Literature DB >> 33680129

The effect of diagnostic assessment programs on the diagnosis and treatment of patients with lung cancer in Ontario, Canada.

Steven Habbous1, Yasir Khan1, Deanna L Langer1, Melissa Kaan1, Bo Green1, Katharina Forster1, Gail Darling1,2, Claire M B Holloway1,2,3.   

Abstract

INTRODUCTION: Diagnostic assessment programs (DAPs) were implemented in Ontario, Canada, to improve the efficiency of the lung cancer care continuum. We compared the efficiency and effectiveness of care provided to patients in DAPs relative to usual care (non-DAPs).
METHODS: Lung cancer patients diagnosed between 2014 and 2016 were identified from the Ontario Cancer Registry. Using administrative databases, we identified various health-care encounters 6 months before diagnosis until the start of treatment and compared utilization patterns, timing, and overall survival between DAP and non-DAP patients.
RESULTS: DAP patients were younger (P < 0.0001), had fewer comorbidities (P = 0.0006), and were more likely to have early-stage disease (36% vs. 25%) than non-DAP patients. Although DAP patients had a similar time until diagnosis as non-DAP patients, the time until treatment was 8.5 days shorter for DAP patients. DAP patients were more likely to receive diagnostic tests and specialist consultations and less likely to have duplicate chest imaging. DAP patients were more likely to receive brain imaging. Among early-stage lung cancers, brain imaging was high (74% for DAP and 67% for non-DAP), exceeding guideline recommendations. After adjustment for clinical and demographic factors, DAP patients had better overall survival than non-DAP patients (hazard ratio [HR]: 0.79 [0.76-0.82]), but this benefit was lost after adjusting for emergency presentation (HR: 0.96 [0.92-1.00]). A longer time until treatment was associated with better overall survival.
CONCLUSION: DAPs provided earlier treatment and better access to care, potentially improving survival. Quality improvement opportunities include reducing unnecessary or duplicate testing and characterizing patients who are diagnosed emergently. Copyright:
© 2021 Annals of Thoracic Medicine.

Entities:  

Keywords:  Diagnostic assessment program; efficiency; guideline concordance; imaging; lung cancer; wait times

Year:  2021        PMID: 33680129      PMCID: PMC7908893          DOI: 10.4103/atm.ATM_283_20

Source DB:  PubMed          Journal:  Ann Thorac Med        ISSN: 1998-3557            Impact factor:   2.219


For patients with lung cancer, prolonged diagnostic work-up or treatment planning can delay the start of treatment, rendering some patients inoperable and adversely affecting prognosis.[123] In light of this, some guidelines recommend a time from suspicion of lung cancer until diagnosis of 28 days and a time from diagnosis until treatment of 4–6 weeks.[456] Given the importance of starting treatment as early as possible, a recent scoping review was conducted to better understand the variation in wait times across the lung cancer care continuum.[7] The authors identified 27 studies reporting median wait times from symptom onset until diagnosis ranging from 41 to 143 days and from diagnosis until the start of treatment ranging from 6 to 45 days. Another scoping review examined the effect of various interventions aimed at reducing these wait times, but most of the studies found focused on the time period leading up to diagnosis and many patients did not meet the recommended timeliness targets.[891011] Since 2010, lung diagnostic assessment programs (DAPs) were established across Ontario, Canada, to provide efficient and accessible diagnostic evaluation and treatment planning for patients with suspected lung cancer.[1213] Services provided by DAPs include patient navigation, specialist consultations, and psychosocial support according to the standards outlined in Cancer Care Ontario's Lung Cancer Diagnostic Pathway Map.[12] In the current study, we report the effect of lung DAPs on health-care utilization, wait times, and overall survival.

Methods

Cohort selection

Patients with primary lung carcinomas were identified from the Ontario Cancer Registry (OCR) using the ICD-O-3 codes C340–349 restricted to the AJCC version 7 ICD-O-3 histology codes 8000–8576, 8940–8950, and 8980–8981. Patients were categorized as having small-cell lung cancer (histology codes 8041–8045) or non-small-cell lung cancer (all remaining histologies). Only malignant cases (ICD-O-3 behavior code 3) diagnosed between 2014 and 2016 were included. Patients were excluded if they were <18 or >105 years of age at diagnosis, were diagnosed at the time of death or at autopsy, had an invalid health insurance number (a number unique to each Ontario resident used to access health-care services), were missing age or sex, or had multiple cancer diagnoses in their lifetime. To enable accurate capture of diagnostic and treatment interventions, we excluded patients who had a missing or non-Ontario postal code of residence at the time of diagnosis or had no record in the Ontario Health Insurance Program (OHIP) database within 1 year plus/minus diagnosis.

Data sources

Patients' death dates were obtained from the OCR and supplemented with the Registered Persons Database (RPDB), which contains information on vital statistics for all Ontarians. We obtained sex from the RPDB and neighborhood-level income quintile, immigrant density, urban/rural status, and region of residence from the 2006 Canadian Census using postal codes of residence at the time of diagnosis (linked using the Postal Code Conversion File Plus version 6a). Staging data were obtained from the Collaborative Staging database maintained by Ontario Health . The weighted Charlson Comorbidity Index was calculated (excluding cancer) based on hospital data up to 3 years before the OCR diagnosis date.[14] Health-care encounters were identified using physician billing codes from OHIP or procedural codes from the Discharge Abstract Database (DAD; inpatient procedures) or the National Ambulatory Care Reporting System (NACRS; outpatient procedures) [Appendix 1]. The date of resective lung surgery was identified using OHIP, DAD, or NACRS [Appendix 2]. Systemic therapy information was obtained from the Activity Level Reporting database, Ontario Drug Benefit Program, New Drug Funding Program, DAD, and NACRS. We included any agent with antineoplastic activity, including chemotherapy, immunotherapy, hormonal therapy, or targeted therapy. Information about radiation was obtained from the Activity Level Reporting database, restricted to radiation applied to the chest. We classified patients as having had an emergency visit if they had any record in NACRS with an emergency department indicator = 1 or a hospital admission record from DAD with entry code “E” within 7 days before the OCR diagnosis date (inclusive). We also classified patients as having been an inpatient on the diagnosis date if the OCR diagnosis date occurred between DAD admission and discharge dates (inclusive). During the study period, each DAP in Ontario submitted data using the Diagnostic Data Upload Tool (DDUT). Patient-level data from lung DAPs in the DDUT database were used to identify whether a patient was diagnosed through a DAP.

Definitions

The date of diagnosis was obtained from the OCR, which preferentially uses the specimen retrieval date from the pathology report where evidence of cancer was confirmed. A patient was considered a “DAP patient” if they had a diagnosis date in the DDUT database ± 30 of the OCR diagnosis date. This 60-day window allowed for differences in how diagnosis is ascertained from the two data sources. All other patients were considered “non-DAP patients.” We defined the diagnostic interval as the time until the lung cancer diagnosis. To identify the starting point of the diagnostic interval, we searched for the first health-care encounter occurring within 6 months before diagnosis, restricting to a general practitioner visit, chest X-ray, chest computed tomography (CT) scan, abdominal CT scan, bronchoscopy, endobronchial ultrasound, chest fluoroscopy, or consultation with a respirologist, general surgeon, general thoracic surgeon, internal medicine specialist, or cardiologist. In sensitivity analysis, we omitted the visit to the general practitioner to provide estimates of the diagnostic interval that were more comparable to published studies that also excluded this date. We defined the pretreatment interval as the time from diagnosis until the start of treatment within 6 months after diagnosis. We also report the time from the first health-care encounter until treatment initiation as a measure of the duration of the entire diagnostic and treatment planning interval. We reported the number of health-care encounters for each patient as the number of unique dates on which a patient had one or more health-care encounters.

Statistical methods

We used logistic regression to compare DAP and non-DAP patients' characteristics, linear regression to explore factors associated with continuous outcomes (e.g., wait times), and Cox proportional hazards regression for time-to-event analysis (e.g., overall survival). We also presented unadjusted overall survival analyses using Kaplan–Meier plots. We adjusted analyses for all covariates considered clinically relevant. Unless otherwise indicated, covariates included age, sex, urban/rural residence, neighborhood income quintile, neighborhood immigrant density, region of residence at the level of Local Health Integration Network (LHIN), Euclidean distance to the nearest DAP, Charlson Comorbidity Index, stage, histology, emergency visit within 7 days of diagnosis, and hospital admission on the diagnosis date. We reported odds ratios (OR), beta coefficients, and hazard ratios (HR) with 95% confidence intervals (CI), where appropriate. We used SAS v9.4 for all analyses (Cary, North Carolina: SAS Institute Inc.).

Privacy

All analyses were conducted at Ontario Health for system monitoring and identifying areas for quality improvement. Cells with counts <6 were suppressed.

Results

Cohort characteristics

A total of 22,049 incident lung cancer patients were identified. The mean age at diagnosis was 71 (standard deviation [SD]: 10.4) years, and most patients lived in an urban area (84%) [Table 1]. After adjustment, patients were more likely to be diagnosed in a DAP if they were younger (OR: 0.89 [0.86–0.92] per 10 years), lived in a rural neighborhood (OR: 1.21 [1.08–1.35]), lived in a less immigrant-dense neighborhood (OR: 0.50 [0.43–0.58] for the most versus the least dense), and lived closer to a DAP (OR: 0.88 [0.84–0.93] per 50 km). There was significant regional variability (P < 0.0001). DAP patients had fewer comorbidities (68% vs. 63% had no comorbidities, P = 0.0008), were less likely to have stage IV disease or unknown stage (P < 0.0001), and were 60% less likely to have had an emergency visit (OR: 0.41 [0.36–0.45]) or hospital admission (OR: 0.38 [0.34–0.42]) at the time of diagnosis.
Table 1

Patient characteristics by diagnosis in a diagnostic assessment program

Non-DAP (n=12,913), n (%)DAP (n=9136), n (%)DAP versus non-DAP
Crude OR (95% CI)PAdjusted OR (95% CI)aP
Age, yearsb71.0 (10.6)69.8 (10.0)0.89 (0.87–0.91)<0.00010.89 (0.86–0.92)<0.0001
Sex
 Male6589 (51)4489 (49)1.0 (reference)0.0061.0 (reference)0.83
 Female6324 (49)4647 (51)1.08 (1.02–1.14)1.01 (0.94–1.08)
Urban residencec
 Urban11251 (87)7299 (80)1.0 (reference)<0.00011.0 (reference)0.0007
 Rural1662 (13)1837 (20)1.70 (1.58–1.83)1.21 (1.08–1.35)
Income quintilec
 Highest2062 (16)1573 (17)1.0 (reference)0.00071.0 (reference)0.11
 Mid-high2379 (18)1826 (20)1.01 (0.92–1.10)1.11 (0.99–1.25)
 Middle2564 (20)1765 (19)0.90 (0.83–0.99)0.98 (0.87–1.10)
 Mid-low2810 (22)1913 (21)0.89 (0.82–0.97)0.97 (0.87–1.09)
 Lowest3055 (24)2028 (22)0.87 (0.79–0.95)1.04 (0.93–1.17)
Immigrant densityc
 Least dense7724 (60)6830 (75)1.0 (reference)<0.00011.0 (reference)<0.0001
 Mid-dense2944 (23)1659 (18)0.64 (0.60–0.68)0.77 (0.70–0.86)
 Most dense2120 (17)564 (6)0.30 (0.27–0.33)0.50 (0.43–0.58)
 Local Health Integration Networkc,e
 Central1573 (74)556 (26)1.0 (reference)<0.00011.0 (reference)<0.0001
 Central East1900 (70)811 (30)1.20 (1.06–1.36)0.87 (0.73–1.04)
 Central West635 (77)189 (23)0.84 (0.70–1.02)0.70 (0.55–0.89)
 Champlain729 (30)1735 (70)6.63 (5.83–7.54)5.72 (4.77–6.85)
 Erie St. Clair842 (61)546 (39)1.82 (1.57–2.10)1.43 (1.18–1.74)
 Hamilton Niagara1548 (55)1274 (45)2.29 (2.03–2.59)1.71 (1.44–2.03)
 Mississauga Halton882 (76)273 (24)0.90 (0.77–1.07)0.80 (0.64–1.00)
 North East902 (62)558 (38)1.74 (1.51–2.00)1.47 (1.18–1.83)
 North Simcoe Muskoka486 (46)569 (54)3.27 (2.80–3.81)2.56 (2.07–3.17)
 North West233 (50)231 (50)2.82 (2.30–3.46)2.24 (1.69–2.99)
 South East641 (51)605 (49)2.65 (2.29–3.07)1.80 (1.46–2.22)
 South West865 (49)896 (51)2.89 (2.53–3.30)2.10 (1.74–2.53)
 Toronto Central1050 (70)452 (30)1.22 (1.05–1.40)1.05 (0.86–1.28)
 Waterloo Wellington627 (59)441 (41)2.02 (1.74–2.36)1.45 (1.18–1.79)
Euclidean distance to closest DAPb,c
 Median (IQR)11.9 (5.4, 30.5)15.8 (5.6, 44.2)-
 Mean (SD)30.5 (50.9)34.1 (48.7)1.05 (1.05–1.11)<0.00010.88 (0.84–0.93)<0.0001
Charlson Comorbidity Index
 Missing2099 (16)1485 (16)0.92 (0.85–0.99)<0.00010.91 (0.83–1.01)
 06125 (47)4721 (52)1.0 (reference)<0.00011.0 (reference)0.0008
 12533 (20)1658 (18)0.85 (0.79–0.91)0.83 (0.75–0.91)
 21071 (8)661 (7)0.80 (0.72–0.89)0.85 (0.75–0.98)
 3+1085 (9)611 (7)0.73 (0.66–0.81)0.87 (0.76–1.00)
Stage
 Stage I1925 (19)1843 (27)1.0 (reference)<0.00011.0 (reference)<0.0001
 Stage II612 (6)632 (9)1.08 (0.95–1.23)1.03 (0.90–1.18)
 Stage III1573 (16)1577 (23)1.05 (0.95–1.15)1.09 (0.98–1.22)
 Stage IV5953 (59)2829 (41)0.50 (0.46–0.54)0.75 (0.68–0.82)
 Unknown72 (1)32 (0)0.46 (0.31–0.71)0.57 (0.36–0.89)
Histology
 Small cell1616 (13)1016 (11)1.0 (reference)0.0021.0 (reference)0.98
 Non-small cell11297 (87)8120 (89)1.14 (1.05–1.24)1.00 (0.90–1.11)
Emergency visit within 7 days of diagnosisd,e
 No7237 (56)7829 (86)1.0 (reference)<0.00011.0 (reference)<0.0001
 Yes5676 (44)1307 (14)0.21 (0.20–0.23)0.38 (0.34–0.42)
Admission on diagnosisf
 No6684 (52)7494 (82)1.0 (reference)<0.00011.0 (reference)<0.0001
 Yes6229 (48)1642 (18)0.23 (0.22–0.25)0.38 (0.35–0.42)

aAdjusted for all variables in the table, bOdds ratio reflects the odds of being diagnosed in a DAP for every 10-year increase in age or 50-kilometer increase in distance from patients’ neighborhoods to the closest DAP, cSource (or adapted from): Statistics Canada Postal Code Conversion File and Postal Code Conversion File Plus (June 2017) which is based on data licensed from Canada Post Corporation. The patients’ postal code at diagnosis was used.dRow percentages shown, eEvidence of an inpatient record in the Discharge Abstract Database including the date of diagnosis, fEvidence of an emergency department visit on the date of diagnosis or within 7 days earlier. DAP=Diagnostic assessment program, IQR=Interquartile range (25th–75th percentile), SD=Standard deviation, OR=Odds ratio, CI=Confidence interval

Patient characteristics by diagnosis in a diagnostic assessment program aAdjusted for all variables in the table, bOdds ratio reflects the odds of being diagnosed in a DAP for every 10-year increase in age or 50-kilometer increase in distance from patients’ neighborhoods to the closest DAP, cSource (or adapted from): Statistics Canada Postal Code Conversion File and Postal Code Conversion File Plus (June 2017) which is based on data licensed from Canada Post Corporation. The patients’ postal code at diagnosis was used.dRow percentages shown, eEvidence of an inpatient record in the Discharge Abstract Database including the date of diagnosis, fEvidence of an emergency department visit on the date of diagnosis or within 7 days earlier. DAP=Diagnostic assessment program, IQR=Interquartile range (25th–75th percentile), SD=Standard deviation, OR=Odds ratio, CI=Confidence interval

Health-care utilization for diagnosis and treatment

DAP patients had three fewer health-care encounters than non-DAP patients (median: 23 (18, 31) unique dates for DAP patients versus median: 26 (19, 36) unique for non-DAP patients, P < 0.0001), but there was no difference after restricting encounter types to diagnostic tests and consultations specific to diagnosing lung cancer (median: 8 for both DAP and non-DAP patients) [Appendix 3].

Diagnostic tests

DAP patients were more likely to have received a positron emission tomography (PET)-CT scan (70% vs. 36%), a bronchoscopy (48% vs. 37%), an endobronchial ultrasound (18% vs. 9%), and a biopsy (91% vs. 80%) but less likely to have had an abdominal CT scan (55% vs. 68%) [Figure 1 and Appendix 3]. Regardless of stage, DAP patients were more likely to have received a brain magnetic resonance imaging or CT scan (86% vs. 77% for stage IV and 69% vs. 64% for stage I). DAP patients were less likely to have received a second or a third chest CT than non-DAP patients (16% vs. 24% received >1 chest CT scans), even though the initial scan was frequently a non-contrast scan (74% for DAP and 75% of non-DAP). If second chest CTs did occur, they were performed a median of 3–4 weeks after the first scan for DAP patients and after a median of 4–5 weeks for non-DAP patients [Appendix 4].
Figure 1

Receipt of diagnostic tests or consultations from 6 months before diagnosis until either the date of first treatment or 2 months after diagnosis (if no treatment). Absolute difference in frequency of testing between DAP and non-DAP patients is shown on the x-axis, which was calculated as % DAP-% non-DAP so that positive values indicate higher utilization in DAPs. Corresponding percentages are reported in Appendix 3]. The dot corresponds to the mean difference in proportions, and the horizontal lines represent the 95% confidence interval. DAP = Diagnostic assessment program, CT = Computed tomography, PET = Positron emission tomography, MRI = Magnetic resonance imaging

Receipt of diagnostic tests or consultations from 6 months before diagnosis until either the date of first treatment or 2 months after diagnosis (if no treatment). Absolute difference in frequency of testing between DAP and non-DAP patients is shown on the x-axis, which was calculated as % DAP-% non-DAP so that positive values indicate higher utilization in DAPs. Corresponding percentages are reported in Appendix 3]. The dot corresponds to the mean difference in proportions, and the horizontal lines represent the 95% confidence interval. DAP = Diagnostic assessment program, CT = Computed tomography, PET = Positron emission tomography, MRI = Magnetic resonance imaging

Consultations

Among stage III/IV patients, DAP patients were more likely to have a consultation with a radiation oncologist and a medical oncologist. DAP patients were more likely to have a consultation with a general surgeon or general thoracic surgeon, regardless of stage.

Treatment

DAP patients were also more likely to receive treatment [Figure 1 and Appendix 3]: 67% versus 57% of stage I and 64% versus 42% of stage II patients received surgery; 66% versus 56% of stage III and 43% versus 30% of stage IV patients received radiation; and 58% versus 45% of stage III and 49% versus 34% of stage IV patients received systemic therapy. Overall, 1,329 (15%) of DAP patients and 4,130 (32%) of non-DAP patients had no evidence of surgery, radiation, or chemotherapy within 6 months of diagnosis.

Duration of intervals between investigations or consultations and diagnosis

For both DAP and non-DAP patients, the chest X-ray was typically the earliest imaging procedure, occurring a median of 18 (0, 68) days before diagnosis for DAP patients and a median of 39 (15, 74) days before diagnosis for non-DAP patients [Appendix 4]. The time from diagnosis until PET scan was 3 weeks for non-DAP patients (median: 22 (−5, 38) days) but 5 days for DAP patients (median: 5 [−8, 20]). Both DAP and non-DAP patients waited 3 weeks after diagnosis to receive a consultation with a medical oncologist or a radiation oncologist. DAP patients received a consultation with a general thoracic surgeon a median of 8 days before diagnosis, yet non-DAP patients received these consultations a median of 2 days after diagnosis. The median wait time for a general thoracic surgeon consultation between DAP and non-DAP patients was similar for stage I patients (12–14 days) but shorter for DAP patients among stage II patients (median: −1 day vs. +10 days).

Wait time – diagnostic interval

The time from first health-care encounter until diagnosis was a median 61 (13, 130) days (mean: 73 [SD: 62] days) for non-DAP patients and a median 64 (33, 123) days (mean: 78 [SD: 54] days) for DAP patients. After adjustment, DAP patients had a similar time until diagnosis as non-DAP patients (beta: −0.8 [−2.7, 1.1] days) [Table 2]. The diagnostic interval was longer for patients with more comorbidities (beta: 11.5 [9.3, 13.7] days longer for patients with Charlson score 1 vs. 0); shorter for patients with more advanced disease (beta: −16.8 [−19.5, −14.1] days for patients with stage III disease vs. stage I); 1 month shorter for patients who visited the emergency department within 1 week before diagnosis (beta: −28.5 [−31.1, −26.0] days); and 10 days longer for patients who were admitted at the time of diagnosis (beta: 9.8 [7.5, 12.1] days). Geographically, the maximum difference was <10 days between the regions with the longest and shortest diagnostic intervals.
Table 2

Factors associated with wait times

Time from first visit until diagnosis
Time from diagnosis until first treatment
Time from first visit until first treatment
β(95% CI)a, in daysPβ(95% CI)a, in daysPβ(95% CI)a, in daysP
OverallMean 77.4 (59.2)Median 66 (25–131)Mean 45.5 (34.7)Median 40 (21–63)Mean 125.3 (66.9)Median 118 (71–175)
DAP patient status
 Non-DAP patient0.0 (reference)0.420.0 (reference)<0.00010.0 (reference)<0.0001
 DAP patient−0.8 (−2.7–1.1)−8.5 (−9.7–−7.3)−10.4 (−12.8–−8.0)
 Age, years (×10)2.2 (1.4–3.0)<0.00012.2 (1.7–2.8)<0.00013.3 (2.2–4.4)<0.0001
Sex
 Male0.0 (reference)0.060.0 (reference)0.030.0 (reference)0.06
 Female1.6 (−0.1–3.3)1.2 (0.1–2.3)2.9 (0.7–5.1)
Charlson Comorbidity Index
 Missing−22.6 (−24.9–−20.2)3.6 (2.1–5.2)−18.2 (−21.3–−15.1)
 00.0 (reference)<0.00010.0 (reference)<0.00010.0 (reference)<0.0001
 111.5 (9.2–13.7)2.7 (1.2–4.2)14.5 (11.6–17.4)
 219.9 (16.7–23.1)3.0 (0.8–5.1)21.5 (17.2–25.8)
 3+34.3 (31.1–37.5)5.1 (2.9–7.3)38.8 (34.4–43.3)
Stage
 Stage I0.0 (reference)<0.00010.0 (reference)<0.00010.0 (reference)<0.0001
 Stage II−10.5 (−14.1–−7)1.6 (−0.5–3.7)−9.1 (−13.3–−4.9)
 Stage III−16.8 (−19.5–−14.1)−1.6 (−3.2–0.1)−19.2 (−22.4–−15.9)
 Stage IV−22.7 (−25–−20.4)−10.3 (−11.8–−8.9)−32.7 (−35.6–−29.8)
 Unknown−9.8 (−20.4–0.9)3.4 (−5.9–12.7)1.3 (−17.1–19.8)
Histology
 Small-cell lung cancer0.0 (reference)0.130 (reference)<0.00010.0 (reference)<0.0001
 Non-small-cell lung cancer1.9 (−0.6–4.5)20.5 (18.9–22.2)21.9 (18.6–25.2)
Urbanb
 Urban0.0 (reference)0.410.0 (reference)0.260.0 (reference)0.49
 Rural−1.1 (−3.8–1.6)−1.0 (−2.7–0.7)−2.0 (−5.5–1.4)
Incomeb
 Highest0.0 (reference)0.520.0 (reference)0.310.0 (reference)0.78
 Mid-high0.9 (−1.9–3.6)−1.5 (−3.3–0.3)0.7 (−2.9–4.2)
 Middle−1.0 (−3.8–1.8)−0.5 (−2.3–1.3)−0.7 (−4.3–2.9)
 Mid-low−0.6 (−3.3–2.2)−0.6 (−2.4–1.1)−0.9 (−4.5–2.6)
 Lowest−1.3 (−4.1–1.5)0.2 (−1.6–2.1)−0.7 (−4.3–2.9)
Immigrantb
 Least dense0.0 (reference)<0.00010.0 (reference)0.200.0 (reference)0.006
 Mid-dense5.3 (2.9–7.7)0.7 (−0.9–2.2)5.6 (2.5–8.7)
 Most dense6.8 (3.4–10.2)2.0 (−0.2–4.3)8.5 (4.0–12.9)
Local Health Integration Networkb
 Central0.0 (reference)0.00030.0 (reference)<0.00010.0 (reference)0.007
 Central East−6.9 (−10.8–−3.1)10.1 (7.6–12.6)2.9 (−2.1–8.0)
 Central West−1.6 (−6.7–3.6)−0.8 (−4.1–2.5)−2.7 (−9.4–3.9)
 Champlain−2.6 (−6.7–1.5)4.3 (1.6–6.9)1.8 (−3.5–7.1)
 Erie St. Clair−0.1 (−4.6–4.4)3.1 (0.1–6.0)3.1 (−2.7–9.0)
 Hamilton Niagara−0.6 (−4.5–3.4)3.4 (0.8–6.0)4.1 (−1.0–9.3)
 Mississauga Halton−3.2 (−7.9–1.6)−0.4 (−3.6–2.7)−0.8 (−7.0–5.4)
 North East−0.3 (−5.4–4.9)−5.0 (−8.3–−1.6)−5.2 (−11.8–1.5)
 North Simcoe Muskoka−2.3 (−7.4–2.7)1.0 (−2.3–4.3)−1.6 (−8.2–4.9)
 North West−2.0 (−9.0–4.9)1.2 (−3.3–5.7)−2.2 (−11.1–6.7)
 South East−3.5 (−8.5–1.4)3.9 (0.7–7.1)2.1 (−4.3–8.5)
 South West0.0 (−4.4–4.4)3.9 (1.0–6.8)5.4 (−0.4–11.1)
 Toronto Central0.2 (−4.1–4.6)0.1 (−2.7–3.0)2.1 (−3.7–7.8)
 Waterloo Wellington−8.3 (−13.2–−3.4)5.5 (2.2–8.8)−3.9 (−10.5–2.6)
 Distance to closest DAP (×50 km)b−0.3 (−1.4–0.9)0.622.0 (1.2–2.7)<0.00011.6 (0.1–3.0)0.05
Emergency visit within 7 days of diagnosis
 No0.0 (reference)<0.00010.0 (reference)<0.00010.0 (reference)<0.0001
 Yes−28.5 (−31.1–−26.0)19.4 (17.8–21.1)−12.1 (−15.4–−8.8)
Admission on diagnosis
 No0.0 (reference)<0.00010.0 (reference)<0.00010.0 (reference)<0.0001
 Yes9.8 (7.5–12.1)−30.4 (−31.9–−28.9)−18.6 (−21.5–−15.6)

aAdjusted for all variables in the table. Beta is the point estimate from a linear regression, corresponding to the change in the time until first treatment (in days) for every 1-unit increment in the predictor. For example, DAP patients had a 0.8-day shorter time from first visit until diagnosis and 8.5-day shorter time from diagnosis until first treatment, bSource or adapted from Statistics Canada Postal Code Conversion File and Postal Code Conversion File Plus (June 2017) which is based on data licensed from Canada Post Corporation. The patients’ postal code at diagnosis was used. DAP=Diagnostic assessment program, CI=Confidence interval

Factors associated with wait times aAdjusted for all variables in the table. Beta is the point estimate from a linear regression, corresponding to the change in the time until first treatment (in days) for every 1-unit increment in the predictor. For example, DAP patients had a 0.8-day shorter time from first visit until diagnosis and 8.5-day shorter time from diagnosis until first treatment, bSource or adapted from Statistics Canada Postal Code Conversion File and Postal Code Conversion File Plus (June 2017) which is based on data licensed from Canada Post Corporation. The patients’ postal code at diagnosis was used. DAP=Diagnostic assessment program, CI=Confidence interval

Wait time – pretreatment interval

The time from diagnosis until the start of treatment was similar between DAP (median: 41 (19, 69) days) and non-DAP patients (median: 39 (22, 58) days) [wait times by stage in [Appendix 5]. After adjustment, DAP patients had a significantly shorter pretreatment interval (beta: −8.5 [−9.7, −7.3] days) [Table 2]. The pretreatment interval was longer for patients with non-small-cell lung cancer (beta: 20.5 [18.9, 22.2] days) and for patients who had an emergency department visit within 1 week of diagnosis (beta: 19.4 [17.8, 21.1] days) but shorter for patients who were admitted at the time of diagnosis (beta: −30.4 [−31.9, −28.9] days).

Overall survival

In unadjusted analysis, DAP patients had significantly better overall survival than non-DAP patients (HR: 0.69 [0.66–0.71]). After adjustment for age, sex, rurality, neighborhood residence, comorbidity, stage, and histology, this effect was attenuated but still statistically significant (HR: 0.79 [0.76–0.82], P < 0.0001) [Table 3]. After additionally adjusting for emergency department visit within 7 days of diagnosis and hospital admission at the time of diagnosis, the prognostic effect of DAPs was further reduced (HR: 0.96 [0.92–1.00], P = 0.05).
Table 3

Factors associated with overall survival

Crude HR (95% CI)PAdjusted HR (95% CI)PAdjusted HR (95% CI)P
DAP patient status
 Non-DAP patient1.0 (reference)<0.00011.0 (reference)<0.00011.0 (reference)0.05
 DAP patient0.69 (0.66–0.71)0.79 (0.76–0.82)0.96 (0.92–1.00)
 Age, years (×10)1.18 (0.16–1.20)<0.00011.20 (1.18–1.22)<0.00011.20 (1.18–1.22)<0.0001
Sex
 Male1.0 (reference)<0.00011.0 (reference)<0.00011.0 (reference)<0.0001
 Female0.75 (0.73–0.77)0.92 (0.79–0.85)0.80 (0.77–0.83)
Charlson Comorbidity Index
 Missing1.07 (1.03–1.13)0.96 (0.91–1.01)0.97 (0.92–1.02)
 01.0 (reference)<0.00011.0 (reference)<0.00011.0 (reference)<0.0001
 11.09 (1.05–1.14)1.06 (1.01–1.11)1.05 (1.00–1.10)
 21.24 (1.17–1.32)1.21 (1.14–1.29)1.18 (1.11–1.26)
 3+1.39 (1.31–1.48)1.36 (1.28–1.46)1.28 (1.20–2.37)
Stage
 Stage I1.0 (reference)<0.00011.0 (reference)<0.00011.0 (reference)<0.0001
 Stage II2.24 (2.03–2.48)2.27 (2.05–2.51)2.26 (2.04–2.50)
 Stage III5.05 (4.69–5.44)5.07 (4.70–5.46)4.90 (4.54–5.28)
 Stage IV11.7 (11.0–12.6)11.9 (11.1–12.7)10.6 (9.83–11.3)
 Unknown5.23 (4.15–6.60)4.60 (3.65–5.81)4.42 (3.50–5.58)
Histology
 Small-cell lung cancer1.0 (reference)<0.00011.0 (reference)<0.00011.0 (reference)0.01
 Non-small-cell lung cancer0.54 (0.52–0.57)0.90 (0.86–0.95)0.94 (0.89–0.99)
Urbanb
 Urban1.0 (reference)0.571.0 (reference)0.271.0 (reference)0.61
 Rural1.01 (0.97–1.06)0.97 (0.92–1.02)0.99 (0.93–1.04)
Incomeb
 Highest1.0 (reference)<0.00011.0 (reference)<0.00011.0 (reference)<0.0001
 Mid-high1.03 (0.98–1.09)1.07 (1.02–1.14)1.06 (1.00–1.12)
 Middle1.08 (1.03–1.14)1.09 (1.03–1.16)1.07 (1.01–1.14)
 Mid-low1.12 (1.07–1.19)1.13 (1.06–1.20)1.13 (1.06–1.19)
 Lowest1.17 (1.11–1.23)1.21 (1.14–1.29)1.19 (1.12–1.26)
Immigrantb
 Least dense1.0 (reference)0.00091.0 (reference)<0.00011.0 (reference)<0.0001
 Mid-dense0.95 (0.91–0.99)0.94 (0.89–0.99)0.94 (0.89–0.98)
 Most dense0.92 (0.87–0.97)0.85 (0.79–0.91)0.85 (0.79–0.91)
Local Health Integration Networkb
 Central1.0 (reference)<0.00011.0 (reference)<0.00011.0 (reference)0.0001
 Central East1.08 (1.00–1.16)1.09 (1.00–1.18)1.13 (1.04–1.23)
 Central West1.02 (0.92–1.13)1.05 (0.94–1.17)1.05 (0.94–1.18)
 Champlain1.07 (1.00–1.16)1.25 (1.15–1.37)1.21 (1.11–1.32)
 Erie St. Clair1.30 (1.20–1.42)1.09 (0.99–1.20)1.12 (1.02–1.23)
 Hamilton Niagara1.18 (1.10–1.26)1.15 (1.06–1.25)1.18 (1.08–1.28)
 Mississauga Halton1.12 (1.03–1.23)1.23 (1.12–1.36)1.27 (1.15–1.41)
 North East1.28 (1.18–1.38)1.18 (1.06–1.30)1.21 (1.08–1.35)
 North Simcoe Muskoka1.11 (1.01–1.21)1.20 (1.07–1.33)1.16 (1.04–1.30)
 North West1.08 (0.94–1.22)1.10 (0.95–1.27)1.11 (0.96–1.29)
 South East1.27 (1.17–1.39)1.17 (1.05–1.30)1.21 (1.09–1.34)
 South West1.25 (1.15–1.35)1.13 (1.03–1.25)1.15 (1.04–1.26)
 Toronto Central1.05 (0.97–1.14)1.13 (1.02–1.24)1.12 (1.01–1.23)
 Waterloo Wellington1.29 (1.18–1.42)1.23 (1.11–1.36)1.26 (1.14–1.40)
Distance to closest DAP (×50 km)b1.01 (1.00–1.03)0.121.00 (0.98–1.02)0.92
Emergency department visit within 7 days of diagnosis
 No1.0 (reference)<0.00011.0 (reference)<0.0001
 Yes2.92 (2.82–3.02)1.54 (1.46–1.62)
Admission on diagnosis
 No1.0 (reference)<0.00011.0 (reference)<0.0001
 Yes1.79 (1.74–1.85)1.26 (1.19–1.32)
Wait times: Diagnostic interval
Time from first visit until diagnosis
 0 days (on the diagnosis date)1.92 (1.81–2.03)<0.00010.96 (0.90–1.03)<0.0001
 1–7 days2.09 (1.97–2.23)0.93 (0.87–1.00)
 8–14 days1.87 (1.74–2.01)1.16 (1.07–1.25)
 15–21 days1.56 (1.45–1.69)1.16 (1.07–1.26)
 22–28 days1.39 (1.29–1.50)1.12 (1.03–1.22)
 29–35 days1.26 (1.17–1.36)1.05 (0.96–1.14)
 36–63 days1.09 (1.04–1.14)1.05 (1.00–1.11)
 >63 days1.0 (reference)1.0 (reference)
 Time from first visit until diagnosis (per 30 days)0.90 (0.89–0.91)<0.00010.99 (0.98–1.00)0.18
Wait times: Pretreatment interval
0 days (on the diagnosis date)0.60 (0.54–0.66)<0.00011.14 (1.01–1.28)<0.0001
1–7 days3.52 (3.17–3.90)2.95 (2.62–3.31)
8–14 days3.10 (2.86–3.37)2.31 (2.10–2.54)
15–21 days2.41 (2.24–2.60)1.95 (1.79–2.13)
22–28 days2.05 (1.91–2.21)1.81 (1.66–1.97)
29–35 days1.70 (1.58–1.83)1.65 (1.51–1.79)
36–63 days1.27 (1.21–1.35)1.28 (1.20–1.37)
>63 days1.0 (reference)1.0 (reference)
Time from diagnosis until first treatment (/30 days)0.87 (0.85–0.88)<0.00010.81 (0.79–0.83)<0.0001

aAdjusted for DAP, age, sex, comorbidity score, stage, histology, urban, income quintile, immigrant density, and LHIN of residence. bAdjusted for DAP, age, sex, comorbidity score, stage, histology, urban, income quintile, immigrant density, LHIN of residence, distance to closest DAP, emergency department visit within 7 days of diagnosis, and admission on diagnosis . bSource: (or adapted from) Statistics Canada Postal Code Conversion File and Postal Code Conversion File Plus (June 2017) which is based on data licensed from Canada Post Corporation. Patients’ postal codes of residence at diagnosis were used. HR=Hazard ratio, CI=Confidence interval, DAP=Diagnostic assessment program, LHIN=Local Health Integration Network

Factors associated with overall survival aAdjusted for DAP, age, sex, comorbidity score, stage, histology, urban, income quintile, immigrant density, and LHIN of residence. bAdjusted for DAP, age, sex, comorbidity score, stage, histology, urban, income quintile, immigrant density, LHIN of residence, distance to closest DAP, emergency department visit within 7 days of diagnosis, and admission on diagnosis . bSource: (or adapted from) Statistics Canada Postal Code Conversion File and Postal Code Conversion File Plus (June 2017) which is based on data licensed from Canada Post Corporation. Patients’ postal codes of residence at diagnosis were used. HR=Hazard ratio, CI=Confidence interval, DAP=Diagnostic assessment program, LHIN=Local Health Integration Network We explored the relationship between wait times and overall survival [Table 3, bottom]. In the unadjusted analysis, a longer time until diagnosis was associated with better overall survival, exhibiting a linear trend (P < 0.0001) that was lost after adjustment (P = 0.18). A longer pretreatment interval was also associated with better overall survival, except for patients receiving treatment on the day of diagnosis [Figure 2]. This relationship persisted after adjustment (P < 0.0001). A similar trend was observed across stages [Appendix 6], but patients who received treatment on the diagnosis date had qualitatively different survival patterns according to stage. Treatment on the diagnosis date was associated with better overall survival for stage I patients (HR: 0.35 [0.24–0.50]) but worse survival for stage IV patients (HR: 2.29 [1.94–2.69]) [Appendix 6].
Figure 2

Kaplan–Meier plot for overall survival stratified by the time from diagnosis until treatment. Log-rank P < 0.0001

Kaplan–Meier plot for overall survival stratified by the time from diagnosis until treatment. Log-rank P < 0.0001

Discussion

Our study demonstrates that DAP patients receive more treatment and have better overall survival than non-DAP patients, despite comparable wait times for diagnosis. This is consistent with data published by the International Cancer Benchmarking Partnership showing that among Canadian provinces, Ontario had the highest survival rates but the longest wait-times.[17] Taken together, these results imply that organized diagnostic assessment and treatment for lung cancer offers benefits that are clinically important beyond shorter wait times. Furthermore, we have previously reported that patient navigation associated with DAPs successfully mitigates the negative effects of longer wait times on patient experience.[16] Compared with non-DAP patients, DAP patients were more likely to receive diagnostic tests and consultations with specialists. By providing more streamlined access to specialist assessment, DAP patients had increased opportunity for treatment. DAP patients had a shorter pre-treatment interval, but there was no evidence that the reduced interval improved survival. Although overall survival for DAP patients was better than non-DAP patients, the mechanism is unknown. We found that the prognosis for DAP patients was better than for non-DAP patients after adjusting for most clinical and demographic characteristics. However, this effect was largely explained by patients who presented to emergency or required hospital admission. One explanation is that urgent presentation is usually a reflection of symptoms which in turn are often related to advanced disease and thus is a strong confounder for the effect of DAPs on survival. Another explanation is that DAPs reduce the likelihood of such urgent cases from arising through early referrals and fast-tracking, thereby serving as a mediator. Since patients diagnosed emergently comprise almost half of all lung cancers, these patients should be further characterized in future work.[151718] In international comparisons including nine jurisdictions, wait times for lung cancer diagnosis in Ontario were longer than Wales, Denmark Sweden, England, and Scotland.[17] To improve the efficiency of lung cancer diagnosis and treatment, many cancer programs in Canada implemented programmatic changes that focused on reducing the duration of the diagnostic interval. The “Time to Treat” program launched at a single hospital in Toronto in 2005 used a clinical pathway that included checklists, patient navigators, and dedicated booking times for CT scanning or bronchoscopy.[9] Program implementation was associated with a reduction in the median time from suspicious chest radiograph until diagnosis from 128 to 20 days, but referral patterns were markedly different pre- and postimplementation, making comparisons difficult.[9] One program in Newfoundland, Canada, hired additional CT technologists and extended CT operating hours, which reduced the time from initial imaging to confirmatory CT from 19 days to 7.5 days and first abnormal image until biopsy from 81 days until 48 days.[1] We observed a similar reduction from the time of the first chest X-ray until the first chest CT scan (12 days for non-DAP patients and 7 days for DAP patients), but an earlier chest CT did not reduce the diagnostic interval in Ontario. In many lung DAPs, patients' diagnostic and staging evaluations are directed by the same thoracic surgeon who ultimately assumes responsibility for treating that patient. This eliminates the need for surgical referral following diagnosis, which may explain the shorter pretreatment interval for DAP patients who had general thoracic surgeon consultations sooner than non-DAP patients. DAPs may also enable better access to health-care services for patients who do not have a general practitioner.[15] In addition to wait times, the effectiveness of a DAP can be explored by assessing the alignment of care with various guidelines. First, the timely use of PET among DAP patients (median: 5 days after diagnosis) is consistent with evidence, suggesting that PET should be performed quickly following biopsy.[19] DAPs likely accomplished this by requesting PET scanning earlier in the process of determining disease extent than non-DAPs, potentially even before a biopsy was performed. Second, the shorter time until treatment observed among DAP patients may partly be explained by fewer repeated CTs, suggesting better access to original images and better coordination of care as more tests are performed in the same place and within the same medical record system.[20] The earlier use of chest CT in DAPs (25 versus 3 days before diagnosis) could reduce the use of less sensitive diagnostic imaging (e.g., repeat chest X-ray or sputum cytology) that has been linked to duplicate testing and delay.[21] However, repeated CTs were still frequently observed. Third, although DAP patients were less likely to receive an abdominal CT scan, more than half of all patients received this scan. Abdominal CTs are not broadly recommended for lung cancer patients because chest CTs include the liver and PET scans are more accurate for the diagnosis of intra-abdominal metastases.[2223] Fourth, the use of brain imaging was higher among DAP patients, but utilization was high even among stage I–II patients. This finding is consistent with prior reports, where the perceived risk of brain metastasis and subsequent impact to patient management is felt to be high enough to justify imaging despite guidelines.[24252627] Despite longer wait times for lung cancer diagnosis in Ontario, 1- and 5-year survival rates were higher in international comparisons.[1728] There is little evidence that shorter diagnostic or pretreatment intervals improve survival.[7] Wait times for lung cancer diagnosis and treatment in Ontario are similar to those reported elsewhere in Canada and internationally, but 1 and 5 year survival rates were higher in Ontario.[1928] Confounding of the relationship between wait times and survival may persist even after adjustment for the best-known and available prognostic factors (e.g., stage, comorbidity, histology, and age), as demonstrated by the often inverse relationship between survival and wait times (e.g., due to appropriate triaging).[29] Thus, quality improvement initiatives should strive to improve outcomes such as efficiency, quality of life, concordance with evidence-based care, patient experience, and value-for-money rather than the more readily measured wait times. Although this is a large population-based study, there are some limitations. First, delayed referral to a DAP may result in misclassification of DAP status, as some patients may have had some of their diagnostic assessment performed in usual care. This will underestimate the effect of DAPs. Second, administrative data do not include indications for tests, so we cannot speak to the appropriateness of duplicate imaging (e.g., for progression of symptoms). Third, we did not estimate the effect of DAPs on patients who are ultimately determined to be cancer free. We anticipate that they would have had a similar experience in the diagnostic interval to those with a cancer diagnosis. Fourth, implementation of evidence-based pathways in DAPs may have also influenced care pathways outside of DAPs. This blending of exposure may result in an underestimation of the true effect of DAPs. Finally, we did not examine the impact of DAPs on patient experience and quality of life, but prior studies have reported better patient experience associated with DAPs.

Conclusion

Lung cancer patients diagnosed through a DAP were more likely to receive testing and consultation with specialists during the diagnostic and pretreatment intervals and subsequently, to receive treatment. Although DAPs reduced the time from diagnosis until treatment, this duration still exceeds recommended targets and the frequency of duplicate imaging was higher than expected. To optimize health care utilization and outcomes, further work is required to assess apparent inefficiencies such as repeated chest CT scans, abdominal CT scans despite PET-CT, and brain imaging for stage I patients.

Financial support and sponsorship

Nil.

Conflicts of interest

There are no conflicts of interest.

Chemotherapy (CIHI - DAD/NACRS)

ZZ.35.$A-#Pharmacotherapy, total body
$=CAApproach=“per orifice (oral) approach”
$=HAApproach=“percutaneous approach (intramuscular, intravenous, subcutaneous, intradermal)
$=YAApproach=“route not elsewhere classified (e.g., transdermal, etc.)”
#=M0Using antineoplastic agent, NOS
#=M1Using alkylating agent
#=M2Using antimetabolite
#=M3Using plant alkaloid and other natural product
#=M4Using cytotoxic antibiotic and related substance
#=M5Using other antineoplastic
#=M6Using endocrine therapy
#=M7Using immunostimulant
#=M8Using immunosuppressive agent
#=M9Using combination (multiple) antineoplastic agents
Surgery/excision (CIHI)
1GR89Excision total, lobe of lung
1GR87Excision partial, lobe of lung
1GT87Excision partial, lung NEC
1GT89Excision total, lung NEC
1GR91Excision radical, lobe of lung
1GT91Excision radical, lung NEC
1GM87Excision partial, bronchus NEC
Surgery (OHIP)
M143Lungs & pleura-exc.-lobectomy-complete
M145Lungs & pleura-exc.-lobectomy-wedge resection
M144Lungs & pleura-exc.-lobectomy-segmental resection
M135Lungs & pleura-inc-major decorticatn of lung for empye/tumor
M142Lungs & pleura-exc.-pneumonectomy-complete
M137Lungs & pleura-thoracotomy-with or without biopsy.
Radiofrequency ablation (RFA)
1GM59Destruction, bronchus NEC
1GT59Destruction, lung NEC
1GV59Destruction, pleura
J069Radiofrequency ablation
Transarterial chemoembolization (TACE)
J021Diag. rad. Clinic proc.– thoracic/abdom. angio. nonselective
J022Diag. rad. Clinic proc.– thoracic/abdom. angio. selective
J040Diag. radiol.-clinic proc.-embolization – first vessel
J047Diag. radiol.-clinic proc.-embolization – each additional vessel catheterized and occluded per vessel
R776Cannulation for infusion chemotherapy – hepatic artery
X181Abdominal, thoracic, cervical or cranial angiogram by catheterization - Using film changer, cine, or multiformat camera - Non-selective
X182Abdominal, thoracic, cervical or cranial angiogram by catheterization - Using film changer, cine, or multiformat camera - Selective
Z597Intracavitary/intratumoral injection
Surgery/excision (quality-based procedures)*
1GJ87LAExcision partial, trachea open approach (e.g., transcervical, collar incision) with simple apposition (anastomosis)
1GJ87LANRExcision partial, trachea open approach with stent implant with simple apposition (anastomosis)
1GJ87LANRAExcision partial, trachea open approach with stent implant using autograft
1GJ87LANREExcision partial, trachea open approach and stent implant using local flap (e.g., omental wrap, pericardial patch)
1GJ87LAXXAExcision partial, trachea open approach (e.g., transcervical, collar incision) using autograft
1GJ87LAXXEExcision partial, trachea open approach (e.g., transcervical, collar incision) using local flap (e.g., omental wrap, pericardial patch)
1GJ87QBExcision partial, trachea open thoracic approach (e.g., mediastinal, posterolateral thoracotomy) with simple apposition (anastomosis)
1GJ87QBNRExcision partial, trachea open thoracic approach with stent implant with simple apposition (anastomosis)
1GJ87QBNRAExcision partial, trachea open thoracic approach with stent implant using autograft
1GJ87QBNREExcision partial, trachea open thoracic approach with stent implant using local flap (e.g., omental wrap, pericardial patch)
1GJ87QBXXAExcision partial, trachea open thoracic approach (e.g., mediastinal, posterolateral thoracotomy) using autograft
1GJ87QBXXEExcision partial, trachea open thoracic approach (e.g., mediastinal, posterolateral thoracotomy) using local flap (e.g., omental wrap, pericardial patch)
1GM87DAExcision partial, bronchus NEC using endoscopic (percutaneous) approach
1GM87LAExcision partial, bronchus NEC using open approach
1GR87DAExcision partial, lobe of lung using endoscopic approach (VATS)
1GR87NWExcision partial, lobe of lung using intrapericardial (transpericardial) approach
1GR87QBExcision partial, lobe of lung using open thoracic approach
1GT87DAExcision partial, lung NEC using endoscopic approach (VATS)
1GT87NWExcision partial, lung NEC using intrapericardial (transpericardial) approach
1GT87QBExcision partial, lung NEC using open thoracic approach
1GV87DAExcision partial, pleura using endoscopic approach (VATS)
1GV87LAExcision partial, pleura using open approach
1ME87DAExcision partial, lymph node (s), mediastinal using endoscopic approach
1ME87LAExcision partial, lymph node (s), mediastinal using open approach
1MF87DAExcision partial, lymph node (s), intrathoracic NEC using endoscopic approach
1MF87LAExcision partial, lymph node (s), intrathoracic NEC using open approach
1MN87DAExcision partial, lymphatic vessels of thoracic region no tissue used endoscopic approach
1GN92LAExcision radical with reconstruction, carina using open approach
1GR91NWExcision radical, lobe of lung open intrapericardial (transpericardial) approach with simple closure
1GR91NWXXAExcision radical, lobe of lung open intrapericardial (transpericardial) approach using autograft (pericardium)
1GR91NWXXFExcision radical, lobe of lung open intrapericardial (transpericardial) approach using free flap
1GR91NWXXGExcision radical, lobe of lung open intrapericardial (transpericardial) approach using distant pedicled flap
1GR91NWXXLExcision radical, lobe of lung open intrapericardial (transpericardial) approach using xenograft
1GR91NWXXNExcision radical, lobe of lung open intrapericardial (transpericardial) approach using synthetic material
1GR91NWXXQExcision radical, lobe of lung open intrapericardial (transpericardial) approach using combined sources of tissue
1GR91QBExcision radical, lobe of lung open thoracic approach with simple closure
1GR91QBXXAExcision radical, lobe of lung open thoracic approach using autograft (pericardium)
1GR91QBXXFExcision radical, lobe of lung open thoracic approach using free flap
1GR91QBXXGExcision radical, lobe of lung open thoracic approach using distant pedicled flap
1GR91QBXXNExcision radical, lobe of lung open thoracic approach using synthetic material
1GR91QBXXQExcision radical, lobe of lung open thoracic approach using combined sources of tissue
1GT91NWExcision radical, lung NEC using simple closure open intrapericardial (transpericardial) approach
1GT91NWXXFExcision radical, lung NEC using free flap open intrapericardial (transpericardial) approach
1GT91NWXXGExcision radical, lung NEC using distant pedicled flap open intrapericardial (transpericardial) approach
1GT91NWXXNExcision radical, lung NEC using synthetic material open intrapericardial (transpericardial) approach
1GT91NWXXQExcision radical, lung NEC using combined sources of tissue open intrapericardial (transpericardial) approach
1GT91QBExcision radical, lung NEC with simple closure open thoracic approach
1GT91QBXXFExcision radical, lung NEC using free flap open thoracic approach
1GT91QBXXGExcision radical, lung NEC using distant pedicled flap open thoracic approach
1GT91QBXXNExcision radical, lung NEC using synthetic material open thoracic approach
1GT91QBXXQExcision radical, lung NEC using combined sources of tissue open thoracic approach
1GR89DAExcision total, lobe of lung using endoscopic approach (VATS)
1GR89NWExcision total, lobe of lung using intrapericardial (transpericardial) approach
1GR89QBExcision total, lobe of lung using open thoracic approach
1GT89DAExcision total, lung NEC using endoscopic approach (VATS)
1GT89NWExcision total, lung NEC using intrapericardial (trans pericardial) approach
1GT89QBExcision total, lung NEC using open thoracic approach
1GV89DAExcision total, pleura using endoscopic approach (VATS)
1GV89LAExcision total, pleura using open approach
1ME89DAExcision total, lymph node (s), mediastinal using endoscopic approach
1ME89LAExcision total, lymph node (s), mediastinal using open approach
PET scan
J700PET, single pulmonary nodule
J706PET, non-small-cell lung cancer
J709PET, limited disease small-cell lung cancer
J710PET, esophageal carcinoma
J711PET, metastatic squamous cell carcinoma, evaluation of neck nodes
OtherPET database (insured, access, or registry)
Brain/head MRI
3AN40MRI, brain
3ER40MRI, head
X421MRI, head (multi-slice sequence)
X425MRI, head (multi-slice sequence), repeat
Brain/head CT
3AN20CT, brain
3ER20CT, head
X400CT, head without IV contrast
X401CT, head with IV contrast
X188CT, head with and without IV contrast
X402CT, complex head without IV contrast
X405CT, complex head with IV contrast
X408CT, complex head with and without IV contrast
Mediastinoscopy
Z329Chest wall and mediastinum-endoscopy-mediastinoscopy
Z328Chest wall and mediastinum-endoscopy-with mediastinoscopy
Chest CT
X406CT, thorax – without IV contrast
X407CT, thorax – with IV contrast
X125CT, thorax – with and without IV contrast
3GY20**CT, thoracic cavity
Abdominal CT
X409CT, abdomen – without IV contrast
X410CT, abdomen – with IV contrast
X126CT, abdomen – with and without IV contrast
3OT20**CT, abdominal cavity
Fluoroscopy
X195Fluoroscopy, chest
X197Fluoroscopy, abdomen
X189Fluoroscopic control of clinical procedures done by another physician
3GT12Fluoroscopy, lung
Chest X-ray
X090Diagnostic radiology – chest – single view
X091Diagnostic radiology – chest – two views
X092Diagnostic radiology – chest – three or more views
3GY10**X-ray, thoracic cavity
Consultations
A645, A935, A646, A643, A644, C645, C935, C646, C643, C644General thoracic surgery***
A345, A765, A745, A346, A343, A340, A341, A348, C345, C765, C745, C346, C343, C344, C341Radiation oncology
A335, A365, A330, A332, A331, A338, C335, C365, C330, C332Diagnostic radiology (e.g., second opinions; not typically patient consultations)
A035, A935, A036, A033, A034, C035, C935, C036, C033, C034, W035, W036General surgery***
A445, A845, A446, A443, A444, A441, A448, C445, C845, C446, C443, C444, C441, W445, W765, W845, W446Medical oncology
A465, A575, A476, A473, A474, A471, A478, C475, C575, C476, C473, C474, C471Respirology***
Internal medicine***
A005, A911, A912, A945, A905, A006, A003, A004, A888, A091, A900, A933, A100, A937, A967, C005, C911, C912, C945, C905, C006, C003, C004, C933, H065, H105, H102, H103, H101, H104, H132, H133, H131, H134, H152, H153, H151, H154, H122, H123, H121, H124, W105, W911, W912, W106General practitioner
Bronchoscopy
Z327Flexible or rigid, with or without bronchial biopsy, suction or injection of contrast material
E632Bronchoscopy – with removal of foreign body, to Z327
E633Bronchoscopy – with dilatation of stricture, to Z327
E634Bronchoscopy – with selective endobronchial blocker or catheter insertion, to Z327
E635Bronchoscopy – with palliative endobronchial tumor resection including laser or cryotherapy, to Z327
E636Bronchoscopy – with broncho-alveolar lavage for diagnosis of malignancy or diagnosis and/or treatment of infection and includes obtaining specimens suitable for differential cellular analysis, to Z327
E637Bronchoscopy – with selective brushings of all 18 segmental bronchi for occult carcinoma in situ; specimens labeled as to site, to Z327
E638Bronchoscopy – with transbronchial lung biopsy under image intensification only, to Z327
E622Bronchoscopy – any bronchoscopic procedure for patients under 3 years of age, to Z327
E677Bronchoscopy – transbronchial needle aspiration (TBNA) of mediastinal and/or hilar lymph nodes, to Z327
E678Bronchoscopy – transbronchial needle aspiration (TBNA) of lung mass, to Z327
E838Bronchoscopy in a high-risk patient with respiratory failure (i.e., severe hypoxemia or hypercapnia), to Z327
E846Bronchoscopy – rigid bronchoscopy rendered immediately after flexible bronchoscopy, to Z327
Z360Emergency rigid bronchoscopy for obstructed airway
Z330Endoscopy – with bronchoscopy
Z333Endoscopy – with transbronchial biopsy under image intensification (including bronchoscopy)
Z348Endoscopy – with bronchoscopy and mediastinotomy
Z359Repeat bronchoscopy for tracheobronchial toilet when performed within one week of another bronchoscopic procedure
Z342Limited bronchoscopy with placement of endobronchial blocker and/or double-lumen tube
Z359Repeat bronchoscopy for tracheobronchial toilet when performed within one week of another bronchoscopic procedure
G050Endobronchial ultrasound (EBUS), for guided biopsy of hilar and/or mediastinal lymph nodes
E837Additional biopsy (s) performed by EBUS, to a maximum of 3, to G050
Z334Total unilateral lung lavage with or without bronchoscopy using double-lumen tube and single lung anesthesia
Z335Thoracoscopy (pleuroscopy) with or without pleural biopsy, suction, etc.
Z355Quadroscopy or panendoscopy – with or without biopsy (nasopharyngoscopy, laryngoscopy, bronchoscopy, esophagoscopy with or without gastro-duodenoscopy) using separate instruments in search of malignant disease
Biopsy
Z340Incision – biopsy of lung, needle
Z336Incision – biopsy of pleura, needle – including diagnostic aspiration
J149Ultrasonic guidance of biopsy, aspiration, amniocentesis or drainage procedures (one physician only)
G050EBUS, for guided biopsy of hilar and/or mediastinal lymph nodes
E837Additional biopsy (s) performed by EBUS, to a maximum of 3, to G050
E638Bronchoscopy – with transbronchial lung biopsy under image intensification only, to Z327
Z405Biopsy, anterior cervical lymph node (s), unilateral
M138Hilar lymph node or lung biopsy with full thoracotomy
Z338Excision – biopsy of pleura or lung – with limited thoracotomy
Z353Incision – incisional biopsy of chest wall for tumor
Z354Incision – excisional biopsy of rib for tumor
Z355Quadroscopy or panendoscopy – with or without biopsy (nasopharyngoscopy, laryngoscopy, bronchoscopy, esophagoscopy with or without gastro-duodenoscopy) using separate instruments in search of malignant disease
L705Lab. Med. – anatomic pathology – cytology and histology – aspiration biopsy (e.g., lung, breast, thyroid, prostate)
L805Lab. Med. – anatomic pathology – cytopathology – aspiration biopsy (e.g., lung, breast, thyroid, prostate)
Z578Biopsy – multiple para-aortic lymph nodes
Z333Endoscopy – with transbronchial biopsy under image intensification (including bronchoscopy)
Z328Endoscopy – with mediastinotomy
2GM71Biopsy, bronchus
2ME71Biopsy, mediastinal lymph nodes
2GT71Biopsy, lung
2MF71Biopsy, intrathoracic lymph nodes
2GV71Biopsy, pleura
2GW71Biopsy, mediastinum
2SZ71Biopsy, soft tissue of the chest and abdomen
2OT71Biopsy, abdominal cavity
2MD71Biopsy, axillary lymph nodes
2SL71Biopsy, ribs
2MG71Biopsy, intra-abdominal lymph nodes

*With the following ICD-10 diagnostic codes: D038, D039, D048, D049, D097, D099, D197, D199, D367, D369, D487, D489, D022, D023, D024, D143, D144, D150, D152, D157, D159, D190, D380, D381, D382, D383, D384, D385, D386, D001, D130, D142, D167, **For counts of procedures, these codes were omitted (may be double-counted since the date of service may not be identical in CIHI as it is in OHIP), ***For surgical oncology, these codes were restricted to health service provider specialty codes 03 (general surgery), 09 (cardiovascular and thoracic surgery), 47 (respiratory diseases), and 64 (thoracic surgery). For internal medicine, these codes were restricted to health service provider specialty code 13 (internal medicine). RFA=Radiofrequency ablation, TACE=Transarterial chemoembolization, EBUS=Endobronchial ultrasound, CT=Computed tomography, MRI=Magnetic resonance imaging

AlgorithmTime frame for codesn (%)Median (IQR)
OHIPAny time5258 (23%)43 (0, 71)
OHIP (without M137)Any time5182 (23%)43 (0, 71)
CIHI surgical codesAny time5059 (23%)43 (0, 71)
QBPAny time5159 (23%)42 (0, 70)
OHIPAfter diagnosis3997 (18%)56 (37, 84)
CIHIAfter diagnosis3755 (17%)57 (39, 84)
Either OHIP or CIHIAny time5307 (24%)43 (0, 71)
First CIHI, then OHIP (identical results if order reversed)Any time5337 (24%)43 (0, 71)
Either OHIP or CIHI, including TACE or RFAAny time5958 (27%)42 (0, 70)

Using OHIP alone, 23% of patients were identified who had surgery (as defined in Appendix 1) a median of 43 (0, 71) days after diagnosis. Sensitivity analysis to omit code M137 (Lungs & pleura thoracotomy with or without biopsy) did not change this estimate (algorithm 2 vs. 1). Using the 5-digit CIHI surgical codes yielded very similar estimates as OHIP (algorithm 3 vs. 1). Similarly, using the Quality-Based Procedure methodology produced similar estimates (algorithm 4 vs. 3). Given the extent of agreement between OHIP and CIHI, we used the Quality-Based Procedure methodology as our gold standard because the codes are highly specific and have been vetted by clinical experts. It remains unclear whether the patients identified as having received surgery only from a single source are in fact surgical patients

All patients (n=22,049)Non-DAP (n=12,913), n (%)DAP (n=9136), n (%)
Various diagnostic tests
 Chest CT 112,499 (97)9076 (99)
 Chest CT 2b6789 (53)4240 (46)
 Chest CT 3b2355 (18)1134 (12)
 Abdominal CT8798 (68)4982 (55)
 Fluoroscopy1972 (15)1320 (14)
 Chest X-ray 112,250 (95)8913 (98)
 Chest X-ray 2b10,006 (77)7387 (81)
 Chest X-ray 3b7224 (56)4932 (54)
 Bronchoscopy4746 (37)4408 (48)
 PET scan4696 (36)6372 (70)
 Endobronchial ultrasound1146 (9)1645 (18)
 Mediastinoscopy674 (5)534 (6)
 Biopsy10,317 (80)8342 (91)
Consultations and visits
 General practitioner consultation 19912 (77)6191 (68)
 General practitioner consultation 2b6893 (53)3694 (40)
 General practitioner consultation 3b4330 (34)2151 (24)
 Respirology consultation4224 (33)2904 (32)
 Cardiology consultation4607 (36)4150 (45)
 Internal medicine consultation7600 (59)3881 (42)
 Diagnostic radiology consultation1087 (8)1576 (17)
 General surgeon consultation4768 (37)4369 (48)
 General thoracic surgeon consultation5263 (41)6613 (72)
 Medical oncology consultation9691 (75)6169 (68)
 Radiation oncology consultation6936 (54)5502 (60)
Number of health-care encounters
Any visitc
 Median (IQR), 90th percentile26 (19, 36), 4923 (18, 31), 40
 Mean (SD)30 (17)26 (13)
Relevant visitsc
 Median (IQR), 90th percentile8 (5, 10), 138 (6, 10), 12
 Mean (SD)8 (4)8 (3)
Stage IV (n=8782)Non-DAP (n=5953), n (%)DAP (n=2829), n (%)
Medical oncology consultation2783 (47)1430 (51)
Radiation oncology consultation3551 (60)2095 (74)
General surgeon consultation1658 (28)1078 (38)
General thoracic surgeon consultation1443 (24)1672 (59)
PET scan709 (12)1223 (43)
Brain/head MRI1882 (32)1403 (50)
Brain CT3925 (66)1430 (51)
Brain MRI or CT4582 (77)2422 (86)
Biopsy4549 (76)2505 (89)
Surgery94 (2)76 (3)
Chemotherapy2033 (34)1400 (49)
Radiation (chest)1797 (30)1221 (43)
Stage III (n=3150)Non-DAP (n=1573), n (%)DAP (n=1577), n (%)
Medical oncology consultation699 (44)836 (53)
Radiation oncology consultation1011 (64)1188 (75)
General surgeon consultation602 (38)745 (47)
General thoracic surgeon consultation767 (49)1124 (71)
PET828 (53)1219 (77)
Brain MRI548 (35)790 (50)
Brain CT917 (58)798 (51)
Brain MRI or CT1260 (80)1408 (89)
Biopsy1398 (89)1508 (96)
Surgery199 (13)242 (15)
Chemotherapy708 (45)909 (58)
Radiation (chest)883 (56)1042 (66)
Stage II (n=1244)Non-DAP (n=612), n (%)DAP (n=632), n (%)
Medical oncology consultation149 (24)138 (22)
Radiation oncology consultation238 (39)244 (39)
General surgeon consultation300 (49)335 (53)
General thoracic surgeon consultation417 (68)533 (84)
PET scan426 (70)560 (89)
Brain MRI243 (40)308 (49)
Brain CT291 (48)296 (47)
Brain MRI or CT471 (77)554 (88)
Biopsy548 (90)588 (93)
Surgery319 (42)407 (64)
Chemotherapy209 (34)275 (44)
Radiation (chest)189 (31)203 (32)
Stage I (n=3768)Non-DAP (n=1925), n (%)DAP (n=1843), n (%)
Medical oncology consultation267 (14)168 (9)
Radiation oncology consultation664 (34)589 (32)
General surgeon consultation1000 (51)1073 (58)
General thoracic surgeon consultation1318 (68)1545 (84)
PET scan1432 (74)1614 (88)
Brain MRI586 (30)749 (41)
Brain CT769 (40)655 (36)
Brain MRI or CT1234 (64)1270 (69)
Biopsy1586 (82)1679 (91)
Surgery1105 (57)1238 (67)
Chemotherapy178 (9)174 (9)
Radiation (chest)532 (28)516 (28)
Repeated testsa, d
Chest CT (OHIP only)
 0937 (3)58 (1)
 14826 (37)4080 (44)
 24736 (37)3399 (37)
 32131 (17)1201 (13)
 4607 (5)313 (3)
 5+222 (2)85 (1)
Chest X-ray (OHIP only)
 0687 (5)224 (2)
 12302 (18)1557 (17)
 22859 (22)2511 (27)
 32305 (18)2078 (23)
 41554 (12)1175 (13)
 5954 (7)611 (7)
 6583 (5)353 (4)
 7+1669 (13)627 (5)
PET
 0938 (73)4253 (47)
 13512 (27)4859 (53)
 213 (<1)24 (<1)
Biopsy (OHIP only)
 05047 (39)2542 (28)
 16234 (48)5338 (58)
 21357 (11)1086 (12)
 3+275 (2)170 (2)

aReceipt of diagnostic tests or consultations from 6 months before diagnosis until either the date of first treatment or 2 months after diagnosis (if no treatment), bAlso adjusted for having received 1–2 prior exams, cAny visit corresponded to any unique billing date from the OHIP database. No restriction was applied to the specific billing codes used. In contrast, relevant visits only included chest CT, abdominal CT, chest X-ray, biopsy, bronchoscopy, fluoroscopy, or consultation with a medical oncologist, surgeon, radiation oncologist, or internal medicine specialist, dTo count repeated tests, only billing codes from the OHIP were considered. If a procedure date differed between OHIP and other databases, there would be a risk of counting the encounter twice. Thus, the number of tests will be lower than reported earlier in the table. CT=Computed tomography, PET=Positron emission tomography, MRI=Magnetic resonance imaging, OHIP=Ontario Health Insurance Program, MRI=Magnetic resonance imaging

Non-DAP patients (n=12,913)
DAP patients (n=9136)
n (%)Mean days (SD)Median days (IQR), p90n (%)Mean days (SD)Median days (IQR), p90
First visit until diagnosis (no GP)*12,913 (100)60 (60)40 (4, 110), 1589136 (100)67 (51)51 (28, 103), 153
First visit until diagnosis (+GP)*12,913 (100)73 (62)61 (13, 130), 1669136 (100)78 (54)64 (33, 123), 162
 General practitioner consultation #1 until diagnosis9912 (77)50 (63)26 (0, 99), 1526191 (68)56 (61)42 (8, 102), 154
 General practitioner consultation #2 until diagnosis6893 (53)19 (51)1 (−6, 36), 1033694 (40)26 (54)13 (−4, 49), 109
 General practitioner consultation #3 until diagnosis4330 (34)5 (45)0 (−19, 15), 682151 (24)10 (49)0 (−19, 29), 78
 Chest x-ray #1 until diagnosis12,250 (95)40 (54)18 (0, 69), 1328913 (98)51 (48)39 (15, 74), 127
 Chest x-ray #2 until diagnosis10,006 (77)10 (45)0 (−5, 17), 717387 (81)13 (42)0 (−1, 28), 68
 Chest x-ray #3 until diagnosis7224 (56)−3 (42)−2 (−19, 0), 414932 (54)−6 (41)−2 (−26, 0), 36
 Chest CT until diagnosis12,499 (97)25 (44)3 (0, 35), 939076 (99)34 (35)25 (13, 43), 77
 Chest x-ray #1 until chest CT #112,007 (93)15 (54)7 (0 30), 858860 (97)17 (48)12 (1, 32), 75
 Chest CT #2 until diagnosis6789 (53)−3 (36)−1 (−15, 0), 364240 (46)−2 (35)0 (−16, 2), 36
 Chest CT #1 until chest CT #26789 (53)38 (39)26 (5, 56), 964240 (46)45 (35)36 (21, 63), 96
 Chest CT #3 until diagnosis2355 (18)−21 (39)−12 (−40, 0), 51134 (12)−23 (39)−16 (−44, 0), 15
 Chest CT #2 until chest CT #32355 (18)32 (31)22 (6, 47), 771134 (12)37 (32)30 (12, 53), 84
 Abdominal CT until diagnosis8798 (68)12 (44)0 (−2, 15), 684982 (55)21 (44)14 (0, 36), 75
  Stage I89335 (61)21 (0, 72), 12970743 (53)34 (10, 68), 127
  Stage II33722 (57)8 (−1, 41), 10833032 (46)27 (8, 49), 92
 Bronchoscopy (no endobronchial ultrasound)4746 (37)−2 (38)−2 (−13, 0), 324408 (48)−3 (28)0 (−9, 0), 21
 Biopsy until diagnosis10,317 (80)2 (33)0 (−2, 0), 238342 (91)3 (22)0 (0, 0), 15
 Fluoroscopy until diagnosis1972 (15)2 (44)−1 (−14, 0), 511320 (14)0 (35)0 (−6, 0), 20
 Brain MRI to diagnosis4268 (33)−5 (39)−2 (−25, 0), 304471 (49)−2 (31)−3 (−18, 8), 22
 General surgery oncology consultation until diagnosis4768 (37)25 (60)7 (−11, 53), 1264369 (48)19 (49)8 (−10, 29), 92
  Stage I100033 (61)22 (−13, 70), 127107323 (53)13 (−12, 41), 100
  Stage II30021 (59)7 (−14, 43), 11733516 (50)7 (−14, 29), 80
 General thoracic surgery oncology consultation until diagnosis5263 (41)6 (49)−2 (−21, 21), 726613 (72)9 (29)8 (−7, 21), 37
  Stage I131819 (58)12 (−22, 52), 105154513 (35)14 (−10, 28), 47
  Stage II4178 (54)−1 (−25, 28), 935339 (30)10 (−11, 23), 41
 Internal medicine consultation until diagnosis7600 (59)26 (60)0 (−1, 48), 1323881 (42)30 (65)6 (−15, 70), 139
 Respirology consultation until diagnosis4224 (33)21 (57)0 (−9, 35), 1242904 (32)15 (46)0 (−8, 20), 86
 Cardiology consultation until diagnosis4607 (36)32 (64)8 (−9, 71), 1404150 (45)23 (53)10 (−9, 36), 113
 Referral to DAP to diagnosis9136 (100)21 (41)17 (6, 29), 47
 Diagnosis until medical oncology consultation4999 (39)19 (40)19 (8, 35), 563463 (38)23 (29)22 (14, 34), 49
  Stage I
  Stage II
 Diagnosis until radiation consultation6936 (54)22 (40)20 (9, 36), 615502 (60)22 (30)21 (12, 33), 49
  Stage I
  Stage II
 Diagnosis until PET4696 (36)13 (43)22 (−5, 38), 566372 (70)5 (26)5 (−8, 20), 33
 PET until first treatment4251 (33)47 (35)40 (23, 62), 905797 (63)44 (29)38 (23, 58), 81
 Diagnosis until first treatment8783 (68)47 (38)41 (19, 69), 1007807 (85)43 (30)39 (22, 58), 83
 First visit until first treatment (no GP)*8783 (68)107 (67)96 (54, 153), 2017807 (85)108 (57)97 (64, 145), 193
 First visit until first treatment (+GP)*8783 (68)120 (69)113 (65, 171), 2147807 (85)119 (61)108 (70, 163), 206

Number of patients receiving each test within 6 months of diagnosis until the date of first treatment (or 2 months after diagnosis if no treatment). *Excludes or includes the general practitioner (GP) visit when establishing the first visit date. DAP=Diagnostic assessment program, PET=Positron emission tomography, SD=Standard deviation, IQR=Interquartile range (25th, 75th percentile); p90–90th percentile

All patients (n=22,049), n (%)Stage I (n=3768), n (%)Stage II (n=1244), n (%)Stage III (n=3150), n (%)Stage IV (n=8782), n (%)Unknown (n=104), n (%)
Receipt of intervention between diagnosis and 1-year afterward
 Radiation8399 (38)1048 (28)392 (32)1925 (61)3018 (34)21 (20)
 Chemotherapy8484 (38)352 (9)484 (39)1617 (51)3433 (39)13 (13)
 Surgery4965 (23)2343 (62)726 (58)441 (14)170 (2)13 (13)
 Transarterial chemoembolization416 (2)42 (1)21 (2)70 (2)179 (2)<6
 Radiofrequency ablation464 (2)23 (1)18 (1)40 (1)256 (3)<6
First interventiona
 Radiation5826 (26)918 (24)253 (20)981 (31)2439 (28)18 (18)
 No treatment5459 (25)367 (10)147 (12)638 (20)3489 (40)62 (60)
 Chemotherapy5184 (24)182 (5)101 (8)738 (23)2635 (30)10 (10)
 Surgeryb4713 (21)2282 (61)696 (56)376 (12)156 (2)13 (13)
 Chemoradiation867 (4)16 (<1)46 (4)417 (13)63 (1)<6
Wait times (days)cMedian (IQR), p90Median (IQR), p90Median (IQR), p90Median (IQR), p90Median (IQR), p90Median (IQR), p90
Diagnosis until treatment40 (21, 63), 92d45 (13, 70), 9948 (26, 70), 10041 (25, 63), 9131 (18, 52), 7753 (11, 78), 94
First visit until diagnosisd62 (23, 127), 16598 (50, 147), 17176 (36, 133), 16661 (27, 122), 16242 (11, 108), 15879 (30, 143), 173
First visit until treatment114 (70, 172), 214141 (98, 185), 229124 (84, 181), 220111 (70, 167), 21184 (49, 148), 196123 (85, 206), 274

aExcluding radiofrequency ablation (RFA) and transarterial chemoembolization (TACE), bIncludes 10 patients who also started chemotherapy on the surgery date, cStratified by first treatment, the median time until treatment was 43 (26, 69) days for those who received radiation first, 39 (0, 64) days for those who received surgery first, 35 (20, 56) days for those who received chemotherapy first, and 52 (38, 73) days for those who received chemoradiation first, dFirst visit date includes visits with the general practitioner . IQR=Interquartile range (25th percentile, 75th percentile), p90–90th percentile

Stage I (n=3768)
Stage II (n=1244)
Stage III (n=3150)
Stage IV (n=8782)
HR (95% CI)aPHR (95% CI)aPHR (95% CI)aPHR (95% CI)aP
>63 days1.0 (reference)<.00011.0 (reference)0.011.0 (reference)<.00011.0 (reference)<0.0001
36–63 days0.98 (0.82–1.18)1.16 (0.93–1.45)1.30 (1.14–1.47)1.45 (1.32–1.58)
29–35 days1.08 (0.80–1.46)0.99 (0.66–1.48)1.49 (1.25–1.79)1.97 (1.77–2.20)
22–28 days1.23 (0.87–1.73)1.58 (1.12–2.23)1.79 (1.50–2.14)2.06 (1.85–2.29)
15–21 days1.29 (0.87–1.91)1.09 (0.66–1.79)2.09 (1.73–2.53)2.30 (2.06–2.56)
8–14 days1.70 (1.08–2.70)1.66 (0.92–2.98)2.74 (2.17–3.45)2.63 (2.34–2.96)
1–7 days2.35 (1.46–3.77)2.00 (1.15–3.49)3.81 (2.96–4.91)3.31 (2.86–3.83)
0 days (on the diagnosis date)0.35 (0.24–0.50)0.71 (0.45–1.14)1.03 (0.79–1.35)2.29 (1.94–2.69)
>63 days1.0 (reference)0.031.0 (reference)0.391.0 (reference)0.181.0 (reference)<0.0001
36–63 days1.01 (0.84–1.23)1.01 (0.81–1.26)0.96 (0.86–1.08)1.08 (1.01–1.15)
29–35 days0.76 (0.51–1.13)0.85 (0.57–1.28)1.14 (0.95–1.37)1.04 (0.94–1.15)
22–28 days1.32 (0.91–1.90)1.06 (0.70–1.59)0.99 (0.83–1.18)1.14 (1.03–1.26)
15–21 days0.91 (0.59–1.41)1.05 (0.61–1.81)1.11 (0.92–1.35)1.16 (1.05–1.27)
8–14 days2.09 (1.28–3.40)1.63 (1.09–2.44)1.24 (0.92–1.35)1.08 (1.00–1.20)
1–7 days1.19 (0.82–1.71)0.82 (0.51–1.33)0.91 (0.75–1.10)0.93 (0.86–1.01)
0 days (on the diagnosis date)1.30 (0.95–1.79)0.98 (0.66–1.45)1.03 (0.86–1.23)0.93 (0.86–1.01)

aAdjusted for DAP, age, sex, comorbidity score, stage, histology, urban, income quintile, immigrant density, LHIN of residence, distance to closest DAP, emergency department visit within 7 days of diagnosis, and admission on diagnosis. HR=Hazard ratio, CI=Confidence interval

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