| Literature DB >> 32002175 |
Mariann I Lassenius1, Iiro Toppila1, Nora Pöntynen2, Laura Kasslin2, Jaana Kaunisto3, Maritta Kilpeläinen3, Tarja Laitinen4.
Abstract
Aim of the study: Potential care implications of antifibrotic reimbursement restrictions were studied by forced vital capacity (FVC) decline, mortality and specialty care related healthcare resource utilization in patients with idiopathic pulmonary fibrosis (IPF). Material and methods: IPF patients were identified from the electronic medical records of the Hospital District of Southwest Finland between 2005 and 2017. Text-mining was used for patient identification to exclude other interstitial lung diseases (ILD) from the cohort. FVC reimbursement restriction (FVC 50-90%) was used for stratification.Entities:
Keywords: FVC decline; IPF; healthcare resource utilization; mortality
Year: 2019 PMID: 32002175 PMCID: PMC6968594 DOI: 10.1080/20018525.2019.1702618
Source DB: PubMed Journal: Eur Clin Respir J ISSN: 2001-8525
Text patterns used to select the IPF patient cohort form the initial cohort of 993 patients with J84.1 or J84.9 diagnoses
| Image text statements | Pro IPF: honeycomb, UIP, IPF, idiopathic pulmonary fibrosis, traction bronchiectasis, reticular opacities |
|---|---|
| Pathology statement text of lung biopsy | |
| Clinical diagnosis from lung view of EMR |
All text patterns were searched in Finnish (as the patient texts are written in Finnish), including plausible different writing forms, most common typing errors and different ways of specifying negative phrases. The performance of text mining cohort formation was assessed by manual validation of randomly selected patients included and excluded from the cohort, and by assessing use of IPF specific antifibrotic medications (pirferidone or nintedanib), see material and methods.
Baseline characteristics of IPF patients
| Trait | Value | MISSING, (%) | |
|---|---|---|---|
| N | 266 | ||
| MALE (%) | 64% | ||
| Age, years | 74.3 ± 8.45 | ||
| Follow-up time, years | 3.03 ± 2.97 | ||
| FVC % predicted | 77 ± 20 | 7% | |
| DLCO (mmol/min*kPa) | 4.02 ± 1.27 | 49% | |
| BMI kg/m2* | 27.8 ± 4.9 | 14% | |
| Charlson index | 2.1 ± 1.45 | ||
| Baseline 6 min walking test (m) | 335 ± 139 | 80% | |
| Any 6 min walking test (m)** | 349 ± 136 | 65% | |
| Baseline FVC | FVC>90% pred.; N (%) | 64 (24%) | |
| FVC 50-90% pred.; N (%) | 167 (63%) | ||
| FVC <50% pred.; N (%) | 17 (6%) | ||
| FVC unknown; N (%) | 18 (7%) | ||
| Baseline smoking status * | Former, (%) | 31% | |
| Current smoker, (%) | 20% | ||
| Never smoked, (%) | 41% | ||
| Smoking status unknown, (%) | 9% | ||
| End of follow up type | Alive 31.12.2017, (%) | 41% | |
| Antifibrotic medication initiated, (%) | 16% | ||
| Dead, (%) | 42% | ||
*text-mined. Data presented as mean±SD if not otherwise indicated; **complementing baseline data with data from any time during follow-up; value closest to baseline used if multiple values were present
Figure 1.FVC (% predicted) at diagnosis by calendar year
Comorbidities in IPF patients at end of follow-up and their frequency in the patients at baseline
| ICD10 | End of follow-up | Baseline | Description |
|---|---|---|---|
| J84 | 100% | 100% | Other interstitial pulmonary diseases |
| R91 | 59% | 40% | Abnormal findings on diagnostic imaging of lung |
| I10 | 48% | 33% | Essential (primary) hypertension |
| J18 | 41% | 16% | Pneumonia, organism unspecified |
| R06 | 35% | 27% | Abnormalities of breathing |
| H25 | 33% | 17% | Senile cataract |
| Z01 | 29% | 21% | Other special examinations and investigations of persons without complaint or reported diagnosis |
| I25 | 27% | 19% | Chronic ischaemic heart disease |
| E11 | 25% | 18% | Non-insulin-dependent diabetes mellitus |
| Z03 | 23% | 11% | Medical observation and evaluation for suspected diseases and conditions |
| E78 | 22% | 14% | Disorders of lipoprotein metabolism and other lipidaemias |
| I48 | 21% | 12% | Atrial fibrillation and flutter |
| I50 | 20% | 6% | Heart failure |
| R05 | 18% | 15% | Cough |
| G47 | 17% | 11% | Sleep disorders |
| H90 | 15% | 11% | Conductive and sensorineural hearing loss |
| N40 | 15% | 11% | Hyperplasia of prostate |
| J44 | 15% | 8% | Other chronic obstructive pulmonary disease |
| J92 | 15% | 8% | Pleural plaque |
| M17 | 14% | 13% | Gonarthrosis [arthrosis of knee] |
| Z71 | 14% | 8% | Persons encountering health services for other counselling and medical advice, not elsewhere classified |
| R10 | 14% | 8% | Abdominal and pelvic pain |
| M16 | 12% | 10% | Coxarthrosis [arthrosis of hip] |
| R07 | 12% | 7% | Pain in throat and chest |
| I20 | 12% | 8% | Angina pectoris |
| J96 | 12% | 2 % | Respiratory failure, not elsewhere classified |
| K21 | 12% | 7% | Gastro-oesophageal reflux disease |
| Z95 | 11% | 7% | Presence of cardiac and vascular implants and grafts |
| I21 | 11% | 4 % | Acute myocardial infarction |
| C44 | 11% | 8% | Other malignant neoplasms of skin |
| E03 | 11% | 8% | Other hypothyroidism |
| J45 | 11% | 8% | Asthma |
| L57 | 10% | 6% | Skin changes due to chronic exposure to nonionizing radiation |
| M54 | 10% | 5 % | Dorsalgia |
| Z76 | 10% | 6% | Persons encountering health services in other circumstances |
Time to change of FVC category according to baseline status, Kaplan-Meier analysis
| Baseline value | ||||
|---|---|---|---|---|
| Event value | FVC>90% | FVC >90% | FVC 50-90% | |
| N total | 64 | 64 | 166 | |
| Time to event, years; median [95% CI] | 2.4 [1.1–3.1] | 4.9 [3.1 – NA] | 4.0 [2.8–5.4] | |
| Event | FVC below event value, N (%) | 42 (66%) | 1 (1.6%) | 30 (18%) |
| Dead, N (%) | 9 (14%) | 21 (33%) | 43 (26%) | |
| Transplant, N (%) | 0 | 0 | 0 | |
| Censoring | End of follow-up [FVC remained above event value], N (%) | 11 (17%) | 37 (58%) | 60 (36%) |
| Antifibrotic treatment initiated, N (%) | 1 (1.6%) | 4 (6.3%) | 32 (19%) | |
| Lost to follow-up, N (%) | 1 (1.6%) | 1 (1.6%) | 1 (0.6) | |
Figure 2.Overall survival of IPF patients (left) and stratified by baseline FVC (right) to FVC>90%; 50-90%; <50% predicted; and unknown FVC. Time is in years. Censoring events: antifibrotic treatment initiation, lost to follow-up, end of follow-up
Figure 3.Cox regression analysis of overall mortality in IPF patients. FVC group was used as a time-varying covariable. BMI-body mass index, OCS-oral corticosteroid
Cox regression of overall mortality, with baseline FVC as time-varying class variable (multivariable 1) or continuous variable (multivariable 2)
| Univariable | Multivariable (1) | Multivariable (2) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| HR | 95% CI | p-value | HR | 95% CI | p-value | HR | 95% CI | p-value | ||
| FVC (continuous, time-varying) | 0.96 | 0.95–0.98 | <0.001 | 0.96 | 0.95–0.97 | <0.001 | ||||
| FVC class (time-varying) | >90% | 1 | ref. | – | 1 | ref. | – | |||
| 50-90% | 1.77 | 0.87–3.61 | 0.114 | 1.98 | 0.91–4.28 | 0.084 | ||||
| <50% | 5.58 | 2.64–11.81 | <0.001 | 8.75 | 3.79–20.18 | <0.001 | ||||
| Transplanted | 2.03 | 0.25–16.81 | 0.511 | NA* | NA* | NA* | ||||
| Unknown | 17.36 | 7.47–40.32 | <0.001 | 15.02 | 4.94–45.71 | <0.001 | ||||
| Age | 1.04 | 1.02–1.07 | <0.001 | 1.04 | 1.01–1.07 | 0.013 | 1.04 | 1.01–1.07 | 0.018 | |
| Sex | Male | 1 | ref. | – | ref. | – | – | ref. | 1 | |
| Female | 0.59 | 0.39–0.88 | 0.010 | 0.72 | 0.43–1.20 | 0.209 | 0.82 | 0.48–1.40 | 0.466 | |
| BMI | <20 | 3.06 | 1.23–7.60 | 0.016 | 4.38 | 1.64–11.74 | 0.003 | 2.92 | 1.02–8.31 | 0.045 |
| 20-25 | 1 | ref. | – | 1 | ref. | – | ref. | 1 | ||
| 25-30 | 0.95 | 0.56–1.60 | 0.833 | 1.16 | 0.67–2.01 | 0.596 | 1.19 | 0.66–2.16 | 0.561 | |
| ≥30 | 0.84 | 0.48–1.46 | 0.529 | 0.86 | 0.48–1.55 | 0.617 | 0.95 | 0.51–1.77 | 0.868 | |
| Smoking | Non-smoker | 1 | ref. | – | 1 | ref. | – | ref. | 1 | |
| former | 1.41 | 0.92–2.16 | 0.114 | 1.44 | 0.83–2.52 | 0.195 | 1.24 | 0.70–2.20 | 0.463 | |
| Current | 0.58 | 0.33–1.03 | 0.063 | 0.79 | 0.39–1.58 | 0.500 | 0.75 | 0.38–1.49 | 0.412 | |
| Missing | 0.69 | 0.34–1.42 | 0.319 | 1.18 | 0.80–4.15 | 0.156 | 1.33 | 0.57–3.12 | 0.507 | |
| Charlson index | 1.11 | 0.97–1.28 | 0.127 | 0.98 | 0.82–1.16 | 0.785 | 1.07 | 0.9–1.28 | 0.452 | |
| BL OCS | No | 1 | ref. | – | 1 | ref. | – | ref. | 1 | |
| Yes | 2.03 | 1.38–3.00 | <0.001 | 1.61 | 1.03–2.49 | 0.035 | 1.55 | 0.98–2.45 | 0.062 | |
NA* patients with lung transplant dropped due to missing covariate values, BL- baseline, OCS-oral corticosteroids.
Figure 4.a) Hospital inpatient days, out-patient visits and emergency room visits (ER) per patient-year, stratified by FVC category. b) Overall healthcare resource utilization related costs (€) per patient-year, at specialty care of IPF patients, stratified by FVC category or lung transplant. The incremental costs per worsening category compared to FVC>90% predicated are presented on top of/in bars with grey
Overall healthcare resource utilization related costs per FVC or lung transplant categories
| HCRU TYPE | CLASS | EVENTS, N | COST, € | EVENTS PER PATIENT YEAR | COST PER PATIENT YEAR, € |
|---|---|---|---|---|---|
| OUTPATIENT VISITS | ALL | 8,817 | 885,219 | 10.91 | 1,095.53 |
| FVC >90% | 1,380 | 137,768 | 9.49 | 947.43 | |
| FVC 50-90% | 5,567 | 557,783 | 10.42 | 1,043.94 | |
| FVC <50% | 1,218 | 124,907 | 11.52 | 1,181.68 | |
| Transplant | 538 | 53,257 | 50.78 | 5,026.36 | |
| Unknown FVC | 114 | 11,504 | 9.49 | 957.57 | |
| ER VISITS | ALL | 804 | 156,780 | 1.00 | 194.03 |
| FVC >90% | 105 | 20,475 | 0.72 | 140.81 | |
| FVC 50-90% | 482 | 93,990 | 0.90 | 175.91 | |
| FVC <50% | 156 | 30,420 | 1.48 | 287.79 | |
| Transplant | 20 | 3,900 | 1.89 | 368.08 | |
| Unknown FVC | 41 | 7,995 | 3.41 | 665.49 | |
| HOSPITAL INPATIENT DAYS | ALL | 4,451 | 1,755,334 | 5.51 | 2,172.36 |
| FVC >90% | 528 | 198,155 | 3.63 | 1,362.71 | |
| FVC 50-90% | 2,363 | 887,994 | 4.42 | 1,661.96 | |
| FVC <50% | 1,084 | 469,430 | 10.26 | 4,441.03 | |
| Transplant | 124 | 48,637 | 11.70 | 4,590.34 | |
| Unknown FVC | 352 | 151,118 | 29.30 | 12,578.79 | |
| PROCEDURES | ALL | 2,638 | 844,370 | 3.26 | 1,044.97 |
| FVC >90% | 418 | 124,346 | 2.87 | 855.12 | |
| FVC 50-90% | 1,605 | 517,056 | 3.00 | 967.72 | |
| FVC <50% | 464 | 162,389 | 4.39 | 1,536.28 | |
| Transplant | 73 | 18,311 | 6.89 | 1,728.23 | |
| Unknown FVC | 78 | 22,267 | 6.49 | 1,853.50 | |
| OPERATIONS | ALL | 266 | 369,096 | 0.33 | 456.78 |
| FVC >90% | 38 | 49,381 | 0.26 | 339.59 | |
| FVC 50-90% | 169 | 245,081 | 0.32 | 458.69 | |
| FVC <50% | 50 | 64,719 | 0.47 | 612.27 | |
| Transplant | 3 | 4,150 | 0.28 | 391.68 | |
| Unknown FVC | 6 | 5,765 | 0.50 | 479.87 | |
| IMAGING ETC | ALL | 4,787 | 445,906 | 5.92 | 551.84 |
| FVC >90% | 620 | 58,040 | 4.26 | 399.14 | |
| FVC 50-90% | 3,036 | 275,254 | 5.68 | 515.16 | |
| FVC <50% | 866 | 80,164 | 8.19 | 758.39 | |
| Transplant | 145 | 18,875 | 13.69 | 1,781.42 | |
| Unknown FVC | 120 | 13,573 | 9.99 | 1,129.80 | |
| LABS | ALL | 117,216 | 251,783 | 145.06 | 311.60 |
| FVC >90% | 14,440 | 27,268 | 99.30 | 187.52 | |
| FVC 50-90% | 63,966 | 130,236 | 119.72 | 243.75 | |
| FVC <50% | 26,138 | 61,400 | 247.28 | 580.87 | |
| Transplant | 6,852 | 17,487 | 646.69 | 1,650.44 | |
| Unknown FVC | 5,820 | 15,392 | 484.45 | 1,281.19 | |
| TOTAL COSTS | ALL | – | 4,708,488 | – | 5,827.12 |
| FVC >90% | – | 615,433 | – | 4,232.32 | |
| FVC 50-90% | – | 2,707,395 | – | 5,067.13 | |
| FVC <50% | – | 993,429 | – | 9,398.31 | |
| Transplant | – | 164,617 | – | 15,536.55* | |
| Unknown FVC | – | 227,614 | – | 18,946.20 |
*including post-transplant care only.