPT procedure codes [Table 4] were consistent with the use of resources that might be required for patient evaluation or support before a DM diagnosis, i.e., before the index date. In addition to genetic testing, they included electrocardiograms and echocardiograms, electromyography, muscle enzymes, pulmonary testing, neurology procedures, and organ- or disease-oriented panels.

Table 4: Procedures identified by HCPCS or CPT procedure codes in patients with DM and MCs in the year prior to the DM diagnosis

 

 

Prevalence

PMPY cost

Group

Category

DM, %

MC, %

% ↑

DM, $
 mean
± SD,

MC, $
mean
± SD

DM – MC, $

Anesthesia

Anesthesia, head

3.96

1.17

238

38 ± 264

9 ± 107

30

Other

Walking aids and wheelchairs

5.84

1.07

444

113 ± 1,013

2 ± 56

111

 

Genetic tests

4.37

0.19

2,213

88 ± 760

1 ± 32

87

 

Muscle biopsy

2.30

0.00

48 ± 468

0 ± 0

48

 

Electrocardiogram

33.06

16.86

96

35 ± 138

14 ± 74

21

 

Echocardiogram

17.06

5.17

230

148 ± 871

33 ± 234

115

 

Lung function

10.45

4.64

125

39 ± 268

8 ± 67

31

 

Electromyography

14.99

0.91

1,549

55 ± 250

2 ± 39

53

 

Muscle enzyme

21.72

3.05

613

5 ± 19

1 ± 10

5

Evaluation/management

Office/other outpatient services

90.02

72.46

24

819 ± 994

398 ± 612

421

 

Hospital inpatient services

12.69

4.77

166

243 ± 1,411

66 ± 627

178

 

Consultations

26.15

7.80

235

117 ± 308

23 ± 105

94

 

Emergency department services

27.04

16.04

69

280 ± 820

153 ± 761

127

HCPCS code

Transportation, medical and surgical supplies, miscellaneous, experimental

26.74

11.20

139

365 ± 2,107

91 ± 914

274

 

Enteral and parenteral therapy

1.77

0.06

2,900

71 ± 749

0 ± 14

70

 

Other durable medical equipment

12.22

3.13

291

400 ± 2,475

32 ± 449

368

 

Temporary codes for durable medical equipment regional carriers

4.84

0.31

1,477

74 ± 692

2 ± 92

72

 

Orthotic/prosthetic procedures

8.91

4.24

110

95 ± 628

19 ± 371

76

Medicine

Special otorhinolaryngologic services

8.91

4.17

114

46 ± 367

8 ± 123

38

 

Other pulmonary

6.55

2.67

146

6 ± 47

1 ± 23

5

 

Other neurology and neuromuscular procedures

20.13

2.72

641

245 ± 1,447

29 ± 323

216

 

Physical medicine and rehabilitation

21.07

10.01

110

332 ± 1,228

106 ± 710

227

 

Ophthalmology

26.33

13.96

89

64 ± 189

30 ± 127

33

Pathology and laboratory

Organ or disease-oriented panels

59.62

41.77

43

72 ± 161

41 ± 144

31

 

Other genetic analysis/testing

6.43

0.85

657

50 ± 316

7 ± 124

43

 

Other chemistry

61.75

41.10

50

209 ± 649

72 ± 338

137

 

Hematology and coagulation

50.83

31.45

62

38 ± 133

19 ± 96

20

 

Immunology

27.15

13.67

99

47 ± 258

13 ± 111

34

 

Other surgical pathology

20.60

12.36

67

165 ± 796

50 ± 268

115

Radiology

Diagnostic radiology

54.60

31.61

73

694 ± 1,779

254 ± 1,115

440

 

Diagnostic ultrasound

21.37

14.05

52

96 ± 403

54 ± 252

42

Differences in location-of-care utilization [Table 3] may reflect the burden of undiagnosed disease, including comorbidities and diagnostic procedures and difficulties involved in establishing a diagnosis of DM. The clinical characteristics of DM that are useful for early recognition and differential diagnosis of DM1 and DM2, including muscle signs and symptoms and manifestations indicative of multiorgan involvement, along with recommendations for disease management, have been reviewed recently [12,14,15].

Table 3: Utilization by patients with DM and MCs in the year prior to DM diagnosis by location of care

 

Claims

PMPY cost

PMPY services

Days of service

Location of care

DM, %

MC, %

DM – MC, %

DM

Mean

± SD, $

MC

Mean

± SD, $

DM – MC, $

DM

Mean

± SD, n

MC

Mean ±

SD, n

DM – MC,

n

DM

Mean

± SD, n

MC

Mean

± SD, n

DM – MC, n

Emergency department

22.1

13.67

62

437

± 1,901

237

± 1,855

201

3.0

± 13.1

1.4

± 8.0

1.6

0.5

± 1.4

0.3

± 1.2

0.2

Inpatient

17.0

7.02

142

7,741

± 46,605

1,570

± 11,774

6,170

8.2

± 32.6

2.4

± 16.4

5.8

2.0

± 9.5

0.5

± 4.1

1.4

Outpatient

69.7

46.20

51

4,036

± 11,670

1,877

± 11,898

2,159

18.5

± 46.2

7.8

± 25.0

10.7

4.2

± 8.4

1.9

± 6.9

2.3

Office practice

93.0

79.16

18

2,868

± 12,137

1,263

± 4,667

1,605

23.8

± 31.7

13.5

± 23.8

10.3

11.4

± 13.2

6.4

± 9.9

5.0

Laboratory

40.7

30.83

32

195

± 806

73

± 382

122

5.2

± 12.1

2.9

± 9.1

2.3

1.2

± 2.6

0.7

± 1.8

0.5

Pharmacy

85.0

71.65

19

3,039

± 13,883

1,478

± 6,490

1,561

20.1

± 28.0

13.3

± 22.1

6.7

13.7

± 16.0

8.8

± 12.5

4.9

Other

36.0

17.65

104

2,963

± 32,521

589

± 13,143

2,374

9.7

± 42.3

2.8

± 18.7

6.9

4.1

± 18.9

1.0

± 5.1

3.2

Total (medical + pharmacy)*

97.7

85.89

14

21,278 ± 66,102

7,087 ± 25,977

14,191

88.4 ± 115.4

44.1 ± 70.3

44.3

30.8 ± 33.4

16.3 ±

21.5

14.5

A 2018 review of the clinical phenotypes of DM suggested that patients experienced diagnostic delay leading to increased morbidity and treatment burden in the year prior to diagnosis compared with MCs [12]. This could not be confirmed here because it could not be determined when, in their patient journey, the patients with DM were diagnosed, only that paid claims with a DM diagnosis were in the database. Although DM1 is a dominantly inherited, progressive neuromuscular disease, only 10.8% of the patients identified in this study were <18 years old. This along with the mean age of 43.4 years in patients included in this study potentially signifies nearly 3 decades of delay in diagnosis. Identifying DM as the underlying condition may be delayed until the patient experiences muscle weakness and receives care from a clinician who recognizes the hallmark features. It would be interesting to investigate the changes in use of healthcare resources associated with a decrease in the interval between the initial symptoms and the diagnosis of DM. Results of this study support published recommendations for care that include multidisciplinary management of DM. Care may be coordinated by a neuromuscular specialist or general neurologist, or a physician with related training (such as physical medicine and rehabilitation), along with several other specialties. Management often requires the involvement of physical, speech, and occupational therapists, pulmonologists, cardiologists, gastroenterologists, ophthalmologists, and others. There are no disease-specific treatments for DM, but diagnosis-focused symptom management and treatment of comorbidities might decrease the cost and burden to patients and society. If analysis of insurance claims can help identify comorbidities that are associated with an increased risk of a DM diagnosis, then it would facilitate early selection of patients who would benefit from a formal diagnosis of DM and appropriate multidisciplinary care. The strengths of this study include a relatively large sample of insured people in the US, matched DM and control cohorts, and comparison of objective outcomes that describe the use of healthcare resources. The study highlights specific drugs, procedures, comorbid conditions, and locations of care where the DM and MC cohorts differ. The index date marks the end of a patient journey to a diagnosis. The inability to differentiate patients diagnosed with DM1 from those with DM2 was a study limitation, since ICD-9/ICD-10 codes do not distinguish between the two diseases, and the insurance claims database lacks electronic medical records data that would allow differentiation between DM types. Significant differences in pre-index healthcare claims between the DM and MC cohorts were observed, and cohorts were matched by payer type. Research comparing patients with DM with MCs on the changes before and after the index date is under way and focuses on healthcare resource use, costs, comorbidities, and clinical characteristics that precede hospitalizations and ED visits. Comorbid conditions reported in the literature as associated with DM, such as sleep apnea, that are not uniquely defined as AHRQ categories should be investigated in future research. There is an unmet need for targeted therapeutic interventions [2], because these would change the post-diagnosis care required by patients with DM and might result in earlier genetic testing. Some DM1 interventions in development involve the activity of small RNAs that target RNAencoding dystrophica myotonica protein kinase (DMPK) for degradation [16,17]; an example is AOC 1001, which is currently under clinical evaluation for the potential treatment of DM1 (ClinicalTrials.gov identifiers: NCT05027269 and NCT05479981).

CONCLUSION

DM is a complex neuromuscular condition and commonly causes disparate symptoms that confuse the medical care team until diagnosis of this genetic disorder is established. During the pre-diagnosis period, patients, caregivers, and families may experience the stress and additional cost burden associated with the uncertainty of an undiagnosed condition. Characterization of the patient journey, determination of healthcare resources utilized, and documenting cost of care before establishing the diagnosis will help define appropriate and efficient supportive and diagnostic care. Given the complex course and involvement of multiple systems, multidisciplinary patient-centered care is necessary for this multifaceted monogenic disorder. To further elucidate the impact of DM, additional analyses are ongoing to assess changes in comorbidities, use of healthcare resources, and costs that occur after diagnosis.

Funding: This manuscript was funded by Avidity Biosciences, Inc.

ACKNOWLEDGMENTS

The authors would like to thank Clement Weinberger, PhD from Stylus Edits Medical Communications, Kinnelon, NJ, USA, for providing medical writing support. Medical writing support was funded by Avidity Biosciences, San Diego, California, USA, in accordance with Good Publication Practice (GPP3) guidelines.

REFERENCES

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Day JW, Munoz KA, Chen CY, Brook RA, Kleinman NL, et al. (2023) Myotonic Dystrophy Patient Journey: Increased Use of Healthcare Resources in the Year Prior to Diagnosis as Evidenced by Insurance Claims. Int J Rare Dis Orph Drugs 6(2): 1017.

Received : 04 Nov 2023
Accepted : 06 Dec 2023
Published : 08 Dec 2023
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Journal of Ear, Nose and Throat Disorders
ISSN : 2475-9473
Launched : 2016
JSM Ophthalmology
ISSN : 2333-6447
Launched : 2013
Journal of Pharmacology and Clinical Toxicology
ISSN : 2333-7079
Launched : 2013
Annals of Psychiatry and Mental Health
ISSN : 2374-0124
Launched : 2013
Medical Journal of Obstetrics and Gynecology
ISSN : 2333-6439
Launched : 2013
Annals of Pediatrics and Child Health
ISSN : 2373-9312
Launched : 2013
JSM Clinical Pharmaceutics
ISSN : 2379-9498
Launched : 2014
JSM Foot and Ankle
ISSN : 2475-9112
Launched : 2016
JSM Alzheimer's Disease and Related Dementia
ISSN : 2378-9565
Launched : 2014
Journal of Addiction Medicine and Therapy
ISSN : 2333-665X
Launched : 2013
Journal of Veterinary Medicine and Research
ISSN : 2378-931X
Launched : 2013
Annals of Public Health and Research
ISSN : 2378-9328
Launched : 2014
Annals of Orthopedics and Rheumatology
ISSN : 2373-9290
Launched : 2013
Journal of Clinical Nephrology and Research
ISSN : 2379-0652
Launched : 2014
Annals of Community Medicine and Practice
ISSN : 2475-9465
Launched : 2014
Annals of Biometrics and Biostatistics
ISSN : 2374-0116
Launched : 2013
JSM Clinical Case Reports
ISSN : 2373-9819
Launched : 2013
Journal of Cancer Biology and Research
ISSN : 2373-9436
Launched : 2013
Journal of Surgery and Transplantation Science
ISSN : 2379-0911
Launched : 2013
Journal of Dermatology and Clinical Research
ISSN : 2373-9371
Launched : 2013
JSM Gastroenterology and Hepatology
ISSN : 2373-9487
Launched : 2013
Annals of Nursing and Practice
ISSN : 2379-9501
Launched : 2014
JSM Dentistry
ISSN : 2333-7133
Launched : 2013
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