Abstract
Background/Aim: Predictors of recurrence following resection of hepatocellular carcinoma (HCC) are not fully established. This study investigated potential risk factors and prognostic scores for this situation. Patients and Methods: In 297 patients undergoing resection of HCC between 2000 and 2021, risk scores and potential additional risk factors for intrahepatic and extrahepatic recurrence were assessed. Results: Median overall survival was 48.4 months, median time to recurrence 25.1 months. The Alpha-Fetoprotein (AFP)-score differentiated between low and high-risk groups (21.8 vs. 8.3 months, p=0.001), as did the Risk Estimation of Tumor Recurrence After Transplant (RETREAT)-score (16 vs. 9 months, p=0.004) and the Clinical Risk Score (CRS) (14.9 vs. 3.9 months, p=0.002). Advanced T-stage, multiple lesions, and vessel infiltration were significantly associated with any type of recurrence, advanced T-stage, and multiple lesions with intrahepatic recurrence. Conclusion: Predictors of recurrence following resection of HCC were identified. Prognostic scores traditionally used for patients receiving liver transplantation (AFP-score, RETREAT-score, CRS) were predictive also of recurrence after resection of HCC.
Hepatocellular carcinoma (HCC) is associated with a poor prognosis and is one of the most common causes of cancer death worldwide (1). HCC accounts for approximately 75-85% of all liver malignancies (2). The overall survival largely depends on cancer stage and underlying liver function with 5-year survival estimates for all patients ranging from 10-20% (3). Curative-intent resection of the primary tumor improves 5-year-survival by up to 50% (4, 5). Liver transplantation (LT) is a potentially curative treatment option for patients with early-stage HCC due to removal of the cancer while concurrently removing the underlying liver disease. Patients who undergo LT for HCC have improved long-term outcomes with five-year overall survival (OS) rates of >70% and tumor recurrence rates of 6-18% (6-8). However, organ shortages worldwide limit transplantation.
The use of scoring systems to predict recurrence in patients with HCC has become increasingly important, with several models available to guide clinical decision-making. The vast majority of these scoring systems focus on predicting tumor recurrence after LT such as the Milan criteria, the Alpha-Fetoprotein (AFP)-score or the Risk Estimation of Tumor Recurrence After Transplant (RETREAT)-score (8-10). Very few scoring systems evaluate the risk of tumor recurrence after primary resection, such as the Clinical Risk Score (CRS) (11). As a consequence, LT recurrence scores are often used in curative-intent resection patients too in clinical routine. Several risk factors of recurrence have been identified for HCC patients such as patient-related parameters, serum markers, and histopathological factors (10-12). AFP is the strongest serum marker to measure potential microscopic residual disease and is a factor in both the AFP-score and RETREAT-score (12). Regarding histopathological parameters, the number of lesions has been repeatedly identified as a major predictor of recurrence and became part of AFP-score, RETREAT-score, and CRS (10, 11). Other major histopathological risk factors are lesion size and microvascular invasion, both of which contribute to the AFP-score, and the RETREAT-score (10, 12). The risk increases with the number of risk factors identified in individual HCC patients across all scores.
The applicability and performance of the described scores in populations of resected HCC patients remains unclear. Since robust recurrence prediction systems are needed in this patient population, evaluating the potential of available scores is warranted. This study aimed to validate and compare the performance of the recurrence prediction scores AFP-score, RETREAT-score, and CRS for HCC patients who underwent resection. Furthermore, risk factors for intrahepatic and extrahepatic recurrence will be evaluated.
Patients and Methods
Approval for the study was obtained from the Massachusetts General Hospital (MGH), Boston, USA Institutional Review Board (IRB). Patients who underwent curative intent liver resection at the MGH for HCC were identified from a prospectively maintained database. Patient data were de-identified. Patients with a confirmed diagnosis of HCC in postoperative histopathological workup were included in the study. The study period spanned from 2000 to 2021. Histopathologically-confirmed fibrolamellar HCC and cholangiocarcinoma-HCC mixed cancers were excluded from the study.
Indications for curative-intent HCC resection were the following: If LT could not be performed because HCC patients failed to meet LT eligibility criteria or due to organ shortage, primary resection was considered as an alternative potentially curative option if technically feasible and if the liver remnant function was considered of sufficient function. Macrovascular infiltration per se was not considered a contraindication to resection in this cohort. A subset of selected patients with macrovascular invasion were still considered for curative-intent resection and may have favorable outcomes as compared to systemic therapy alone. If macrovascular invasion was strictly localized and limited to segmental or second-order involvement, curative resection was discussed as a therapy option. The following patient baseline parameters were obtained: Age, sex, BMI, history and/or presence of Hepatitis B (HBV), Hepatitis C (HCV) and HIV infection, status of alcohol-related disorder, cirrhosis, Metabolic Dysfunction-associated Steatotic Liver Disease (MASLD), hypertension and Diabetes Mellitus. Liver function was evaluated by Child-Pugh classification and model for end-stage liver disease (MELD) score. Routine HBV-targeted therapy was not consistently administered to patients with an active HBV infection since the benefit of these therapies in preventing HCC recurrence remains unclear. Histopathological parameters included tumor location, number of lesions, size of lesions, extrahepatic extension of tumor infiltration, T stage, N stage, small and large vessel invasion, lympho-vascular invasion, perineural invasion, biliary invasion, presence of satellite lesions, background fibrosis, and R status (13). TNM status was defined according to the AJCC Cancer Staging Manual 8th edition (14). Milan criteria were recorded in all patients. HCC recurrence was categorized as local liver recurrence including recurrence at resection margin and extra-hepatic recurrence. Recurrence-free survival was defined as time from diagnosis to radiological or histopathological confirmed recurrence. Overall survival was defined as time from diagnosis to death of the patient.
The following HCC recurrence prediction scores were identified through an extensive literature research: The AFP-score, the RETREAT-score, and the CRS (9-11). The AFP-score is a biomarker-based scoring system used to predict the risk of HCC recurrence after LT. The AFP-model is calculated by combining points assigned to the serum AFP level, tumor size, and number of nodules (Figure 1A). An AFP-score >2 indicates a greater risk of HCC recurrence after LT (9). The RETREAT-score is a prognostic tool developed by Mehta et al. to predict the risk of HCC recurrence after liver transplantation (10). The score considers three variables: AFP level at transplantation, microvascular invasion, and the largest viable tumor diameter (Figure 1B). The RETREAT-score ranges from 0 to 8 points, with scores >3 indicating a higher risk of HCC recurrence and worse overall survival. The CRS is a prognostic scoring system used to predict the risk of recurrence after curative intent resection for HCC in patients beyond the Milan criteria (11, 15). The CRS is composed of three variables, with 1 point given for initial disease beyond Milan criteria, multinodular disease, and presence of microvascular invasion (Figure 1C). A score >2 is deemed as a high risk for recurrence. Accuracy of the scores was evaluated calculating sensitivity, positive and negative predictive value, as well as c-index. The three recurrence scores incorporate different variables, however, some variables such as AFP levels or microvascular invasion are part of more than one score. We performed an analysis of potential recurrence risk factors in the current cohort to identify the most important parameters for recurrence risk prediction after curative-intent resection for HCC patients.
For statistical analysis, IBM SPSS Statistics (Armonk, NY, USA) for Windows, Version 25.0 was used. Continuous and categorical variables were expressed as median/range and absolute/relative frequencies, respectively. Statistical testing was performed using the Chi-square test. Sensitivity, positive predictive value (PPV), and negative predictive value (NPV) were calculated. Sensitivity was calculated as the proportion of true positives out of all individuals with the condition. PPV was calculated as the proportion of true positives among all individuals who tested positive, while NPV was calculated as the proportion of true negatives among all individuals who tested negative. Median overall survival estimates were determined with the Kaplan-Meier method. The significance level was set at p<0.05 (two-sided). All confidence intervals (CI) reported are 95% confidence intervals.
Results
Baseline parameters. The study includes 310 patients undergoing liver resection for HCC. After excluding patients with fibrolamellar HCC and mixed cholangiocarcinoma-HCC, patients with incomplete baseline data, and patients lost to follow up, 297 patients remained for the study. Median age was 65 years (range=14-88 years), and 81 (27.3%) were female. The median BMI was 26.7 kg/m2 (range=16-46 kg/m2). A history or presence of HBV was noted in 65 patients (21.9%), HCV in 87 patients (29.3%), and HIV in 3 patients (1.0%). Alcohol-related disorders were recorded in 166 patients (55.9%). Median preoperative AFP level was 22.0 ng/ml. Preoperatively histologically confirmed liver cirrhosis was documented in 51 patients (17.2%), and 21 patients (7.0%) had MASLD. The median Child-Pugh Score was 5 (range=3-8) in patients diagnosed with liver cirrhosis. The median MELD-Score was 7 (range=6-22). Of the 297 patients, 125 (39.9%) were beyond Milan criteria at the time of diagnosis. Pre-resection TACE was performed in 3 (1.0%) patients. A total of 59 (19.9%) patients underwent a laparoscopic approach. Median operative time was 296 min, median estimated blood loss was 478 ml, and the Pringle maneuver was used in 20.2% of the patients (Table I and Table II).
Histopathology. The majority of HCCs were located in the left lobe (67.0 %). The median number of lesions was one, with a range from 0 to 10 lesions found within the resected specimen. In 23 (7.7%) patients, satellite lesions were identified in the resected tissue. The median size was 5 cm (range=0.7-28.3 cm). Sixteen (5.4%) patients presented with tumor stage T1a, 157 patients (52.8%) with stage T1b, 76 (25.6%) patients with stage T2, 23 (7.7%) patients with T3, and 25 (8.4%) patients with stage T4. The median distance to the resection margin for the whole cohort was 0.88 cm (range=0-8 cm). Nineteen (6.4%) patients had margin positive (R1) resections. Three patients (1.0%) had lymph node invasion (N1). Grading G1-2 was detected in 256 (86.2%) patients. Large vessel infiltration was identified in 46 (15.5%) patients, while small vessel infiltration in 86 (28.9%) patients. Perineural invasion and biliary invasion were documented in four (1.3%) patients each. Regarding histopathological workup of the background liver, 32 (10.8%) patients had fatty liver changes, 82 (27.6%) had fibrosis, and 61 (20.5%) had cirrhosis; data were missing in 22 patients (7.4%) (Table III). A total of 125 (42.1%) patients were resected in the period from 2000 and 2010. The rate of advanced T stage T3-4 was comparable between patients resected before and after 2010 (7.9% vs. 8.2%, p=0.327), as was the median number of lesions (median 1 vs. 1, p=0.564). However, there was a trend of larger tumor sizes in patients resected until 2010 (5.7 vs. 4.8, p=0.091).
Recurrence and survival estimates. HCC recurrence after liver resection was documented in 154 (51.9%) patients, with 115 (39.7%) presenting with an intrahepatic recurrence, and 39 (25.3%) with an extra-hepatic recurrence as their first site of recurrence. Recurrence at the resection margin was identified in five (1.7%) patients. Of these five patients, four had undergone a previous R1 resection. Median time to recurrence in these five patients was 57.4 months (range=27-145 months). Interestingly, the majority of R1 patients (n=19) had no recurrence at the resection margin. The most common sites of distant recurrence were pulmonary and bone metastases. Median time to recurrence was 25.1 months for the overall cohort. Median time to intrahepatic recurrence was shorter as compared to extrahepatic recurrence (16.2 vs. 130.6 months, p<0.001). Median overall survival (OS) was 48.4 months in all patients, 33.1 months in patients with intrahepatic recurrence, and 95.1 months in patients with extrahepatic recurrence (p=0.001).
Risk recurrence scores and survival estimates. For all patients, AFP-score, RETREAT-score, and CRS were calculated. Based on the AFP-score, 149 (50.2%) patients were classified as low risk (<2 points) and 148 (48.8.%) patients were considered high risk for recurrence (>2 points). Overall median survival was 96.4 months in the low-risk patients and 43.3 months in the high-risk patients (p=0.1). Recurrence-free median survival was prolonged for patients considered low-risk according to the AFP-score (21.8 vs. 8.3 months, p=0.001), Figure 2A.
Using the RETREAT-score, 171 (57.6%) patients were classified as low-risk (<3 points) and 136 (42.4%) patients as high-risk (>3 points). Both overall median survival (103.1 vs. 38.7 months, p=0.014) and recurrence-free survival (16.0 vs. 9.0 months, p=0.004) were extended in low-risk as compared to high-risk patients (Figure 2B). Utilizing the CRS, 282 (94.9%) patients had a low risk of recurrence (<2 points), while 25 (5.1%) patients were considered high-risk. Low-risk patients had prolonged recurrence-free survival as compared to high-risk patients (14.9 vs. 3.9 months, p=0.002), and an improved median overall survival of 63.2 months, compared to 27.9 months for high-risk patients (p=0.008) (Figure 2C).
Comparing performance of HCC recurrence risk scores. Additional analyses were performed to determine the accuracy of predicting an actual tumor recurrence using the AFP-score, RETREAT-score, and CRS. Sensitivity (S), positive predictive value (PPV), and negative predictive values (NPV) were calculated for tumor recurrence. Tumor recurrence occurred in 70 (55.5%) patients considered low-risk in the AFP model and in 84 (54.4%) patients considered high-risk (S 58%, PPV 57%, NPV 53%, p=0.1, c-index=0.57). Therefore, overall accuracy of the AFP-score in predicting the event of recurrence was low. Regarding the RETREAT-score, 79 (51.3) low-risk patients and 75 (48.7%) high-risk RETREAT patients experienced an HCC recurrence. No HCC recurrence was seen in 87 (60.8%) low-risk patients and in 56 (39.2%) patients deemed high-risk (S 52%, PPV 57%, NPV 52% p=0.1, c-index=0.61). Similar to the AFP-score, accuracy in predicting the event of tumor recurrence was low. Using the CRS, tumor recurrence was reported in 137 (89%) low-risk patients and in 17 (11.0%) high-risk patients, while no recurrence was identified in 136 (95.1%) low-risk patients and 7 (4.9%) high-risk patients (S=12%, PPV=71%, NPV=50%, p=0.05, c-index=0.62) (Table IV). Unfortunately, the CRS had also a low accuracy in predicting tumor recurrence.
Predictors of tumor recurrence in resected HCC. Potential predictors of tumor recurrence in resected HCC were evaluated in our cohort. T stage 3-4 (p=0.001), multiple lesions (p=0.009), large vessel infiltration (p=0.01), and small vessel infiltration (p=0.04) were associated with tumor recurrence (Table V). Patients with T stage 3-4 had a 98.6% risk of developing tumor recurrence, those with multiple lesions had a 69.2% risk, those with large vessel infiltration a 69.6% risk, and those with small vessel infiltration a 61.2% risk of developing tumor recurrence. Patients with more than one of these four factors had a higher risk of recurrence as compared to those with an isolated risk factor. The highest risk was associated with T stage and multiple lesions. If patients had both risk factors (n=16), the risk for recurrence was 99.1%. All patients who had all identified risk factors (n=10) had a 100% recurrence rate.
Predictors of intra- versus extrahepatic recurrence in resected HCC. Potential predictors of intra- as compared to extrahepatic tumor recurrence in resected HCC were evaluated in our cohort. T stage 2-4 (p=0.003) and multiple lesions (p=0.04) were associated with tumor recurrence (Table VI). Patients with T stage 3-4 had a 98.6% risk of developing recurrence, and 91.2% had intrahepatic tumor recurrence, as compared to 8.8% developing extrahepatic recurrence. Those with multiple lesions had a 69.2% risk of developing recurrence, and 57.6% had an intrahepatic recurrence as compared to 11.5% with extrahepatic recurrence. Median time to intrahepatic recurrence was shorter as compared to extrahepatic recurrence (16.2 vs. 130.6 months, p<0.001). Median time to intrahepatic recurrence was even shorter in patients with T3-4 tumors (3.1 months), multiple lesions (5.3 months), and microvascular invasion (5.2 months). If patients were tumor-free for 12 months (n=138), a total of 59 (42.8%) still developed recurrence after the 12 months interval. In total, 43 (82.6%) of these patients had an intrahepatic recurrence. If patients were tumor-free for 24 months (n=112), a total of 35 patients (31.3%) still developed recurrence after the 24 months interval. Additionally, 22 (62.8%) of these patients had an intrahepatic recurrence.
Discussion
The current study evaluated the performance of three commonly used HCC recurrence risk scores in the population of patients with resected HCC. Our results demonstrate that the well-known HCC risk recurrence scores AFP-model, RETREAT, and CRS perform well at differentiating patients with short versus long time intervals to tumor recurrence. In identifying patients who will experience tumor recurrence as opposed to those who will not, the accuracy of all scores remained very low. Instead, surrogates of loco-regional tumor invasion such as T stage, number of lesions, and small and large vessel infiltration were associated with tumor recurrence after HCC resection.
Since the Milan criteria were first introduced in 1996, they have remained the most widely used criteria for selecting HCC patients for LT, as they stratify patients according to their risk of tumor recurrence (8). However, more recently, the Milan criteria have been criticized for being too stringent and inappropriately limiting access to LT (11). Several alternative risk prediction models have been established to stratify the risk of recurrence in HCC patients potentially eligible for LT (6, 9, 10, 16). Multiple of these studies succeeded in demonstrating that OS and recurrence-free survival after LT were not impaired if eligibility criteria were extended for larger tumor sizes (6, 16).
Since LT is the most favorable curative-intent treatment for HCC, most recurrence scores focus on OS and recurrence-free survival after LT. Scores, however, are heavily dependent on the ethnicity of the underlying cohorts since aspects of HCC tumor biology vary largely between different regions of the world, most considerably between Asia and Western countries (5). More recent scores such as the AFP-score and the RETREAT-score take into account additional variables such as serum AFP levels and microvascular invasion or size of the largest nodule (8, 9, 17). Current studies demonstrate that novel scoring systems such as the AFP-score even outperform the MILAN criteria in predicting OS and recurrence-free survival after LT (12, 17).
Primary resection is considered as an alternative potentially curative option if technically feasible and the liver remnant function is considered sufficient. However, as in other cohorts, the rate of advanced liver disease was high in our cohort, with high MELD scores in a large proportion of patients, and background fibrosis or cirrhosis present in 48.2% of patients. Balancing liver function and oncological radicality remains a challenge in cirrhotic HCC patients. Global 5-year recurrence free and OS rates are 56.2% and 35.2% after HCC resection (5). Long-term outcomes, recurrence rates and potential recurrence risk factors are largely understudied in patients undergoing primary resection for HCC. Only few studies have evaluated risk predictors of recurrence in resected HCC patients to date (11, 18).
In the current study, we aimed to assess the accuracy of recurrence risk scores derived from Western populations in predicting time to recurrence and the event of recurrence in HCC patients after resection. The AFP-score and the RETREAT-score were developed to predict recurrence in LT patients, while the CRS is dedicated to predicting recurrence after resection of an HCC. All scores performed well in differentiating between short- and long-term recurrence-free survival. However, none of the scores was able to predict whether or not tumor recurrence would occur. Baseline and histopathological parameters that determine long-term outcomes after LT are supposedly different from those for primary resection. However, the CRS dedicated to patients who underwent resection of their HCC performed poorly. Only 5.1% of the patients in our cohort were classified as high-risk for recurrence based on the CRS; however, 51.9% of the patients recurred. Therefore, this score did not withstand external validation in our cohort and criteria seem too strict to identify a large proportion of HCC resection patients at risk for recurrence.
The three scores incorporated different variables and it is unclear whether all of these variables are of equal importance in HCC patients with curative-intent resection. In order to find predictors of actual tumor recurrence after HCC resection, we screened for potential preoperative and histopathological variables in our patient cohort. Formerly established risk factors, such as HCV, HBV or underlying cirrhosis (19, 20) failed to impact current recurrence rates most likely because antiviral therapy has become widely available in the United States. Interestingly, parameters associated with an increased risk of tumor recurrence were all surrogate markers of loco-regional tumor spread: Advanced T stage, multiple concurrent lesions, and small and large vessel invasion. The fact that T stage, but not tumor size, was a predictor of tumor recurrence suggests that factors, such as vessel infiltration and multiple disease foci, as incorporated in the 8th AJCC staging system T stage classification, are probably more important in triggering tumor recurrence than tumor size alone. HCCs with these features of loco-regional spread may be less amenable to curative local resection, and would benefit from LT, especially since patients recurred intrahepatically more often than extrahepatically. Furthermore, we found a higher risk of intrahepatic as compared to extrahepatic recurrence in patients with advanced T stage 3-4 and multiple lesions. These patients at high risk of intrahepatic recurrence, may fare better with LT than resection to avoid early intrahepatic recurrence after resection. Notably, the location of the tumor recurrence was rarely at the resection margin (3.2%), but rather in the liver remnant. This finding was confirmed in another recent study by Tsilimigras et al. evaluating 756 patients who underwent HCC resection. The study found that intrahepatic recurrence occurred in more than 70% of patients, compared to less than 30% for extrahepatic recurrences (21).
Few other studies aimed to identify predictors of HCC tumor recurrence, specifically after primary resection. Ivanics et al. developed a dynamic recurrence model for different stages of primary recurrence and sequential recurrences after resection for HCC in 486 patients (18). The most important determinants of recurrence included tumor size, satellite lesions, and small vessel invasion. Small and large vessel invasion was also identified as an important recurrence predictor in other HCC resection cohorts (20, 22). Xu et al. identified both small and large vessel invasion as risk factors of intrahepatic recurrence after HCC resection in 734 patients from China. Further predictors were cirrhosis, multiple tumors, satellite nodules, and tumor size greater than 5 cm (22). Another study, however, found that large but not small vessel invasion is a predictor of disease-specific survival in a cohort of 103 patients and two large validation cohorts (23). Importantly, small vessel invasion is prone to interrater variability and large registry cohorts in particular may not be consistent in the evaluations of this parameter. At the Massachusetts General Hospital, histopathological parameters were reviewed by the same specialized liver pathologists over the years relying on standardized criteria. Further studies from high volume centers with consistent pathologic review may demonstrate that both small vessel invasion and large vessel invasion are predictors of recurrence after HCC resection.
Our study identified multiple predictors of recurrence after curative-intent resection for HCC. A novel scoring system could unfortunately not be identified due to the limitation in patient numbers. However, the predictors of tumor recurrence identified in our study can help to guide HCC therapy decision making. Among the predictors in our study, T stage, large vessel infiltration, and multiple tumor lesions can be evaluated preoperatively by radiological imaging. Contrast-enhanced multidetector computed tomography (MDCT) or magnetic resonance imaging (MRI) can identify local invasion, and recent studies are developing artificial intelligence-based image processing and machine-learning feature extraction in order to identify surgically relevant HCC characteristics (24, 25). With this preoperative information, we may be able to better guide patients to resection rather than transplantation. Identifying predictors of recurrence preoperatively may aid in clinical decision making for HCC patients. If predictors of HCC recurrence after resection are absent, primary resection may be curative. In patients with one or more predictors of tumor recurrence, we suggest vigilant post-operative follow-up for detection of early recurrence. Additional recurrence detection strategies, such as regular measurements of AFP, des-γ-carboxy-prothrombin (DCP) or novel liquid biopsy approaches with circulating tumor DNA should also be considered. Overall recurrence rates of HCC remain high, and multiple attempts to prevent recurrence such as adjuvant therapy have yielded conflicting results. While HBV-targeted therapy in LT patients has been proven to reduce post-LT recurrence rates, its role in curative-intent resection remains unclear (26). Adjuvant therapy such as sorafenib have yielded discouraging results in prospective settings, and no superior alternative substance is currently available (27, 28). Identifying effective adjuvant therapies remains one of the challenging goals in curative-intent resection of HCC.
Limitations of this study include its retrospective nature and that it is a cohort from a single institution with institutional selection biases and regional transplantation constraints. Due to sample size limitations, subgroup analyses of score performance in different HCC stages were not feasible. As a limitation of this retrospective study, information on pre-resection TARE or drug therapy was not available. Furthermore, the median tumor distance to the resection margin was relatively small, at 0.88 cm. This corresponds with the rate of background fibrosis or cirrhosis of the liver, which was 48.2%. Balancing radical oncological resection and preservation of liver function can be particularly challenging in patients with liver fibrosis or cirrhosis. However, smaller resection margin distance failed to translate into high local recurrence rates (1.7%).
Conclusion
In summary, the AFP-model, RETREAT-score, and CRS similarly differentiate time to recurrence in HCC patients with curative-intent resection. Surrogates of loco-regional tumor spread including advanced tumor stage, multiple lesions, and vascular invasion are associated with a high risk of recurrence, with the majority of patients presenting with intrahepatic recurrence as their first site of cancer relapse. Patients at high risk of intrahepatic recurrence may obtain the largest benefit from liver transplantation, while those with a high risk of extrahepatic recurrence may benefit from resection and systemic therapy.
Acknowledgements
The Authors thank all patients and surgeons who participated in the study.
Footnotes
Authors’ Contributions
Conceptualization: L.B., N.P., M.N., and C.R.F; Acquisition of data: N.P., L.B., M.N., S.A., M.V., M.Q., J.D., D.R., N.E., L.A.D., K.T.T., J.F., V.D., O.C., C.R.F.; Formal analysis and interpretation of the data, methodology: N.P., L.B., U.F.W., T.K., M.N., S.A., M.V., M.Q., N.E., L.A.D., K.T.T., J.F., V.D., O.C., C.R.F.; writing—original draft preparation, N.P., L.B., C.R.F.; Revising the manuscript for intellectual content—review and editing: M.N., S.A., U.F.W., T.K., M.V., M.Q., J.D., D.R., N.E., L.AD., K.T.T., J.F., V.D., O.C.; Approval of the final version to be published: N.P., L.B., M.N., S.A., M.V., M.Q., N.E., J.D., D.R., U.F. W., T.K., L.A.D., K.T.T., J.F., V.D., O.C., and C.R.F.; All Authors have read and agreed to the published version of the manuscript.
Funding
Louisa Bolm received a grant from the German Research Foundation (DFG): BO-5659.
Conflicts of Interest
The Authors declare no conflicts of interest in relation to this study.
- Received November 12, 2024.
- Revision received November 22, 2024.
- Accepted November 27, 2024.
- Copyright © 2025 International Institute of Anticancer Research (Dr. George J. Delinasios), All rights reserved.
This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY-NC-ND) 4.0 international license (https://creativecommons.org/licenses/by-nc-nd/4.0).