| Literature DB >> 30048453 |
Benjamin Daniels1, Federico Girosi2,3, Hanna Tervonen1, Belinda E Kiely4, Sarah J Lord4,5, Nehmat Houssami6, Sallie-Anne Pearson1.
Abstract
BACKGROUND: Targeted cancer therapy is often complex, involving multiple agents and chemotherapeutic partners. In Australia, prescribing restrictions are put in place to reflect existing evidence of cost-effectiveness of these medicines. As therapeutic options continue to expand, these restrictions may not be perceived to align with best practice and it is not known if their use in the real-world clinic adheres to these restrictions. We examined the treatment of women receiving trastuzumab for HER2-positive metastatic breast cancer (HER2+MBC) to determine the extent to which treatment adhered to national prescribing restrictions. PATIENTS AND METHODS: Our population-based, retrospective cohort study used dispensing records for every Australian woman initiating publicly-subsidised trastuzumab for HER2+MBC between 2001-2013, followed through 2016. We used group-based trajectory models (GBTMs) to cluster patients, first on their patterns of trastuzumab exposure, and then on their patterns of lapatinib and chemotherapy exposure. We described the characteristics of patients within each cluster, and examined their treatments and combinations of treatments to determine restriction adherence.Entities:
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Year: 2018 PMID: 30048453 PMCID: PMC6061975 DOI: 10.1371/journal.pone.0198152
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Schematic detailing the hierarchical framework by which patients were clustered.
Step 1: Patients were clustered according to their patterns of trastuzumab exposure; Step 2: Within the resulting trastuzumab exposure clusters, patients were then further clustered according to their patterns of lapatinib and chemotherapy exposure. The end result was 9 distinct sub-clusters.
Patient characteristics and non-adherent treatments for the entire cohort and according to trastuzumab exposure clusters.
| All patients | Trastuzumab exposure Cluster 1 | Trastuzumab exposure Cluster 2 | Trastuzumab exposure Cluster 3 | |
|---|---|---|---|---|
| Patients, n | 5,052 | 1,346 | 1,500 | 2,206 |
| Age at first trastuzumab for MBC dispensing, median (IQR) | 56 (48–65) | 57 (49–67) | 55 (47–64) | 56 (48–66) |
| Year of trastuzumab for MBC initiation, median (IQR) | 2007 | 2006 | 2007 | 2008 |
| Previously treated with trastuzumab for EBC, n (%) | 531 (11) | 180 (13) | 139 (9) | 212 (10) |
| Number of treatment courses per patient, median (IQR) | 2 (1–4) | 2 (1–3) | 2 (1–4) | 3 (1–5) |
| Non-adherent treatment (any): | ||||
| Treatment courses, n (% of administered courses) | 2,828 (17) | 356 (10) | 875 (16) | 1,597 (20) |
| Patients, n (% of patients in each cluster) | 1,795 (36) | 292 (22) | 604 (40) | 899 (41) |
| Non-adherent trastuzumab treatment: | ||||
| Treatment courses, n (%) | 2,594 (15) | 302 (9) | 777 (14) | 1,515 (19) |
| Patients, n (%) | 1,660 (33) | 255 (19) | 545 (36) | 860 (39) |
| Non-adherent lapatinib treatment: | ||||
| Treatment courses, n (%) | 193 (1) | 50 (1) | 82 (2) | 61 (1) |
| Patients, n (%) | 193 (4) | 50 (4) | 82 (5) | 61 (3) |
Fig 2Antineoplastic use by sub-cluster.
Trastuzumab exposure trajectories (top row) showing the predicted (solid line) exposure trajectory (proportion of patients in each month with a trastuzumab dispensing) and observed exposure trajectory (dotted line) during the 36 months from initiation; and dot plots (rows 2–4) showing the number of patients in each month with a dispensing of additional antineoplastic therapies, within each trastuzumab exposure trajectory cluster.
Patient characteristics and non-adherent treatment by antineoplastic exposure sub-clusters within trastuzumab exposure clusters.
| Trastuzumab exposure clusters | |||
|---|---|---|---|
| Cluster 1 (n = 1,346) | Cluster 2 (n = 1,500) | Cluster 3 (n = 2,206) | |
| Sub-clusters A: Taxane and non-taxane chemotherapy | A1 | A2 | A3 |
| n | 382 | 473 | 487 |
| Age at first trastuzumab for MBC dispensing, median (IQR) | 55 (48–63) | 53 (45–60) | 54 (46–62) |
| Year of trastuzumab for MBC initiation, median (IQR) | 2005 (2003–2007) | 2006 (2003–2009) | 2007 (2004–2010) |
| Previously treated with trastuzumab for EBC, n (%) | 31 (8) | 49 (10) | 57 (12) |
| % died | 99% | 97% | 84% |
| Total number of treatment courses | 1,310 | 1,967 | 2,457 |
| Number of treatment courses per patient, median (IQR) | 2 (1–3) | 3 (2–4) | 3 (2–6) |
| Number of distinct chemotherapy agents dispensed per patient, median (IQR) | 2 (1–3) | 2 (1–3) | 2 (1–3) |
| Non-adherent treatment courses, n (% of treatments within sub-cluster) | 203 (16) | 445 (23) | 624 (25) |
| Non-adherent initiation treatment course, n (% of initiation treatment courses within sub-cluster) | 99 (26) | 134 (28) | 127 (26) |
| Later non-adherent treatment courses, n (% of treatment courses within sub-cluster) | 108 (8) | 311 (16) | 497 (20) |
| Patients with at least one non-adherent treatment course, n (% of sub-cluster) | 161 (42) | 279 (59) | 316 (65) |
| Proportion of survival time spent on non-adherent treatment courses, median (IQR) | 33% (18%–52%) | 27% (13%–50%) | 25% (14%–48%) |
| Median time on trastuzumab, months (IQR) | 5.8 (3.5–8.8) | 14.1 (8.0–19.4) | 27.1 (10.5–43.0) |
| Median overall survival, months (IQR) | 15.1 (10.1–24.6) | 26.7 (18.3–35.2) | 41.2 (19.1–66.0) |
| Sub-clusters B: Predominantly taxane chemotherapy only | B1 | B2 | B3 |
| n | 658 | 585 | 1,404 |
| Age at first trastuzumab for MBC dispensing, median (IQR) | 61 (51–74) | 58 (49–66) | 58 (48–68) |
| Year of trastuzumab for MBC initiation, median (IQR) | 2005.5 (2003–2009) | 2007 (2005–2010) | 2008 (2005–2011) |
| Previously treated with trastuzumab for EBC, n (%) | 55 (8) | 28 (5) | 122 (9) |
| % died | 88% | 58% | 60% |
| Total number of treatment courses | 1,123 | 1,402 | 3,771 |
| Number of treatment courses per patient, median (IQR) | 1 (1–2) | 2 (1–3) | 2 (1–4) |
| Number of distinct chemotherapy agents dispensed per patient, median (IQR) | 1 (0–1) | 1 (0–1) | 1 (0–1) |
| Non-adherent treatment courses, n (% of treatments within sub-cluster) | 33 (3) | 138 (10) | 472 (13) |
| Non-adherent initiation treatment course, n (% of initiation treatment courses within sub-cluster) | 21 (3) | 83 (14) | 155 (11) |
| Later non-adherent treatment courses, n (% of treatment courses within sub-cluster) | 12 (1) | 55 (4) | 317 (8) |
| Patients with at least one non-adherent treatment course, n (% of sub-cluster) | 30 (5) | 111 (19) | 329 (23) |
| Proportion of survival time spent on non-adherent treatment courses, median (IQR) | 8% (3%–15%) | 7% (4%–15%) | 9% (4%–19%) |
| Median time on trastuzumab, months (IQR) | 4.3 (1.9–7.4) | 14.9 (12.5–18.5) | 33.1 (7.2–63.5) |
| Median overall survival, months (IQR) | 11.7 (6.6–23.4) | 42.6 (21.8 –NR | 63.3 (11.2–139.3) |
| Sub-clusters C: Predominantly lapatinib, capecitabine, and taxane chemotherapy | C1 | C2 | C3 |
| n | 306 | 442 | 315 |
| Age at first trastuzumab for MBC dispensing, median (IQR) | 54 (47–62) | 54 (47–61) | 55 (46–64) |
| Year of trastuzumab for MBC initiation, median (IQR) | 2009 (2007–2011) | 2008 (2006–2011) | 2008 (2005–2010) |
| Previously treated with trastuzumab for EBC, n (%) | 94 (31) | 62 (14) | 33 (10) |
| % died | 94% | 93% | 85% |
| Total number of treatment courses | 1,080 | 2,054 | 1,640 |
| Number of treatment courses per patient, median (IQR) | 2 (1–4) | 3 (2–4) | 3 (2–5) |
| Number of distinct chemotherapy agents dispensed per patient, median (IQR) | 2 (2–3) | 2 (2–3) | 2 (2–3) |
| Non-adherent treatment courses, n (% of treatments within sub-cluster) | 120 (11) | 292 (14) | 501 (31) |
| Non-adherent initiation treatment course, n (% of initiation treatment courses within sub-cluster) | 32 (11) | 62 (14) | 113 (36) |
| Later non-adherent treatment courses, n (% of treatment courses within sub-cluster) | 88 (8) | 230 (11) | 388 (24) |
| Patients with at least one non-adherent treatment course, n (% of sub-cluster) | 101 (33) | 214 (48) | 254 (81) |
| Proportion of survival time spent on non-adherent treatment courses, median (IQR) | 17% (12%–27%) | 16% (9%–26%) | 33% (17%–54%) |
| Median time on trastuzumab, months (IQR) | 6.7 (4.3–8.6) | 15.4 (12.3–19.8) | 28.7 (12.7–35.7) |
| Median overall survival, months (IQR) | 15.7 (10.6–25.5) | 28.3 (20.6–42.5) | 42.8 (30.0–58.9) |
*NR = not reached
Fig 3Sequence of treatments by antineoplastic exposure sub-clusters within trastuzumab exposure clusters.
Each ring, beginning from the inner ring and moving outwards, represents a new administered treatment and the size of segments within each ring indicates the proportion of patients with that treatment (a larger segment indicates a larger proportion of patients). Green = adherent treatment; red = non-adherent treatment; grey = censor; black = death.