Incidence and risk factors for sustained hepatic function toxicity 6 months after radioembolization: analysis of the radiation-emitting sir-spheres in non-resectable liver tumor (RESIN) registry
Introduction
Transarterial radioembolization (TARE) is a component of many interventional oncology practices (1-3). Beyond, hepatocellular carcinoma (HCC) and neuroendocrine tumor, integration of radioembolization for other tumors into treatment guidelines has been challenging (4-7). A contributing factor to slow incorporation of TARE has been the failure to reach primary endpoints in all recent randomized prospective trials to treat colorectal carcinoma and HCC (8,9). With development of newer drugs and modalities to treat hepatic dominant tumors, combining TARE with other targeted therapies or following targeted external beam radiotherapy will need to be assessed with limited existing outcomes and toxicity data. Greater use in practice will require larger data sets, including expected toxicity profiles (2,10-14).
For patients with liver-dominant, but not isolated disease, integrating arterial treatment with other systemic, biologic, or immune therapies could result in improved patient outcomes, resulting in greater utilization of intra-arterial therapy (2,15). Patients with cirrhosis-related HCC or undergoing treatment with hepatotoxic drugs such as oxaliplatin or irinotecan may be at different risks of hepatotoxicity with TARE than other patients. However, a recent publication suggested toxicity development beyond 3 months in neuroendocrine tumors, a disease entity without either of the above characteristics (RECH) (16). An updated understanding of expected radioembolization-related hepatic toxicity will facilitate future combination trials. The resulting information could affect patient selection, dosimetry, and selection of potential agents to study in combination therapy.
The Radiation-Emitting SIR-spheres In Non-resectable liver tumor (RESIN) registry (NCT02685631) is a prospective observational study collecting data regarding dosimetry, response and toxicity for tumors treated with ceramic radioembolization emitting microspheres (Sirtex, Boston, MA, USA). Study sites include the spectrum of interventional radiology practices from academic centers to private practice groups, allowing a real-world evidence of device utilization in the United States. The primary purpose of the current review was to review data to quantify hepatic toxicity incidence 6 months after therapy with radioembolization and identify demographic and clinical factors which increased risk of significant toxicity of liver function. We present the study in accordance with the STROBE reporting checklist (available at http://dx.doi.org/10.21037/jgo-20-346).
Methods
Registry structure
The RESIN registry is an observational database. This study (GI 1523) was approved by the institutional review board at Vanderbilt University Medical Center (IRB #150407) and at the other sites. Informed consent was obtained from all patients at each center. The study was performed in keeping with the Declaration of Helsinki (as revised in 2013). As a real-world data collection, physicians at each site assessed patients for appropriateness for treatment, prescribed activity and ordered follow-up labs and imaging per local practice. Inclusion criteria were based on local decision-making and operator decision that TARE was an appropriate therapy. Patients had to be 18 years old or older and had to be capable of providing informed consent. No surrogate consent was allowed. Specific tumor sizes and laboratory thresholds were not used to determine eligibility in this data collection. At the time of data evaluation (March, 2020), 614 patients had demographic, prescription and treatment data entered along with 6-month imaging and/or laboratory follow-up data. This review tracks outcomes at 6 months after initial TARE treatment. Disease types with an incidence of less than 5 patients were designated as “other” and grouped together. Patients who received systemic therapy were divided into groups receiving one, two, or three or more lines of therapy. Patients were enrolled on the date of first radioembolization. The Society of Interventional Radiology Quality Improvement Guidelines were used for terminology (17).
Demographics
Baseline patient factors by tumor type are outlined in Table 1. Median and mean age was 65 and 63.1±12.5 years (range, 20–93 years). Three hundred seventy-five (61.1%) male, 238 female (38.8%) and 1 non-binary (0.2%) patients were treated. HCC (n=197), colorectal carcinoma (n=187), and neuroendocrine tumor (n=56) were the most common diagnoses. There were significant differences between tumor types in patient age and gender. The oldest patient group was cholangiocarcinoma (median 70; IQR 63.2–74.8). HCC had the most male patients for any tumor type (78%). Five hundred forty three patients (91%) were ECOG 0 (274, 46.0%) or 1 (269, 45.2%). Seven ECOG 3–4 (1.1%) patients were treated after clinical assessment. Five of these patients had HCC and 2 had colorectal carcinoma. Portal vein thrombosis was most common in the HCC group. Twenty-eight HCC patients (14%) had segmental (n=10;5%), lobar (n=8, 4%), or main (n=10, 5%) portal vein thrombosis. Median and mean delivered activity was 1.4 and 1.5±0.7 gigabecquerels (GBq). Investigators used quantitative tools to assess tumor burden in 331 patients (58%) and visual assessment in the remainder. Whole-liver treatment was the most common approach, in 270 (44%) of patients. Infusion of a lobe plus an additional segment was the least common approach (n=10, 1.6%). The median prescribed activity by treatment area was: whole liver: 1.9 GBq (IQR: 1.6–2.2 GBq), right lobe 1.2 GBq (IQR 1–1.5 GBq), left lobe: 0.8 GBq (IQR: 0.6–1 GBq), SEGmental: 0.9 GBq (0.4–1.1 GBq), lobe plus segment: 1.3 Gbq (1–1.5 GBq).
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Treatments prior to TARE are outlined by tumor type in Table 2. The most common treatments prior to TARE was systemic therapy (n=374, 60.9%). In this review, systemic therapy accounts for any treatment prescribed by a medical oncologist including chemo-, biologic and immunotherapies. For patients who received systemic therapy, the average number of treatment lines prior to radioembolization was 2.3. One hundred forty (22.8%) patients received three or more lines of systemic therapy, including 61 (32.6%) colorectal cancer and 15 (55.6%) breast cancer patients. Fifty-five (10%) patients underwent resection, most commonly for colorectal carcinoma (n=29, 15.5%) and neuroendocrine tumor (n=8, 14.3%). Regarding locoregional therapies, arterial embolization was the most common. Eighty-five patients (14%) underwent chemoembolization or embolization, most commonly in patients with HCC (n=50, 25.4%), and neuroendocrine tumor (n=9, 16.1%).
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Follow-up
Lab and imaging follow-up were performed per institutional preferences with data collected at 6-month intervals. Quantifiable toxicities of liver function were assessed using serum bilirubin, albumin, alanine aminotransferase (ALT), aspartate aminotransferase (AST) and international normalized ratio (INR) with toxicity defined using common terminology criteria for adverse events (CTCAE) version 5. Additionally, absolute neutrophil count was assessed at 6 months. Patients who left the study were censored at the date of removal. The presence and grading of baseline lab abnormalities was defined using values previously used in CTCAE v4 including bilirubin >1.8 mg/dL (n=89, 14.5%), albumin <3 g/dL (n=391, 63.7%), ALT >450 U/L (n=174, 28.3%), AST >450 U/L (n=200, 32.6%), and INR >1.8 (n=19, 3.1) for patients not on anticoagulation. Additional treatments in the 6-month window after TARE were tracked. Final toxicity assessment was performed at 6 months ±2 weeks or when censored. Toxicities were calculated using CTCAE v5. Sustained toxicity was defined as Grade 3 or greater toxicity presence at 6 months. Imaging response at 6 months was determined with response criteria in solid tumors (RECIST) or modified RECIST based on baseline enhancement characteristics at 6 months ±2 weeks or when censored. Objective response was defined as the sum of complete and partial response. Disease control was defined as objective response plus stable disease.
Statistical analysis
Demographic factors were assessed separately for association with clinical toxicity by grade using the Kruskal-Wallis Test for continuous variables and Pearson Chi-squared test for discrete variables. Multivariable linear regressions were performed for the different post-treatment liver functions to evaluate contributing baseline factors for each different measure of hepatic function to significant toxicity. Finally, for the most common tumor types, multivariable linear regression was performed to identify specific baseline factors by pathologic entity. For all analyses, a P value of <0.05 was considered statistically significant. Calculations were performed using R Version 3.6.2 (Vienna, Austria).
Results
Drop-out
One hundred fifteen patients (18.7%) patients dropped off the study at a mean of 112±36 days (Figure 1). Ninety-one (79% of the drop-out group) patients died, 20 (17%) entered hospice and four (4%) sought treatment elsewhere. The cause of death was documented in 70 (77%) patients of the 91 who expired. In this subgroup, 46 patients (66%) died from tumor progression, and 7 (10%) died from liver decompensation without evidence of tumor progression. The remaining patients died of other causes. The overall liver decompensation rate was 7/115 (6.1%) for all patients dropping off the study and was 7/614 (1.1%) for the entire cohort.
Additional treatments
Table 3 reviews additional treatments that were given in the 6 months after TARE. One-third of patients (205/614, 33.4%) had any type of additional treatment. Chemotherapy was the most common treatment, given to 129 patients (21%) of the group. Twenty-six of the 45 (58%) patients with colorectal cancer received 3rd line therapy or beyond. Arterial therapy was used in 15% of patients with HCC, but only in 2% of the remaining patients. Surgery, ablation and stereotactic radiation were each used in less than 3% of the cohort.
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Liver-function toxicity
Table 4 demonstrates 6-month toxicity including the final labs for patients who dropped out. Grade 3 bilirubin toxicities were identified in 13.8% of patients. Both HCC (17.3%) and colorectal carcinoma (15%) had grade 3 toxicity rates that exceeded this value. Grade 3 albumin toxicities were 4.6%, again with a greater incidence in HCC (5.3%) and colorectal carcinoma (5.1%). Grade 3 ALT and AST toxicities were 4.2% and 6%, respectively. Grade 3 INR toxicity occurred in 7 patients (1.1%) within the cohort. Five of these 7 (71.4%) patients had colorectal carcinoma. The median absolute neutrophil count at 6 months was 4,300 (IQR: 3,100–6,530). Fourteen patients (2.2%) developed an absolute neutrophil count <1,500 at 6 months. No patients had an absolute neutrophil count of 500 or less. There was no statistical difference in development of significant hepatic function toxicity based on the method of dosimetry.
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Other toxicity
Other grade 3–5 toxicities are reported in Table 5. Thirty-one grade 3, nine grade 4 and 2 grade 5 events were reported. The most commonly reported toxicities were thrombocytopenia in 8 patients (1.3%) and abdominal pain in 6 patients (1.0%). Two patients (0.3%) developed gastric ulcers.
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Response
At 6 months, 499 (81.2%) patients of the original group were available for imaging follow-up. Of these patients, 483 (78.7%) had imaging within the defined response assessment time which used mRECIST or RECIST to determine response. The remaining patients (n=16, 2.6%) had positron emission scanning with or without computed tomography. Thirty-two (6.6%) of the evaluable patients had complete response, 143 (29.6%) had partial response, 150 (31.1%) had stable disease and 158 (32.5%) had progressive disease. One hundred seventy-five (36.2%) of patients had an objective response, and 325 (67.3%) of patients had disease control. Of the three most common tumor types, neuroendocrine tumor had the highest rates of objective response (61.4%) and disease control (93.2%), while HCC had the greatest percentage of complete responses (16.5%). One hundred forty-eight patients (93.6%) with progressive disease developed hepatic progression. Of this group, 111 (75%) progressed in the treatment zone while 37 (25%) progressed outside the previously treated area. Additionally, 94 patients with progressive disease (59%) developed new extrahepatic disease.
Predictive factors of group toxicity
Several factors predicted grade 3 or greater toxicity (Table 6) including increased age (P=0.046), male gender (P<0.001), primary liver cancer (P<0.001), metastatic tumor type (P<0.001), increased lung shunt percentage (P=0.004), increased delivered activity (P=0.04), bilobar compared with unilobar tumor (P=0.04), and baseline laboratory elevation compared with normal labs (P<0.001). Undergoing previous liver tumor intervention was associated with significant toxicity as well compared to treatment naïve patients (P=0.05). Previous surgery (P=0.01) specifically predicted an adverse outcome.
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At linear regression, baseline liver function toxicity (t=16.6, P<0.0001) and increased BMI (t=2.79, P=0.0056) predicted post-therapy toxicity for albumin (Table 7). Baseline liver function elevation (t=3.7, P=0.0002) and whole liver therapy (t=2, P=0.05) predicted grade 3 toxicity for bilirubin (Table 8). The significant linear regression results for ALT, AST and INR are summarized in Table 9. Notably, baseline liver function toxicity was a strong predictor of grade 3 toxicity for ALT and AST.
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Predictive Factors for the Most Common Tumors: The regression model fit for HCC (Table 10) and colorectal cancer (Table 11). Factors predicting any Grade 3 toxicity for HCC included presence of extrahepatic disease at treatment with TARE. Numerous factors predicted Grade 3 toxicity for colorectal carcinoma, including previous arterial intervention, lower prescribed activity, white race, increased BMI, presence of baseline toxicity, whole-liver therapy, and lower tumor volume.
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Discussion
The current study found that abnormal baseline function tests were the single strongest predictor of grade 3 toxicity 6 months following radioembolization. This factor correlated with grade 3 elevations of bilirubin (n=85, 13.8%) and albumin (n=28, 4.6%). Other factors, such as elevated BMI, tumor volume, or whole-liver therapy predicted post-treatment toxicity of individual lab values. However, baseline liver toxicity applied universally across this patient sample outside of INR, which had the lowest incidence of grade 3 toxicity. This group was heavily pre-treated prior to radioembolization: 40.4% of the patients received 2 or more lines of systemic therapy, 9.6% underwent resection, and 29.5% had locoregional therapies including embolization, thermal ablation or SBRT. Most patients were treated as salvage candidates: 37.6% of HCC patients had previous arterial therapy/ablation and 28.3% had gotten systemic therapy, while 32.6% of colorectal and 25% of neuroendocrine patients had received 3 or more lines of therapy at the time of referral. The lack of additional therapy in two-thirds of the patient group reinforces the end-stage nature of the treatment group, particularly given the use of maintenance systemic agents for the majority of disease types outside of neuroendocrine tumor and HCC. Despite the extensive pre-treatment and salvage status, we achieved a 36% objective response and 67% disease control rate.
Both colorectal carcinoma and HCC had Grade 3 toxicity rates above the group mean for several lab values. This finding reflects baseline hepatotoxicity from previous chemotherapy used for colorectal carcinoma and underlying cirrhosis in HCC (18-20). The 1.1% incidence of likely radiation-induced liver disease (7/614 patients) is slightly lower than the 4% rate described by Kennedy et al. (13). The data in this patient group also reinforces findings from smaller studies including that patients with lower tumor burden have an increased risk of toxicity due to a greater proportion of activity delivery to uninvolved liver (21,22). Additionally, patients who have undergone previous resection are at increased risk of toxicity as dose calculations do not accommodate for smaller organs (1). Patients with colorectal cancer had the highest resection rate in our cohort.
Grade 3 bilirubin toxicities following radioembolization range from 5–13% for breast, hepatocellular and colorectal carcinoma and up to 21% following TACE (3,22-25). Hypoalbuminemia outcomes are reported as albumin toxicity or ascites development in different studies. Reported rates of grade 3 albumin toxicity range from 5-8% for radioembolization and 0–19% for TACE for HCC (3,22,23). Increased ascites following radioembolization has been reported in 5.1% of colorectal cancer patients and 29% of breast cancer patients following radioembolization (24-26). While not all systemic therapies are hepatotoxic, it is important for the treating interventional radiologist to recognize the increased risk when patients have received such agents in combination with baseline hepatic dysfunction. Pre-existing hepatic toxicity can be exacerbated after bilobar treatments.
HCC specific outcomes
The 197 patients with HCC had a broad range of treatment prior to TARE, including embolization in 50 (25.4%), ablation in 24 (12.2%), and systemic therapy in 28 (14.2%) patients. Previous resection was performed in 8 (4.1%) patients. Twenty-eight (14%) of patients had some degree of portal vein thrombosis including 10 (5%) with main portal vein occlusion. In this cohort, patients with primary tumors had greater baseline lab abnormalities. Seventeen patients (9%) were treated with segmental TARE, with the remaining getting whole liver (n=51, 26%) or lobar (n=129, 65%) infusion. The toxicity rate increased with elevated MELD and Child-Pugh scores. Significant bilirubin and albumin toxicity developed in 34 (17.3%) and 10 (5.1%) of patients, respectively. In the whole group linear regression, Bilirubin and albumin toxicity was also associated with bilobar therapy (P=0.046) and elevated BMI (P=0.0056). In the HCC specific logistic regression, the presence of extra-hepatic disease predicted toxicity. Senthilnathan et al. reported a 28% incidence in the development of extrahepatic disease following locoregional therapy (27). Extrahepatic disease was most common patients with aggressive tumors. The subgroup of patients treated in the current study likely had similar tumor biology which could have contributed to post-treatment toxicity.
Salem et al. have described selection bias in HCC treatment with operators preferentially choosing radioembolization over chemoembolization to treat patients with advanced HCC (28). Twenty-seven percent of their group received systemic therapy, which is indicated for advanced HCC (29). In the current group, 14.3% of HCC patients also received second and third-line systemic regimens and 38.6% also underwent locoregional therapy.
Treatment naive patients have lower toxicity rates in radioembolization trials. First-line TARE in patients with intermediate to advanced HCC in the SIRveNIB and SARAH trials had a 3% grade 3 hyperbilirubinemia risk, 0.8% risk of grade 3 albumin toxicity and a 4% risk of grade 3 ascites (30,31). Conversely, combination of TARE with sorafenib increases toxicity rates. Ricke et al. reported an increase of grade 3 hyperbilirubinemia from 4.4% with sorafenib alone to 14.5% (8). In a retrospective review of 26 patients, Zhan et al. reported 2 patients (7.7%) with grade 3 bilirubin toxicity and 4 (15.4%) with grade 3 albumin/ascites toxicity when combining radioembolization with either nivolumab or combined ipilimumab/nivolumab (15). Their group included intermediate and advanced HCC and half the patients had undergone previous intervention. Based on the results of this group, future trials in HCC should focus on treatment naive patients with normal baseline lab values, especially in light of the increasing incidence of non-alcoholic steatohepatitis and if bilobar treatment is being considered (32). As prospective trials represent an idealized patient scenario, recruitment would likely mirror that of Llovet et al. where 903 patients were screened to recruit 112 patients when comparing chemoembolization, embolization and best supportive care for HCC (33).
Colorectal carcinoma
The 188 colorectal carcinoma patients had the highest resection rate in this cohort (n=29, 15.5%) and the majority of patients had received 2 (n=43, 23%) or 3 or more (61, 32.6%) lines of chemotherapy. A number of patients were treated with loco-regional therapy including ablation (n=26, 13.9%), SBRT (n=12, 6.4%) and embolization (n=14, 7.5%). There were no patients with portal vein thrombosis in this group. Significant bilirubin and albumin toxicity developed in 28 (15%) and 10 (5.3%), respectively. Colorectal carcinoma was also the most common group to develop Grade 3 INR toxicity (n=5, 2.7%). In the colorectal carcinoma specific regression, baseline hepatic toxicity, previous arterial embolization, increased body-mass index, whole-liver treatment, and lower tumor volume all predicted an increased risk of Grade 3 or greater toxicity. Of note, 3 or more lines of systemic therapy did not reach the threshold as a risk for toxicity.
Toxicity following TARE increases with more chemotherapy, especially given the hepatotoxicities associated with oxaliplatin and irinotecan (16,17). The FOXFIRE global study reported a 1% grade 3 toxicity both for bilirubin and ascites when using TARE first-line combined with oxaliplatin-based chemotherapy for colorectal cancer (9). While radioembolization was well-tolerated, the failure to increase overall survival means future trials will focus on radioembolization treatment beyond first-line therapy. Beyond second-line systemic therapy, level one evidence exists for standalone radioembolization to improve survival compared to best supportive care (34). Overall survival with systemic salvage regimens or TARE averages under one year (35,36). Over half the patients in this group required bilobar therapy so improved outcomes combining TARE and biologic, immune-, or systemic therapy should focus on patients with normal baseline liver functions (30-32).
Neuroendocrine tumor
The 56 patients with neuroendocrine tumor received a variety of pre-TARE treatments including resection (n=8, 14.3%), embolization (n=9, 16.1%), ablation (n=4, 7.1%) and SBRT (n=3, 5.4%). Additionally, 2 or 3 lines of therapy were given in 9 (16.1%) and 14 (26%) of patients. This group developed a lower rate of bilirubin and toxicity compared to HCC and colorectal cancer patients (n=2, 3.6% for both levels). The more moderate toxicity rates reflect the absence of baseline liver damage from cirrhosis or chemotherapy-associated toxicity.
Neuroendocrine tumors are undergoing an evolution in care. Approval of peptide receptor radionuclide therapy (PRRT) has led to rapid clinical integration (37). Also, since 2017, separate investigations reported a low, but demonstrable rate of chronic hepatotoxicity in neuroendocrine patients surviving several years after radioembolization (10,11). Given the availability of multiple radioactive agents to treat a group of patients with potentially prolonged survival, especially those with low-grade tumors, groups such as the North American Neuroendocrine Tumor Society are advocating caution in device selection when arterial therapy is being considered in potential future candidates for PRRT (12). Although evidence exists that patients can safely receive both therapies, this topic will require further study (14). Given the association of whole liver TARE with a low, but notable incidence of chronic toxicity, future research should focus on identifying tumor volumes/dosimetry to minimize liver toxicity (10,11).
As RESIN is an observational study, there is an inherent limitation related to potential selection bias and lack of a control arm. Objective measures of hepatic dysfunction were used to avoid variability in assessment of encephalopathy and ascites. Additionally, the mix of tumor types limits some conclusions that be made regarding dosimetry guidelines moving forward. We did not calculate tumor or pulmonary dosimetry. However, the provided activity measurements are within the Society of Interventional Radiology reporting guidelines. Sites entered data at self-monitored time points, resulting in less than 100% entry. As the data in the registry continues to mature, more focused reviews of specific tumor types will be performed. This group suffers from lead-time bias related to multiple previous treatments and the toxicity rates are almost certainly higher than in more treatment naïve patients. However, the multicenter design also reinforces that this referral pattern is common across the United States.
Conclusions
In summary, the current study demonstrates that radioembolization was well-tolerated clinically in a heavily pretreated group of patients. For primary hepatic malignancy, future clinical trials would ideally include treatment naïve patients. In patients with metastatic disease, bilobar therapy will more commonly be required. Future studies should focus primarily on baseline liver function to optimize recruitment and minimize toxicity, particularly if bilobar treatment is planned in the setting of limited tumor volume.
Acknowledgments
The authors would like to acknowledge Zachary Collins, MD; Suvranu Ganguli, MD; Christopher Grilli, DO;Shannon Peck, MD; Nabeel Akhter, MD; Charles Hennemeyer, MD; Nicholas Fidelman, MD; Marc Matrana, MD; Alexander Kim, MD; Cliff Davis, MD; Navesh Sharma, DO, PhD; Khashayar Farsad, MD, PhD; Nima Kokabi, MD; Prasoon Mohan, MD; Charles Martin, MD; Jon Davidson, MD; Gary Siskin, MD; Islam Shahin, MD; Michael Petroziello, MD; Ricky Tong, MD; James Meek, MD; Anthony Brown, MD; Robert K. Ryu, MD; Ahmed Kamel Abdel Aal, MD; and Mark Westcott, MD
Funding: This work was supported by Sirtex Medical.
Footnote
Reporting Checklist: We present the study in accordance with the STROBE reporting checklist. Available at http://dx.doi.org/10.21037/jgo-20-346
Data Sharing Statement: Available at http://dx.doi.org/10.21037/jgo-20-346
Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (Available at http://dx.doi.org/10.21037/jgo-20-346). DB receives research support from Sirtex Medical and consults for Bard and Boston Scientific outside the submitted work. JB reports personal fees from Sirtex Medical outside the submitted work. EW is a proctor for Sirtex Medical and speaker/educator for Terumo outside the submitted work. KV is a consultant Merit, Siemens, Sirtex Medical and Terumo outside the submitted work. DDS is a consultant for Medtronic and Sirtex Medical outside the submitted work. DYS is a consultant for Sirtex, Boston Scientific/BTG/Nordion, and Terumo/Quirem outside the submitted work. JG reports grants from Sirtex, during the conduct of the study. RG reports consulting and proctor fees from Sirtex, during the conduct of the study outside of the submitted work. AK has provided a webinar for Sirtex Medical and his institution has provided consulting for Sirtex Medical, outside the submitted work. The other authors have no conflicts of interest to declare.
Ethical Statement: The authors are accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved. This study (GI 1523) was approved by the institutional review board at Vanderbilt University Medical Center (IRB #150407) and at the other sites. Informed consent was obtained from all patients at each center. The study was performed in keeping with the Declaration of Helsinki (as revised in 2013).
Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/.
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