ORIGINAL ARTICLE
Stine Gerhardta, Kirstine Skov Benthienb,c, Suzanne Herlingd, Marie Villumsene and Peter-Martin Krarupa
aDigestive Disease Center, Copenhagen University Hospital – Bispebjerg, Copenhagen, Denmark; bPalliative Care Unit, Copenhagen University Hospital, Hvidovre, Denmark; cREHPA – Danish Knowledge Centre for Rehabilitation and Palliative Care, Nyborg, Denmark; dThe Neuroscience Center, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark; eCentre for Clinical Research and Prevention, Copenhagen University Hospital – Frederiksberg, Copenhagen, Denmark
Background: Knowledge of determinants of aggressive end-of-life care is crucial to organizing effective palliative care for patients with gastrointestinal (GI) cancer.
Purpose: This study aims to investigate the determinants of aggressive end-of-life care in patients with GI cancer.
Methods: A national register-based cohort study using data from the Danish Register on Causes of Death, the Danish National Patient Register, and the Danish Palliative Database was the method of study employed.
Participants/Setting: All Danish patients who died from GI cancers from 2010 to 2020 comprised the study setting.
Results: There were 43,969 patients with GI cancers in the cohort, of whom 62% were hospitalized in the last 30 days of life, 41% of patients died in the hospital, 10% had surgery, 39% were subjected to a radiological examination during the last 30 days of life and 3% had antineoplastic treatment during the last 14 days of life. Among all types of GI cancers, pancreatic cancer was significantly associated with all outcomes of aggressive end-of-life care except surgery. Patients in specialized palliative care (SPC) had lower odds of receiving aggressive end-of-life care and dying in the hospital. We found that patients with comorbidity and those who were divorced had higher odds of being hospitalized at the end of life and dying in the hospital.
Interpretation: Aggressive end-of-life care is associated with disease factors and socio-demographics. The potential to reduce aggressive end-of-life care is considerable in patients with GI cancer, as demonstrated by the impact of SPC. However, we need to address the needs of patients with GI cancer who do not receive SPC.
KEYWORDS: Quality of life; palliative care; end-of-life care; neoplasms
Citation: ACTA ONCOLOGICA 2024, VOL. 63, 915–923. https://doi.org/10.2340/1651-226X.2024.41008.
Copyright: © 2024 The Author(s). Published by MJS Publishing on behalf of Acta Oncologica. This is an Open Access article distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), allowing third parties to copy and redistribute the material in any medium or format and to remix, transform, and build upon the material, with the condition of proper attribution to the original work.
Received: 23 June 2024; Accepted: 1 November 2024; Published: 24 November 2024
CONTACT Stine Gerhardt, RN, PhD stine.gerhardt.hangstrup@regionh.dk Digestive Disease Center, Copenhagen University Hospital – Bispebjerg, Bispebjerg Bakke 23, DK-2400 Copenhagen NV, Denmark
Competing interests and funding: The authors report there are no competing interests to declare.
This study was funded by the Danish Cancer Society grant number R303-A17509-21-S3. The funders did not have any influence on data, analyses, or interpretation.
Preventing unnecessary and aggressive end-of-life care is essential for patients with incurable cancers near the end of life [1]. Indicators of aggressive end-of-life care include hospitalization, excessive healthcare use, chemotherapy administered close to the end of life, and dying in the hospital [2, 3]. Aggressive end-of-life care in patients with incurable cancer may compromise quality of life, increase suffering, and fail to provide significant benefits that align with patient values [2, 4]. Patients with gastrointestinal (GI) malignancies are at a high risk of receiving aggressive end-of-life care because of a severe symptom burden [5]. The incidence of GI cancers of the esophagus, stomach, pancreas, liver, bile duct, rectum, and colon are frequent worldwide with associated high cancer-related mortality rates, thus posing a significant organizational and economic burden to healthcare systems [6, 7]. It is crucial to identify patients at high risk of receiving aggressive end-of-life care to reduce burdensome overtreatment and to divert sparse healthcare resources to those who will profit the most.
Previous studies investigating determinants of aggressive end-of-life care in patients with cancer have reported that male gender, lower education levels, significant comorbidity and younger age were associated with a higher likelihood of aggressive end-of-life care [8, 9]. Conversely, being affiliated with specialized palliative care (SPC), which is the care provided by healthcare professionals where palliative care is the primary task, was associated with less aggressive end-of-life care [4, 8, 10, 11]. Merchant et al. found that a high proportion of patients with cancers of the colon, rectum, stomach, and esophagus were hospitalized (49%), received chemotherapy (8%), and died in the hospital (45%) in a Canadian population-based study [12]. However, there is a knowledge gap in understanding aggressive end-of-life care in patients with GI cancers, including futile surgery – and antineoplastic treatment, as well as the impact of concurrent admittance to SPC. Awareness of this complex interplay is crucial to improving timely decision-making and organizing palliative care in hospital departments outside of SPC for a group of patients with a complex symptom burden and a short life expectancy [7, 9].
Therefore, this study aimed to investigate aggressive end-of-life care determinants in patients with GI cancer.
This was a national register-based cohort study including all Danish patients dying from cancer in the esophagus, stomach, pancreas, liver, bile duct, rectum, and colon from 2010 to 2020, with at least one registered contact with a Danish hospital. In Denmark, all patients with cancer have free access to diagnostics, treatment, and palliative care, as taxes finance the healthcare system.
Patients in the Danish Register of Causes of Death were identified and linked to the cohort of the National Patient Register for data on hospital admissions, healthcare use, and diagnoses for comorbidity status using the unique personal identification issued to all Danish citizens. We derived data on age, gender, education level, and marital status from Statistics Denmark. The place of death was extracted from the Danish Register on Causes of Death. Finally, we linked all patients to the Danish Palliative Database for data on admission to SPC (yes/no).
The primary outcome was hospital admissions, defined as one overnight stay of at least 8 hours (yes/no) within the last 30 days of life. Secondary outcomes included surgery within the last 30 days of life, defined as any surgery except for procedures with purely palliative intent, such as stent placements, and radiological examinations, described as a CT scan (Computer Tomography scan), a PET CT scan (Positron Emission Tomography scan), and an MRI scan (Magnetic Resonance Imaging), within the last 30 days of life (yes/no), antineoplastic treatment, defined as chemotherapy or immune therapy, within the last 14 days of life (yes/no), and death at the hospital (yes/no).
Age, gender, cancer diagnosis, education level, marital status, comorbidity, region of residence, and admission to SPC were included as explanatory variables.
Age was categorized into three groups: 18–64 years, 65–79 years, and 80 years and above, respectively. Education level was categorized as (1) primary and lower secondary school, (2) upper secondary and post-secondary (vocational), (3) short tertiary and bachelor’s level, (4) Master’s level or above, and (5) not classified [13]. We grouped marital status as (1) widow(er), (2) divorced/separated, (3) married/living with a partner, and (4) never married. Regions of residence were the North Denmark Region, the Central Denmark Region, the Region of Southern Denmark, Region Zealand, and the Capital Region of Denmark as registered in Statistics Denmark. The five regions have different healthcare services organizations, life expectancies ranging from 80.5 years to 81.7, and vary in population size, density, and hospital proximity [14]. The severity of comorbidity was calculated as a sum of weighted scores for concurrent diseases according to the Charlson Comorbidity Index (CCI) and based on ICD-10 [15] from the hospitalization history of any contact from 1998, excluding cause of death. The final score was grouped as score <2 or ≥2, where a higher score indicates more severe comorbidity, and finally, we included admission to SPC (yes/no). In Denmark, SPC is provided in hospital units and hospices in inpatient and outpatient settings. Esophagus-, stomach-, pancreatic-, liver-, and bile duct cancers are referred to as upper GI cancer.
Patient characteristics were reported in numbers and percentages for each subgroup of GI cancers included in the cohort.
Crude and adjusted logistic regression analyses were applied to estimate the association with all outcomes and reported in odds ratios (OR) and corresponding 95% confidence intervals (95% CI). The adjusted models included age, gender, comorbidity score, education level, marital status, region of residence, and admission to SPC. We performed sensitivity analyses for patients with pancreatic cancer to investigate differences between the group of patients who were affiliated with SPC and those who were not. Analyses were performed in SAS 9.4.
The cohort consisted of 43,969 patients with GI cancers of the colon (28%), pancreas (23%), rectum (15%), esophagus (12%), stomach (7%), bile ducts cancers (7%), liver (6%), and ‘other gastrointestinal cancers’ (2%) of whom 50% were affiliated with SPC. Most patients were male (57%) and between 65 and 79 years old (48%). Table 1 shows the characteristics of the cohort.
Overall, 62% of all patients in the cohort were hospitalized within the last 30 days of life. Patients with upper GI cancers had higher odds of being hospitalized in the last 30 days of life compared to patients with colorectal cancer (Table 2). Patients with pancreatic cancer (OR 1.30 (95% CI 1.23–1.37)) and patients with cancer of the bile ducts (OR 1.23 (95% CI 1.13–1.34)) had the highest risk compared to patients with cancer in the colon. We also found that patients with liver cancer had a greater risk of being hospitalized (OR 1.13 (95% CI 1.03–1.24)) compared to patients with colon cancer, while patients with cancer in the rectum had lower odds of hospitalization within the last 30 days (OR 0.79 (95% CI 0.79–0.84)). Other risk factors for being hospitalized the last 30 days of life included Charlson Comorbidity Index ≥2 (OR 1.05 (95% CI 1.01–1.20)) and being divorced or separated from a partner compared to being married (OR 1.22 (95% CI 1.15–1.28)) and this was associated with hospitalization in the last 30 days of life. Patients affiliated with SPC were less likely to be hospitalized at the end of life than patients who were not (OR 0.68 (95% CI 0.65–0.71)). Region of residence was associated with hospitalization. Patients living in the Region of South Denmark had a decreased risk of being hospitalized (OR 0.93 (95% CI 0.88–0.98)). The same was true for patients living in the Central Denmark Region (OR 0.85 (95% CI 0.80–0.90)) compared to patients living in the Capital Region of Denmark.
Forty-one per cent of all patients investigated died in the hospital. The adjusted analyses revealed that age above 80 was associated with decreased odds of dying in the hospital (OR 0.43 (CI 95% 0.41–0.46)). Patients with cancer of the pancreas (OR 1.10 (95% CI 1.04–1.16)) had higher odds of dying in the hospital compared to patients with colon cancer or rectal cancer. Of all patients with pancreatic cancer in the cohort, 43% died in the hospital, and for patients with cancer in the esophagus, the proportion was 44%. Greater comorbidity was associated with death in the hospital (OR 1.07 (95% CI 1.03–1.12)). Divorced or separated patients (OR 1.17 (95% CI 1.11–1.24)) and widowed (OR 1.15 (95% CI 1.07–1.26)) had higher odds of dying in the hospital compared to patients who were married or cohabitating patients. Patients affiliated with SPC had lower odds of dying in the hospital (OR 0.42 (95% CI 0.40–0.43)). Results are shown in Table 2. Region of residence was associated with death in the hospital, with the lowest risk of dying in the hospital for patients living in the Central Denmark Region (OR 0.39 (95% CI 0.37–0.41)) compared to the Capital Region of Denmark.
In this cohort, 10% of the patients had surgery within the last 30 days of life. In the adjusted analyses, being above 80 years old (OR 0.71 (95% CI 0.64–0.79)) and suffering from upper GI cancers were associated with surgery within the last 30 days of life, while the lowest risk was observed in patients with liver cancer (OR 0.33 (95% CI 0.28–0.40)) and bile duct cancers (OR 0.41 (95% CI 0.35–0.48)) compared to patients with a colon cancer diagnosis. Furthermore, patients affiliated with SPC had a decreased risk of surgery in the last 30 days of life (OR 0.38 (95% CI 0.35–0.41)). In this cohort, patients with education of ‘Master’s level and above’ (compared to ‘primary and lower secondary’) (OR 1.33 (95% CI 1.13–1.56)) and a comorbidity score of 2 or above (OR 1.10 (95% CI 1.04–1.18)) were associated with increased risk of surgery.
In total, 39% of the patients were subjected to a CT, PET CT, or MRI examination within the last 30 days of life (Table 3). Pancreatic cancer (OR 1.12 (95% CI 1.06–1.19)), being divorced (compared to married) (OR 1.12 (95% CI 1.06–1.18)), and having all education levels other than ‘primary and lower secondary’ education were associated with higher odds of receiving a CT, PET CT, or MRI examination the last 30 days of life (Table 3). Patients with rectal cancer (OR 0.77 (95% CI 0.72–0.82)) and esophagus cancer (OR 0.80 (95% CI 0.74–0.86)) had lower odds of receiving a CT, PET CT, or MRI examination compared to patients with colon cancer as well as patients admitted to SPC (OR 0.47 (95% CI 0.45–0.49)), who had lower odds of receiving a CT, PET CT, and MRI examination the last 30 days of life compared to patients not admitted to SPC.
Of the patients in the cohort, 3% received antineoplastic treatment within the last 14 days of life.
A pancreatic cancer diagnosis was associated with receiving antineoplastic treatment in the last 14 days of life compared to all other cancer types (OR 1.38 (95% CI 1.19–1.60)). Female gender (OR 0.85 (95% CI 0.75–0.97)) and comorbidity (OR 0.72 (95% CI 0.63–0.82)) were associated with lower odds of receiving antineoplastic treatment, as well as a short tertiary, bachelor’s education level (OR 1.37 (95% CI 1.15–1.64)) and living in the Region of Zealand (OR 1.20 (95% CI 1.02–1.41)).
In the cohort, 58% of patients with pancreatic cancer were affiliated with SPC. The sensitivity analyses revealed that 62% of the SPC-affiliated patients with pancreatic cancer were hospitalized, compared to 71% of non-SPC-affiliated patients. Additionally, 35% of SPC-affiliated patients died at the hospital, while 54% of non-affiliated patients with pancreatic cancer did. Moreover, 2.5% of SPC-affiliated patients received antineoplastic treatment, whereas 6% of non-affiliated patients did. Thirty-six per cent of patients with pancreatic cancer affiliated with SPC received a radiological examination, while 53% of non-SPC affiliated patients with pancreatic cancer did.
In this study of patients with GI cancers, a high proportion were hospitalized near the end of life, with pancreatic cancer patients having a higher risk of aggressive end-of-life care. Affiliation with SPC was associated with a reduced risk, highlighting that SPC is relevant and effective. In our study cohort, 50% of the patients were affiliated with SPC, which is similar to the 50% rate in the general cancer population of Denmark [16].
Over half of the patients in the cohort were hospitalized in the last 30 days of life, defined as an overnight stay of at least 8 hours. Merchant et al. discovered that just under half (49.3%) of a Canadian population-based sample of patients with GI cancer were hospitalized in the last 30 days of life [12]. Miesfeldt et al. investigated aggressive end-of-life care for colon and pancreatic cancer patients and found that 61.3% were hospitalized in the last month of life [8]. Although the populations in our study are different from those of the Miesfeldt study, it is worth noting that the authors also investigated patients with pancreatic cancer in their cohort and found similarly high proportions of hospitalizations in the last 30 days of life [8]. Other studies have investigated aggressive end-of-life care, such as multiple hospitalizations within the last 30 days of life or rehospitalizations during different time intervals [9, 11, 17, 18], and are not directly comparable to the present study. In the present study, pancreatic-, bile duct- and liver cancer were associated with an increased risk of being hospitalized. One possible explanation is that these cancers can be particularly aggressive, with a severe symptom burden possibly leading to hospitalizations [11, 17, 19–21]. Another explanation may be the lack of conversations in hospital departments outside SPC about end-of-life preferences. These conversations are referred to as advance care planning (ACP), an important component of SPC. ACP involves structured conversations between healthcare professionals and patients about their preferences for end-of-life treatment and care [22]. Although ACP is not explicitly analyzed in our study it may contribute to the reduced aggressive end-of-life care observed in GI cancer patients affiliated with SPC. Other potentially effective components of SPC are symptom management and home-based follow-up. The results from our study build upon the effects of SPC found in previous research investigating aggressive end-of-life care outcomes [4, 11, 23–25]. An RCT by Temel et al. investigating early SPC versus standard oncological care showed that 33% of patients receiving SPC received aggressive end-of-life care versus 54% in the standard oncological care group [25].
This study found a high rate of hospital deaths, which is consistent with previous research demonstrating similar in-hospital mortality rates of 44.6% [12] and 37.9% [4]. Although we lack information on patients’ preferred place of death, dying in hospitals may not align with their wishes [26, 27]. Dying in the hospital can also be a result of a lack of ACP [22].
This study confirms the findings of previous studies: female and older patients were less likely to experience hospitalization and die in the hospital, and patients with pancreatic cancer, greater comorbidity, higher education than ‘primary and lower secondary’ education, and those who were divorced or widowed had higher odds of being hospitalized at the end of life and die in the hospital [9, 12, 8, 17].
The characteristics of patients who underwent surgery within 30 days of death were similar to those associated with other aggressive end-of-life care outcomes found in previous studies [8, 28, 29]. Patients with a higher level of education and greater comorbidity had higher odds of undergoing end-of-life surgery, while those above 80 years and of female gender were associated with lower odds [9]. Patients with upper GI cancer and rectal cancer had a lower likelihood of undergoing surgery within the last 30 days of life compared to patients with colon cancer. This is the first study to report on surgery as a dependent variable in a large cohort of GI cancers within the last 30 days of life. This finding is likely related to the risk of bowel obstruction in patients with colon cancer caused by tumor blockage or carcinomatosis [30]. The primary focus in a surgical hospital department is often relieving obstructive symptoms through emergency surgical intervention. Surgery can be successful, but only briefly for many patients [30, 31]. A systematic review showed high rates of 30-day postoperative mortality, complications, and hospital readmissions in patients undergoing open or laparoscopic surgery for malignant bowel obstruction [31]. Thus, clinicians need to facilitate decision-making that is aligned with patients’ goals and preferences for treatment and care. Additionally, clinicians should communicate the high risk of adverse outcomes following surgery, which may compromise the quality of palliative care [30, 32].
In the current study, 3% of patients received antineoplastic treatment within the last 14 days of life. This aligns with previous studies, which reported rates of 4.2% and 7.1% in studies by Benthien et al. and Massa et al. respectively. These findings are consistent with the proposed quality metrics for chemotherapy rates, which should be below 10%, as described by Earle et al. [33–35].
Pancreatic cancer showed significant associations with all aspects of aggressive end-of-life care, except for surgery, in the analyses that accounted for SPC affiliation. The same findings were demonstrated by Khan et al. [17], underlining that this subgroup within the GI cancer population is particularly at risk of receiving aggressive end-of-life care. Pancreatic cancer is characterized by a severe physical and psychological symptom burden [36–38], resulting in complex palliative care needs requiring SPC [21, 39]. Our sensitivity analyses revealed that patients with pancreatic cancer affiliated with SPC had a 20% lower in-hospital mortality rate than those who were not. The rate of hospitalization at the end of life was 10% lower for pancreatic cancer patients affiliated with SPC compared to the patients who were not. However, there was still a high hospitalization rate of 62% for SPC-affiliated patients with pancreatic cancer at the end of life, highlighting the severe symptom burden and need for SPC. Adsersen et al. found that patients with pancreatic cancer and stomach cancer had the highest odds of admittance to SPC in a large Danish population-based study of all cancer deaths from 2010 to 2012; this was also confirmed by Miesfeldt et al. [8, 39].
Patients living in all regions of residence other than the Capital Region of Denmark had fewer hospital deaths, which might be caused by the longer distance to hospitals in regions other than the Capital Region of Denmark and lower hospital bed capacity [40].
Hospital departments and clinicians who are responsible for the treatment and palliative care of patients with GI cancers should be particularly attentive to patients with upper GI cancers, younger patients, males, divorced or widowed patients, and patients with complex palliative care needs. Patients with pancreatic cancer might benefit from tailored interventions with close follow-up and early referral to SPC. Patients with cancers of the colon and malignant bowel obstruction should be offered ACP early in their disease trajectory with a focus on adverse treatment outcomes following potential surgery. It is essential to prioritize interventions that promote ACP and shared decision-making when developing generalist PC interventions in hospital departments to avoid aggressive end-of-life care.
A strength of this study is the large cohort, including all patients with GI cancers, several variables of aggressive end-of-life care, and affiliation with SPC from validated Danish registers and databases with close to 100% completeness. Limitations include the lack of data on patients’ preferred place of death, which is not available in Danish registers. Other potential confounders not contained in this study are contacts with general practitioners. Another limitation is the inability to differentiate between patients who died in a SPC department or a non-SPC hospital department. An essential limitation is that the observed effects of SPC on end-of-life outcomes may be confounded by indication, as patients referred to SPC may be more inclined to engage in ACP and demand less aggressive treatment.
Aggressive end-of-life care is associated with disease factors such as cancer diagnosis and comorbidity that may determine indication, but also by socio-demographics, which should not affect treatment indication but may reflect healthcare literacy, support needs, and patient demands of the healthcare system. The potential to reduce aggressive end-of-life care is considerable in patients with GI cancer, as demonstrated by the impact of SPC. Evidence-based interventions to improve healthcare decision-making and ACP for patients with GI cancer not receiving SPC are strongly warranted.
All authors contributed substantially to the study’s concept and design. SG, KSB, and MV performed data analysis. The first draft of the manuscript was written by SG. All authors critically revised and approved the article upon submission.
The study was performed in accordance with the Declaration of Helsinki. Approval of the study was obtained from the Danish Data Protection Agency P-2021-414, and data were analyzed on a secure server at the Danish Health Data Authority. Ethical approval is not required for registry-based research in Denmark.
The data is not publicly available due to legal restrictions.
This study was funded by the Danish Cancer Society grant number R303-A17509-21-S3. The funders did not have any influence on data, analyses, or interpretation.
[1] Zhang B, Nilsson ME, Prigerson HG. Factors important to patients’ quality of life at the end of life. Arch Intern Med. 2012;172(15):1133–42. https://doi.org/10.1001/archinternmed.2012.2364
[2] Earle CC, Landrum MB, Souza JM, et al. Aggressiveness of cancer care near the end of life: is it a quality-of-care issue? J Clin Oncol. 2008;26(23):3860–6. https://doi.org/10.1200/jco.2007.15.8253
[3] Earle CC, Park ER, Lai B, et al. Identifying potential indicators of the quality of end-of-life cancer care from administrative data. J Clin Oncol. 2003;21(6):1133–8. https://doi.org/10.1200/jco.2003.03.059
[4] Henson LA, Gomes B, Koffman J, et al. Factors associated with aggressive end of life cancer care. Support Care Cancer. 2016;24(3):1079–89. https://doi.org/10.1007/s00520-015-2885-4
[5] Merchant SJ, Brogly SB, Booth CM, et al. Palliative care and symptom burden in the last year of life: a population-based study of patients with gastrointestinal cancer. Ann Surg Oncol. 2019;26(8):2336–45. https://doi.org/10.1245/s10434-019-07320-z
[6] Jardim SR, de Souza LMP, de Souza HSP. The rise of gastrointestinal cancers as a global phenomenon: unhealthy behavior or progress? Int J Environ Res Public Health. 2023;20(4):3640. https://doi.org/10.3390/ijerph20043640
[7] Arnold M, Abnet CC, Neale RE, et al. Global burden of 5 major types of gastrointestinal cancer. Gastroenterology. 2020;159(1):335–49.e15. https://doi.org/10.1053/j.gastro.2020.02.068
[8] Miesfeldt S, Murray K, Lucas L, et al. Association of age, gender, and race with intensity of end-of-life care for medicare beneficiaries with cancer. J Palliat Med. 2012;15(5):548–54. https://doi.org/10.1089/jpm.2011.0310
[9] Martins-Branco D, Lopes S, Canario R, et al. Factors associated with the aggressiveness of care at the end of life for patients with cancer dying in hospital: a nationwide retrospective cohort study in mainland Portugal. ESMO Open. 2020;5(6):e000953-e. https://doi.org/10.1136/esmoopen-2020-000953
[10] Henson LA, Gao W, Higginson IJ, et al. Emergency department attendance by patients with cancer in their last month of life: a systematic review and meta-analysis. J Clin Oncol. 2015;33(4):370–6. https://doi.org/10.1200/JCO.2014.57.3568
[11] Jang RW, Krzyzanowska MK, Zimmermann C, et al. Palliative care and the aggressiveness of end-of-life care in patients with advanced pancreatic cancer. J Natl Cancer Inst. 2015;107(3):1. https://doi.org/10.1093/jnci/dju424
[12] Merchant SJ, Lajkosz K, Brogly SB, et al. The final 30 days of life: a study of patients with gastrointestinal cancer in Ontario, Canada. J Palliat Care. 2017;32(3–4):92–100. https://doi.org/10.1177/0825859717738464
[13] UNESCO Institite for Statistics. International Standard Classification of Education (ISCED) 2011. Cited 23-01-2024. Available from: https://uis.unesco.org/sites/default/files/documents/international-standard-classification-of-education-isced-2011-en.pdf.
[14] Statistics Denmark. [cited 02-11-2023]. Available from: https://www.dst.dk/en
[15] Thygesen SK, Christiansen CF, Christensen S, et al. The predictive value of ICD-10 diagnostic coding used to assess Charlson comorbidity index conditions in the population-based Danish National Registry of Patients. BMC Med Res Methodol. 2011;11(1):83. https://doi.org/10.1186/1471-2288-11-83
[16] Rigsrevisionen. Access to specialist palliative care. 2020. Cited 02-11-2023. Available from: https://www.uk.rigsrevisionen.dk/audits-reports-archive/2020/aug/report-on-access-to-specialist-palliative-care.
[17] Khan NN, Lewin T, Hatton A, et al. Systematic review of the predictors of health service use in pancreatic cancer. Am J Cancer Res. 2022;12(2):622–50.
[18] Whitney RL, Bell JF, Tancredi DJ, et al. Hospitalization rates and predictors of rehospitalization among individuals with advanced cancer in the year after diagnosis. J Clin Oncol. 2017;35(31):3610–17. https://doi.org/10.1200/JCO.2017.72.4963
[19] Hammad A, Davis LE, Mahar AL, et al. Symptom trajectories and predictors of severe symptoms in pancreatic adenocarcinoma at the end-of-life: a population based analysis of 2,538 patients. HPB. 2019;21(12):1744–52. https://doi.org/10.1016/j.hpb.2019.04.016
[20] Sun V, Ferrell B, Juarez G, et al. Symptom concerns and quality of life in hepatobiliary cancers. Oncol Nurs Forum. 2008;35(3):E45–52. https://doi.org/10.1188/08.ONF.E45-E52
[21] Nipp RD, El-Jawahri A, Moran SM, et al. The relationship between physical and psychological symptoms and health care utilization in hospitalized patients with advanced cancer. Cancer. 2017;123(23):4720–7. https://doi.org/10.1002/cncr.30912
[22] Orlovic M, Callender T, Riley J, et al. Impact of advance care planning on dying in hospital: evidence from urgent care records. PLoS One. 2020;15(12):e0242914. https://doi.org/10.1371/journal.pone.0242914
[23] Merchant SJ, Brogly SB, Goldie C, et al. Palliative care is associated with reduced aggressive end-of-life care in patients with gastrointestinal cancer. Ann Surg Oncol. 2018;25(6):1478–87. https://doi.org/10.1245/s10434-018-6430-9
[24] Triplett DP, LeBrett WG, Bryant AK, et al. Effect of palliative care on aggressiveness of end-of-life care among patients with advanced cancer. J Oncol Pract. 2017;13(9):E760–9. https://doi.org/10.1200/JOP.2017.020883
[25] El‐Jawahri A, Greer JA, Pirl WF, et al. Effects of early integrated palliative care on caregivers of patients with lung and gastrointestinal cancer: a randomized clinical trial. Oncologist. 2017;22(12):1528–34. https://doi.org/10.1634/theoncologist.2017-0227
[26] Fereidouni A, Rassouli M, Salesi M, et al. Preferred place of death in adult cancer patients: a systematic review and meta-analysis. Front Psychol. 2021;12:704590. https://doi.org/10.3389/fpsyg.2021.704590
[27] Schnipper LE, Smith TJ, Raghavan D, et al. American society of clinical oncology identifies five key opportunities to improve care and reduce costs: the top five list for oncology. J Clin Oncol. 2012;30(14):1715–24. https://doi.org/10.1200/jco.2012.42.8375
[28] Ho TH, Barbera L, Saskin R, et al. Trends in the aggressiveness of end-of-life cancer care in the universal health care system of Ontario, Canada. J Clin Oncol. 2011;29(12):1587–91. https://doi.org/10.1200/jco.2010.31.9897
[29] Martins-Branco DA, Lopes S, Canario R, et al. Factors associated with the aggressiveness of end-of-life care for patients dying of cancer in hospitals: a nationwide cohort study. J Clin Oncol. 2018;36(34_suppl):68. https://doi.org/10.1200/JCO.2018.36.34_suppl.68
[30] Franke AJ, Iqbal A, Starr JS, et al. Management of malignant bowel obstruction associated with GI cancers. J Oncol Pract. 2017;13(7):426–34. https://doi.org/10.1200/JOP.2017.022210
[31] Paul Olson TJ, Pinkerton C, Brasel KJ, et al. Palliative surgery for malignant bowel obstruction from carcinomatosis: a systematic review. JAMA Surg. 2014;149(4):383–92. https://doi.org/10.1001/jamasurg.2013.4059
[32] Lilley EJ, Cooper Z, Schwarze ML, et al. Palliative care in surgery: defining the research priorities. Ann Surg. 2018;267(1):66–72. https://doi.org/10.1097/sla.0000000000002253
[33] Skov Benthien K, Adsersen M, Petersen MA, et al. Is specialized palliative cancer care associated with use of antineoplastic treatment at the end of life? A population-based cohort study. Palliat Med. 2018;32(9):1509–17. https://doi.org/10.1177/0269216318786393
[34] Massa I, Nanni O, Foca F, et al. Chemotherapy and palliative care near end-of life: examining the appropriateness at a cancer institute for colorectal cancer patients. BMC Palliat Care. 2018;17(1):86. https://doi.org/10.1186/s12904-018-0339-8
[35] Earle CC, Neville BA, Landrum MB, et al. Evaluating claims-based indicators of the intensity of end-of-life cancer care. Int J Qual Health Care. 2005;17(6):505–9. https://doi.org/10.1093/intqhc/mzi061
[36] Dengsø KE, Andersen EW, Thomsen T, et al. Increased psychological symptom burden in patients with pancreatic cancer: a population-based cohort study. Pancreatology. 2020;20(3):511–21. https://doi.org/10.1016/j.pan.2020.01.001
[37] Walter FM, Mills K, Mendonça SC, et al. Symptoms and patient factors associated with diagnostic intervals for pancreatic cancer (SYMPTOM pancreatic study): a prospective cohort study. Lancet Gastroenterol Hepatol. 2016;1(4):298–306. https://doi.org/10.1016/S2468-1253(16)30079-6
[38] Khan NN, Evans SM, Ioannou LJ, et al. Characteristics of patients diagnosed with pancreatic cancer who access palliative care: an observational study. Qual Life Res. 2023;32(9):2617–27. https://doi.org/10.1007/s11136-023-03425-x
[39] Adsersen M, Thygesen LC, Jensen AB, et al. Is admittance to specialised palliative care among cancer patients related to sex, age and cancer diagnosis? A nation-wide study from the Danish Palliative Care Database (DPD). BMC Palliat Care. 2017;16(1):21. https://doi.org/10.1186/s12904-017-0194-z
[40] Kalseth J, Halvorsen T. Relationship of place of death with care capacity and accessibility: a multilevel population study of system effects on place of death in Norway. BMC Health Serv Res. 2020;20(1):454. https://doi.org/10.1186/s12913-020-05283-6