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Diagnostic performance and prognostic value of preoperative 18F-FDG PET/CT in renal cell carcinoma patients with venous tumor thrombus

Cancer Imaging volume 22, Article number: 65 (2022) Cite this article

Abstract

Background

To observe the diagnostic efficacy of preoperative fluorine-18 fluorodeoxyglucose (18F-FDG) positron emission tomography/computed tomography (PET/CT) upon venous tumor thrombus (VTT) in patients with renal cell carcinoma (RCC), and investigate the prognostic value of imaging parameters integrated with clinicopathological characteristics in patients with VTT after nephrectomy with tumor thrombectomy.

Methods

Patients with newly diagnosed RCC who underwent 18F-FDG PET/CT were reviewed retrospectively. The diagnostic efficacy of 18F-FDG PET/CT in VTT was analyzed. Logistic regression analysis was carried out to identify the clinical variables and PET/CT variables (including maximum standardized uptake value (SUVmax) of primary tumor, VTT SUVmax and primary tumor size) for differentiating early VTT (Mayo 0-II) from advanced VTT (Mayo III-IV). Cox proportional hazard analyses were used to evaluate clinicopathological factors and PET/CT factors (including distant metastasis, primary tumor SUVmax, VTT SUVmax and primary tumor size) for disease-free survival (DFS) in patients with VTT after operation.

Results

A total of 174 eligible patients were included in this study, including 114 men (65.5%) and 60 women (34.5%), with a median age of 58 years (range, 16–81 years). The distribution of pathological tumor stage (T stage) was 56 (T1), 17 (T2), 95 (T3), and 6 cases (T4), respectively. According to WHO/ISUP grade, except for 4 cases of chromophobe cell RCC, there were 14 patients (8.0%) of grade 1, 59 patients (33.9%) of grade 2, 74 patients (42.5%) of grade 3 and 23 patients (13.2%) of grade 4. The median maximum diameter of the primary tumor on PET/CT was 7.3 cm (5.0–9.5 cm). The distal metastasis was observed in 46 patients (26.4%). Sixty-one cases (35.1%) were confirmed with VTT by pathology. The sensitivity, specificity, accuracy, positive predictive value, and negative predictive value of 18F-FDG PET/CT imaging were 96.7, 99.1, 98.3, 98.3, and 98.2%, in detecting VTT, respectively, and 70.0, 100.0, 94.9, 100.0, and 94.2%, in evaluating the level of VTT, respectively. Elevated VTT SUVmax (≥5.20) could significantly distinguish the early VTT group and advanced VTT group (P = 0.010). In the prognosis analysis, elevated VTT SUVmax (≥4.30) (P = 0.018, HR 3.123, 95% CI 1.212–8.044) and distant metastasis (P = 0.013, HR 3.344, 95% CI 1.293–8.649) were significantly independent predictors for DFS.

Conclusion

Preoperative 18F-FDG PET/CT has a high diagnostic efficacy in detecting VTT and evaluating its level in RCC patients. Those patients with elevated VTT SUVmax should be carefully monitored to detect the possibility of disease progression after operation.

Background

Approximately 4–10% of patients with renal cell carcinoma (RCC) have venous tumor thrombus (VTT), which is one of the significant adverse prognostic factors [1]. Nephrectomy with tumor thrombectomy is suggested as the most common management for RCC patients with VTT, with the 5-year survival rate reaching up to 57–72% [2, 3]. VTT above hepatic veins (Mayo III-IV) is likely to require cardiac surgeons to operate with cardiopulmonary bypass or venovenous bypass on the same stage [4]. Therefore, according to differences in surgical procedure, VTT is recommended to be divided into early VTT (Mayo 0-II) and advanced VTT (Mayo III-IV) [5,6,7,8,9]. Since the presence of VTT and its level may affect the formulation of treatment strategies [10], it is vitally important to accurately diagnose VTT and evaluate its level prior to surgery.

Currently, magnetic resonance imaging (MRI) or contrast-enhanced computed tomography (CECT) is widely used in the preoperative evaluation of venous thrombi [11, 12]. In comparison with MRI and CECT, fluorine-18 fluorodeoxyglucose (18F-FDG) positron emission tomography/computed tomography (PET/CT), as a systemic functional molecular imaging method, can not only virtually cover the region of VTT but also have obvious advantages in differentiating the benign and malignant thrombus from the glucose metabolic perspective [13].

VTT is mainly composed of malignant tumor cells and presents an increased uptake of 18F-FDG compared with benign thrombus (BT) that consists of platelets, fibrin mesh, and macrophages [14]. Sharma, P et al. proposed that the maximum standardized uptake value (SUVmax) of VTT was significantly higher than that of BT in a variety of malignant tumors, including hepatocellular carcinoma (HCC), non-Hodgkin’s lymphoma, and RCC [14]. Additionally, our previous study demonstrated that the presence of VTT and elevated SUVmax of primary lesion from preoperative 18F-FDG PET/CT can effectively distinguish high World Health Organization/International Society of Urological Pathology (WHO/ISUP) grade of clear cell renal cell carcinoma (ccRCC) [15]. But to the best of our knowledge, reports are lacking in the diagnostic performance and prognostic value of preoperative 18F-FDG PET/CT in RCC patients with VTT.

In this study, we tried to observe the diagnostic efficacy of preoperative 18F-FDG PET/CT upon VTT in patients with RCC, and investigate the prognostic value of imaging parameters integrated with clinicopathological characteristics in patients with VTT after nephrectomy with tumor thrombectomy.

Material and methods

Patient characteristics

For patients with renal tumors who were highly suspected of distant metastasis, 18F-FDG PET/CT would be performed for a systemic oncological assessment in our hospital. The electronic medical records of consecutive RCC patients who underwent 18F-FDG PET/CT examination prior to surgery from March 2014 to August 2021 were retrospectively reviewed.

The inclusion criteria were as follows [15,16,17]: (1) newly diagnosed RCC by primary tumor pathological analyses, (2) radical nephrectomy or combined with tumor thrombectomy (for patients with VTT) performed at our hospital, and (3) 18F-FDG PET/CT performed before operation and systematic treatment initiation. The additional inclusion criterion for prognosis analysis was available follow-up data for more than 6 months after operation for the patients without disease progression. The additional exclusion criteria for prognosis analysis were as follows: (1) patients with false-negative diagnosis of presence of VTT in 18F-FDG PET/CT imaging, (2) patients with histological subtype of non-ccRCC, (3) patients with presence of other combined primary malignancy or a history of malignancy including RCC, and (4) patients with bilateral synchronous RCC. The flow diagram of the inclusion and exclusion of patients is presented in Fig. 1.

Fig. 1
figure 1

The flow diagram about the inclusion and exclusion of patients

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The documented clinicopathological parameters included age, gender, blood glucose, body mass index (BMI), symptoms, histological subtype, and WHO/ISUP grade. Patients with hematuria, abdominal mass, abdominal distension, abdominal/waist/back pain, nausea, fatigue, fever, weight loss, and metastasis as first symptoms (including cough, sputum with blood, bone pain, and so on) were considered symptomatic [18, 19]. The presence or absence of VTT was determined by experienced genitourinary pathologists. Based on the Mayo clinic classification system, the levels of VTT were classified into early VTT group (Mayo 0-II) and advanced group (Mayo III-IV), and confirmed by experienced senior urologists according to intraoperative findings.

Patient records were anonymized and deidentified before analysis. The retrospective data collection and analysis procedures were approved by the Ethics Committee of our hospital, waiving the need for written informed consent.

Imaging analysis of 18F-FDG PET/CT

As described in our previous studies [15], preoperative 18F-FDG PET/CT images were acquired. Two experienced senior nuclear medicine physicians, who were unaware of the patients’ information, evaluated the images independently. If they came to different viewpoints, the third blinded senior nuclear medicine physician would evaluate the image to reach a consensus.

Referring to our previous studies [15], according to the PET/CT images, with reference to contrast-enhanced CT or MRI if necessary, we measured the primary tumor SUVmax by carefully delineating a volume of interest (VOI). The VOI was carefully put on the primary lesion to encompass the tumor as much as possible with the minimum physiological activity of the renal calyces. VTT was diagnosed according to the abnormal accumulation of 18F-FDG in the renal vein or inferior vena cava, which was higher than that in the abdominal aorta at the same level. A region of interest (ROI) was outlined for measuring the SUVmax of VTT [20]. The tumor size was expressed as the maximum diameter line of the primary tumor on PET/CT. The regional lymph node and/or distant metastases were evaluated in line with the eighth edition of the American Joint Committee on Cancer (AJCC) TNM staging system [8].

Follow up and clinical endpoint

As depicted previously [17], follow-up surveillance after surgery included abdomen ultrasonography or abdomen CT, chest X-ray, and laboratory data, which were regularly collected every 3 months for the first 2 years, then every 6 months until the fifth year, and annually afterward. Disease-free survival (DFS) was defined as the date from operation to recurrence and/or metastasis proven by radiology or pathology, death of any cause, or censored at the last follow-up [17]. Recurrence was defined as locoregional recurrence or progression of the initial distant metastases according to the Response Evaluation Criteria in Solid Tumor (RECIST) guideline (version 1.1) [16].

Statistical analysis

The diagnostic efficacy of 18F-FDG PET/CT for VTT and its level was expressed as sensitivity, specificity, accuracy, positive predictive value (PPV), and negative predictive value (NPV). The kappa test was employed to estimate the consistency between imaging results and pathologically or clinically confirmed results for the presence or level of VTT, respectively.

Continuous variables were shown as the mean ± SD or medians (first quartile-third quartile, Q1-Q3), and categorical variables were shown as numbers (percentages). Student’s t test was used to compare the age, BMI and primary tumor size between the advanced VTT group and early VTT group. Mann–Whitney 𝑈 test was used to compare primary tumor SUVmax and VTT SUVmax between the advanced VTT group and early VTT group, and was used to compare VTT SUVmax between different groups divided by histological subtype, WHO/ISUP grade, level of VTT and distant metastasis. Fisher’s exact test was used to compare the gender and symptoms between advanced VTT group and early VTT group. Receiver operating characteristic (ROC) curves were generated for the optimal cutoff value and area under the curve (AUC) for the continuous variables of primary tumor size and SUVmax. Spearman rank correlation test was used to confirm the linear correlation between VTT SUVmax and primary tumor SUVmax.

Univariate logistic regression analysis was carried out to identify the variables associated with early VTT and advanced VTT. The continuous variables were dichotomized into disease-free and disease-progression groups, using the cutoff values by the receiver operating characteristic (ROC) curve analysis. Univariate and multivariate Cox proportional hazard analyses were used to evaluate potential prognostic factors for DFS, and the hazard ratios (HR) and 95% confidence intervals (CI) of the predictors were acquired. Survival analysis was assessed by Kaplan-Meier curves, and the log-rank test was employed to compare the survival rates.

Statistical analyses were executed using SPSS 26.0 software (SPSS Software Inc., Chicago, IL, USA) and GraphPad Prism 8.0 software (GraphPad Software Inc., La Jolla, CA, USA). P < 0.05 were deemed statistically significant.

Results

General characteristics

As shown in Table 1, one hundred and seventy-four patients with newly diagnosed RCC were included in this study, including 114 men (65.5%) and 60 women (34.5%), with a median age of 58 years (range 16–81 years). The distribution of pathological tumor stage (T stage) included 56 cases (32.2%) of T1, 17 cases (9.8%) of T2, 95 cases (54.6%) of T3, 6 cases (3.4%) of T4. For histological subtypes, 137 cases (78.7%) were ccRCC, and 37 cases (21.3%) were non-ccRCC. According to WHO/ISUP grade, except for 4 cases of chromophobe cell RCC, there were 14 patients (8.0%) of grade 1, 59 patients (33.9%) of grade 2, 74 patients (42.5%) of grade 3 and 23 patients (13.2%) of grade 4. The median maximum diameter of the primary tumor on PET/CT was 7.3 cm (5.0–9.5 cm). The distal metastasis was observed in 46 patients (26.4%).

Table 1 General characteristics of RCC patients
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Thirty-six ccRCC patients were included for prognostic analysis, including 29 males (80.6%) and 7 females (19.4%), with a median age of 57 years (50–66 years). The median follow-up time was 13.6 months (range: 1.3–74.1 months), and the median progression time was 27.5 months. Sixteen patients experienced tumor progression, and two patients died, accounting for 50.0% of the total cases. Nine patients (25.0%) received adjuvant therapy after the operation.

Diagnostic value of 18F-FDG PET/CT imaging for VTT and its level

Among the 174 enrolled patients, the number of cases with VTT confirmed by pathology was 61 (35.1%). The diagnostic performance of 18F-FDG PET/CT imaging on the presence of VTT are shown in Table 2. The sensitivity, specificity, accuracy, PPV, and NPV were 96.7, 99.1, 98.3, 98.3, and 98.2%, respectively. Kappa value between PET/CT and clinically confirmed results was 0.962 in diagnosing the presence of VTT. One false-positive case showed mild widening of renal vein and slight accumulation of 18F-FDG, and two false-negative cases due to the too tiny VTT to be found.

Table 2 Diagnostic value of 18F-FDG PET/CT in the presence of VTT
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As shown in Table 3, the diagnostic value of 18F-FDG PET/CT imaging for the level of VTT (early VTT or advanced VTT) was further analyzed in 59 true-positive cases with VTT, including 49 early VTT and 10 advanced VTT. The sensitivity, specificity, accuracy, PPV, and NPV were 70.0, 100.0, 94.9, 100.0, and 94.2%, respectively. Kappa value between PET/CT and clinically confirmed results was 0.795 in diagnosing the level of VTT. The typical cases are shown in Fig. 2.

Table 3 Diagnostic value of 18F-FDG PET/CT in the level of VTT
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Fig. 2
figure 2

a Images in a 57-year-old male with ccRCC demonstrate left renal vein tumor thrombus (red arrows), with VTT SUVmax of 4.5 (left image: anterior maximum intensity projection image obtained at 18F-FDG PET; right upper image: axial contrast-enhanced MRI image; right middle image: axial contrast-enhanced CT image; right lower image: axial fused PET/CT image). b Images in a 55 year-old male with ccRCC demonstrate left renal vein tumor thrombus (red arrow), inferior vena cava tumor thrombus (blue arrow), and tumor thrombus in the right atrium (green arrows), with VTT SUVmax of 5.7 (left image: anterior maximum intensity projection image obtained at 18F-FDG PET; right upper image: axial contrast-enhanced MRI image; right middle image: axial contrast-enhanced CT image; right lower image: axial fused PET/CT image)

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Correlations of PET/CT parameters and clinical characteristics with the level of VTT

The characteristics of 59 true-positive cases with VTT are summarized in Table 4. In univariate logistic regression analysis, VTT SUVmax was the only factor that could dramatically distinguish early VTT from advanced VTT (P = 0.010, HR 1.336, 95% CI 1.073–1.664). In the ROC curve analysis, the cutoff value of VTT SUVmax to differentiate the early VTT group and advanced VTT group was 5.20, with a sensitivity of 90.0% and specificity of 75.5% (P = 0.002, AUC = 0.820).

Table 4 Correlations of 18F-FDG PET/CT parameters and clinical characteristics with the level of VTT
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Correlations of VTT SUVmax with clinicopathological characteristics and other PET/CT parameters

As presented in Fig. 3, VTT SUVmax was markedly higher in patients with non-ccRCC (P = 0.004), WHO/ISUP grade 3/4 (P = 0.001), and advanced VTT (P < 0.001), but had no remarkable difference between the metastasis and non-metastasis groups (P = 0.852). A significant linear correlation was found between VTT SUVmax and primary tumor SUVmax (P < 0.001, r = 0.667).

Fig. 3
figure 3

Comparisons of VTT SUVmax between subtypes of histological subtype (a), WHO/ISUP grade (b), level of VTT (c) and distant metastasis (d), and correlation with primary tumor SUVmax (e), respectively

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Prognostic factor analysis

Considering the differences in prognosis of various histological subtypes [21,22,23], only ccRCC patients with VTT were enrolled in prognostic analysis. As determined by ROC curves, the cutoff value of primary tumor SUVmax to predict DFS was 4.45, with a sensitivity of 77.8% and specificity of 55.6%, and that of VTT SUVmax was 4.30, with a sensitivity of 44.4% and specificity of 83.3%. The cutoff value for primary tumor size was 8.65 cm determined by median. The results of univariate and multivariate Cox proportional hazards analysis are shown in Table 5.

Table 5 Cox proportional hazards analysis for disease-free survival of ccRCC patients with VTT after nephrectomy and thrombectomy
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Elevated VTT SUVmax (P = 0.018, HR 3.123, 95% CI 1.212–8.044) and distant metastasis (P = 0.013, HR 3.344, 95% CI 1.293–8.649) from 18F-FDG PET/CT were found to be independent predictors for DFS. Kaplan-Meier survival curves showed that in ccRCC patients with VTT, those accompanied with elevated VTT SUVmax (≥4.30) (P = 0.012) and distant metastasis (P = 0.008) had more unfavorable DFS than their counterparts (Fig. 4). The typical cases are shown in Fig. 5.

Fig. 4
figure 4

Kaplan-Meier survival curves analyses for DFS between the groups categorized according to VTT SUVmax (a) and distant metastasis (b)

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Fig. 5
figure 5

a Images in a 44-year-old male with ccRCC demonstrate the primary lesion in the left kidney (red arrows) with SUVmax of 3.0, WHO/ISUP grade 2, and left renal vein tumor thrombus (purple arrows) with SUVmax of 2.6 (left image: anterior maximum intensity projection image obtained at 18F-FDG PET; right upper image: axial fused PET/CT image of primary lesion; right middle image: axial fused PET/CT image of renal vein tumor thrombus; right lower image: H&E result of primary lesion). No distant metastasis was identified. The patient remained in the state of disease-free survival after the radical nephrectomy with tumor thrombectomy with a follow-up of 29 months. b Images in a 64-year-old male with ccRCC demonstrate the primary lesion in the left kidney (red arrows) with SUVmax of 12.1, WHO/ISUP grade 3, and vein tumor thrombus above hepatic veins (purple and green arrows) with SUVmax of 11.5 (left image: anterior maximum intensity projection image obtained at 18F-FDG PET; right upper image: axial fused PET/CT image of primary lesion; right middle image: axial fused PET/CT image of vein tumor thrombus; right lower image: H&E result of primary lesion). Left lumbar vein tumor thrombus was also observed. The patient progressed after the radical nephrectomy and removal of inferior vena cava thrombus with a follow-up of 3 months

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Discussion

Accurate diagnosis of VTT and preoperative evaluation of its level directly affect the formulation of treatment strategy and even the preparation of multidisciplinary surgical team cooperation [10]. VTT might be effectively evaluated by comprehensive information from 18F-FDG PET/CT, including abnormal morphology and increased glucose metabolism in the vein. However, the diagnostic performance and prognostic value of 18F-FDG PET/CT in RCC patients with VTT are not well known.

In our study, 18F-FDG PET/CT presented well in sensitivity, specificity, and accuracy. One false-positive case showed mild widening of renal vein and slight accumulation of 18F-FDG, which might be caused by inflammatory changes of renal veins [24]. As for the two false-negative cases, the pathological analysis showed the VTTs were too tiny, so the VTT were quite hard to be found in 18F-FDG PET/CT images. Furthermore, three cases of advanced VTT were mistaken as early VTT in 18F-FDG PET/CT images because FDG uptake of VTT section above hepatic vein was inapparent. In addition, the previous research demonstrated that the 18F-FDG PET/CT showed satisfying performance in grading VTT, although it was less effective than contrast enhanced MRI [25].

The preoperative characterization of VTT includes evaluating its level, which will affect the choice of surgical method. We found that VTT SUVmax (≥5.20), but not primary tumor SUVmax, was a significant predictive factor for differentiating advanced VTT from early VTT. We speculated that the rapid extension of VTT requires more glucose as energy, resulting in high uptake of 18F-FDG. Although VTT is most commonly seen in solid tumors adjacent to large veins, such as RCC or HCC, its pathophysiology remains poorly understood. Wang X et al. proposed that the tumor thrombosis process was a predetermined event that might be associated with genetic mutations of BAP1 or SETD2 in primary tumors [26]. Interestingly, we demonstrated that the FDG uptake of VTT was higher in cases with non-ccRCC subtypes, WHO/ISUP grade 3/4, and advanced VTT. Moreover, there was a significant linear correlation between VTT SUVmax and primary tumor SUVmax. The conglomerates of these findings suggested that the higher glucose metabolic activity of VTT may reflect the more aggressive characteristics of RCC.

With respect to the prognosis of ccRCC patients with VTT after surgery, we indicated that elevated VTT SUVmax and distant metastasis from 18F-FDG PET/CT were the reliable parameters for DFS in both the univariate and multivariate Cox analyses. One characteristic of ccRCC is its propensity to invade the renal vein or inferior vena cava, which results in the formation of VTT. Previous studies mainly focused on the prognostic value of the existence of VTT in RCC patients, and the conclusions were inconsistent [16, 27, 28]. Our study clarified that VTT SUVmax rather than primary tumor SUVmax was an independent prognostic factor for ccRCC patients with VTT after operation, which may be explained that the glucose metabolic behavior of VTT has a great impact on the prognosis in these patients. As another prognostic factor shown in this study, distant metastasis has also been confirmed as an independent prognostic factor in untreated RCC patients with VTT [29] and postoperative RCC patients with VTT [5, 30]. Whether the level of VTT could be a prognostic predictor in RCC patients with VTT remains controversial [5, 31,32,33]. Our results elucidated that there was no significant difference in postoperative prognosis between advanced VTT group and early VTT group.

As for WHO/ISUP grade, it was significant in univariate cox proportional hazards analysis, but was not sufficient to predict DFS independently in the multivariate Cox analysis here. The possible reason might be that when the WHO/ISUP grade was incorporated in the current research, its predictive weight was weakened by VTT SUVmax and distant metastasis with more value on prognosis. Besides, the tumor size is critical for patients with T stage of T2 or below. However, the presence of VTT was a landmark for T3 or above, and the tumor size was not a determinant of T stage for T3 or above patients. Therefore, compared to distant metastasis and VTT SUVmax, tumor size may not be a critical prognostic factor for such relatively advanced stage patients.

Admittedly, there are several important considerations in our research. First of all, this is a retrospective and single-center study, especially the small sample size in the prognostic analysis cohort, so inherent biases are inevitable. A prospective study should be designed in a larger population or in multicenter cohorts to validate the reliability of our findings. Second, in addition to evaluating the level of VTT, whether VTT invades or adheres to the venous wall is also a critical issue. The application of artificial intelligence and imaging omics may be a good choice in the future work. Last but not least, based on the meaningful results in the current study, it is necessary to further explore the potential mechanism of glucose metabolic reprogramming in primary lesion and VTT, which will help to better understand the characteristics and prognosis of RCC.

Conclusions

This research illustrated that preoperative 18F-FDG PET/CT imaging had a high diagnostic efficacy in detecting VTT and evaluating its level in patients with RCC. Meanwhile, elevated VTT SUVmax may distinguish the level of VTT, which could provide useful information for the formulation of operative strategy. Those patients with elevated VTT SUVmax should be carefully monitored to detect the possibility of disease progression after nephrectomy with tumor thrombectomy as early as possible in the routine clinical practice.

Availability of data and materials

The datasets of current study are available from the corresponding author on reasonable request.

Abbreviations

18F-FDG:

Fluorine-18 fluorodeoxyglucose

AUC:

Area under the receiver operating characteristic curve

ccRCC:

Clear cell renal cell carcinoma

DFS:

Disease-free survival

PET/CT:

Positron emission tomography/computed tomography

RCC:

Renal cell carcinoma

SUVmax:

Maximum standardized uptake value

VTT:

Venous tumor thrombus

WHO/ISUP:

World Health Organization/the International Society of Urological Pathology

References

  1. Psutka SP, Leibovich BC. Management of inferior vena cava tumor thrombus in locally advanced renal cell carcinoma. Ther Adv Urol. 2015;7(4):216–29.

    Article  PubMed  PubMed Central  Google Scholar 

  2. Skinner DG, Pritchett TR, Lieskovsky G, Boyd SD, Stiles QR. Vena caval involvement by renal cell carcinoma. Surgical resection provides meaningful long-term survival. Ann Surg. 1989;210(3):387–92 discussion 92–4.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  3. Zisman A, Wieder JA, Pantuck AJ, Chao DH, Dorey F, Said JW, et al. Renal cell carcinoma with tumor thrombus extension: biology, role of nephrectomy and response to immunotherapy. J Urol. 2003;169(3):909–16.

    Article  PubMed  Google Scholar 

  4. Agochukwu N, Shuch B. Clinical management of renal cell carcinoma with venous tumor thrombus. World J Urol. 2014;32(3):581–9.

    Article  PubMed  Google Scholar 

  5. Tang Q, Song Y, Li X, Meng M, Zhang Q, Wang J, et al. Prognostic outcomes and risk factors for patients with renal cell carcinoma and venous tumor Thrombus after radical nephrectomy and Thrombectomy: the prognostic significance of venous tumor Thrombus level. Biomed Res Int. 2015;2015:163423.

    Article  PubMed  PubMed Central  Google Scholar 

  6. Shi T, Huang Q, Liu K, Du S, Fan Y, Yang L, et al. Robot-assisted Cavectomy versus Thrombectomy for level II inferior vena cava Thrombus: decision-making scheme and multi-institutional analysis. Eur Urol. 2020;78(4):592–602.

    Article  PubMed  Google Scholar 

  7. Wang B, Huang Q, Liu K, Fan Y, Peng C, Gu L, et al. Robot-assisted level III-IV inferior vena cava Thrombectomy: initial series with step-by-step procedures and 1-yr outcomes. Eur Urol. 2020;78(1):77–86.

    Article  CAS  PubMed  Google Scholar 

  8. Paner GP, Stadler WM, Hansel DE, Montironi R, Lin DW, Amin MB. Updates in the eighth edition of the tumor-node-metastasis staging classification for urologic cancers. Eur Urol. 2018;73(4):560–9.

    Article  PubMed  Google Scholar 

  9. Ljungberg B, Albiges L, Abu-Ghanem Y, Bensalah K, Dabestani S, Fernandez-Pello S, et al. European Association of Urology guidelines on renal cell carcinoma: the 2019 update. Eur Urol. 2019;75(5):799–810.

    Article  PubMed  Google Scholar 

  10. Lawindy SM, Kurian T, Kim T, Mangar D, Armstrong PA, Alsina AE, et al. Important surgical considerations in the management of renal cell carcinoma (RCC) with inferior vena cava (IVC) tumour thrombus. BJU Int. 2012;110(7):926–39.

    Article  PubMed  Google Scholar 

  11. Liu Y, Song T, Huang Z, Zhang S, Li Y. The accuracy of multidetector computed tomography for preoperative staging of renal cell carcinoma. Int Braz J Urol. 2012;38(5):627–36.

    Article  PubMed  Google Scholar 

  12. Guo HF, Song Y, Na YQ. Value of abdominal ultrasound scan, CT and MRI for diagnosing inferior vena cava tumour thrombus in renal cell carcinoma. Chin Med J. 2009;122(19):2299–302.

    PubMed  Google Scholar 

  13. Ravina M, Hess S, Chauhan MS, Jacob MJ, Alavi A. Tumor thrombus: ancillary findings on FDG PET/CT in an oncologic population. Clin Nucl Med. 2014;39(9):767–71.

    Article  PubMed  Google Scholar 

  14. Sharma P, Kumar R, Jeph S, Karunanithi S, Naswa N, Gupta A, et al. 18F-FDG PET-CT in the diagnosis of tumor thrombus: can it be differentiated from benign thrombus? Nucl Med Commun. 2011;32(9):782–8.

    Article  PubMed  Google Scholar 

  15. Zhao Y, Wu C, Li W, Chen X, Li Z, Liao X, et al. 2-[(18)F]FDG PET/CT parameters associated with WHO/ISUP grade in clear cell renal cell carcinoma. Eur J Nucl Med Mol Imaging. 2021;48(2):570–9.

    Article  PubMed  Google Scholar 

  16. Wu C, Cui Y, Liu J, Ma L, Xiong Y, Gong Y, et al. Noninvasive evaluation of tumor immune microenvironment in patients with clear cell renal cell carcinoma using metabolic parameter from preoperative 2-[(18)F]FDG PET/CT. Eur J Nucl Med Mol Imaging. 2021;48(12):4054–66.

    Article  CAS  PubMed  Google Scholar 

  17. Wu C, Cui Y, Zhao Y, Chen X, Liao X, Di L, et al. Elevated tumor-to-liver standardized uptake value ratio (TLR) from preoperative (18)F-FDG PET/CT predicts poor prognosis of patients with clear cell renal cell carcinoma after nephrectomy. Eur J Radiol. 2020;131:109218.

    Article  PubMed  Google Scholar 

  18. Delahunt B, Cheville JC, Martignoni G, Humphrey PA, Magi-Galluzzi C, McKenney J, et al. The International Society of Urological Pathology (ISUP) grading system for renal cell carcinoma and other prognostic parameters. Am J Surg Pathol. 2013;37(10):1490–504.

    Article  PubMed  Google Scholar 

  19. Moch H, Cubilla AL, Humphrey PA, Reuter VE, Ulbright TM. The 2016 WHO classification of Tumours of the urinary system and male genital organs-part a: renal, penile, and testicular Tumours. Eur Urol. 2016;70(1):93–105.

    Article  PubMed  Google Scholar 

  20. Hu S, Zhang J, Cheng C, Liu Q, Sun G, Zuo C. The role of 18F-FDG PET/CT in differentiating malignant from benign portal vein thrombosis. Abdom Imaging. 2014;39(6):1221–7.

    Article  CAS  PubMed  Google Scholar 

  21. Zhou J, Zhao L, Yang Z, Chen Y, Wu X, Xue W. Clinicopathologic, treatment and prognosis study of 46 Xp11.2 translocation/TFE3 gene fusion renal cell carcinomas. BMC Urol. 2022;22(1):109.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  22. Volpe A, Novara G, Antonelli A, Bertini R, Billia M, Carmignani G, et al. Chromophobe renal cell carcinoma (RCC): oncological outcomes and prognostic factors in a large multicentre series. BJU Int. 2012;110(1):76–83.

    Article  PubMed  Google Scholar 

  23. Waldert M, Haitel A, Marberger M, Katzenbeisser D, Ozsoy M, Stadler E, et al. Comparison of type I and II papillary renal cell carcinoma (RCC) and clear cell RCC. BJU Int. 2008;102(10):1381–4.

    PubMed  Google Scholar 

  24. Del Rocío E-SG, Altamirano-Ley J, Ochoa-Carrillo FJ. Normal variants and frequent pitfalls with (18)FDG PET/CT study. Cir Cir. 2007;75(6):491–7.

    Google Scholar 

  25. Zhu AH, Hou XY, Tian S, Zhang WF. Diagnostic value of (18)F-FDG PET/CT versus contrast-enhanced MRI for venous tumour thrombus and venous bland thrombus in renal cell carcinoma. Sci Rep. 2022;12(1):587.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  26. Wang XM, Lu Y, Song YM, Dong J, Li RY, Wang GL, et al. Integrative genomic study of Chinese clear cell renal cell carcinoma reveals features associated with thrombus. Nat Commun. 2020;11(1):739.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  27. Gettman MT, Boelter CW, Cheville JC, Zincke H, Bryant SC, Blute ML. Charlson co-morbidity index as a predictor of outcome after surgery for renal cell carcinoma with renal vein, vena cava or right atrium extension. J Urol. 2003;169(4):1282–6.

    Article  PubMed  Google Scholar 

  28. Lyon TD, Gershman B, Shah PH, Thompson RH, Boorjian SA, Lohse CM, et al. Risk prediction models for cancer-specific survival following cytoreductive nephrectomy in the contemporary era. Urol Oncol. 2018;36(11):499 e1–7.

    Article  PubMed  Google Scholar 

  29. Reese AC, Whitson JM, Meng MV. Natural history of untreated renal cell carcinoma with venous tumor thrombus. Urol Oncol. 2013;31(7):1305–9.

    Article  PubMed  Google Scholar 

  30. Chen X, Li S, Xu Z, Wang K, Fu D, Liu Q, et al. Clinical and oncological outcomes in Chinese patients with renal cell carcinoma and venous tumor thrombus extension: single-center experience. World J Surg Oncol. 2015;13:14.

    Article  PubMed  PubMed Central  Google Scholar 

  31. Miyake H, Terakawa T, Furukawa J, Muramaki M, Fujisawa M. Prognostic significance of tumor extension into venous system in patients undergoing surgical treatment for renal cell carcinoma with venous tumor thrombus. Eur J Surg Oncol. 2012;38(7):630–6.

    Article  CAS  PubMed  Google Scholar 

  32. Kim HL, Zisman A, Han KR, Figlin RA, Belldegrun AS. Prognostic significance of venous thrombus in renal cell carcinoma. Are renal vein and inferior vena cava involvement different? J Urol. 2004;171(2 Pt 1):588–91.

    Article  PubMed  Google Scholar 

  33. Klatte T, Pantuck AJ, Riggs SB, Kleid MD, Shuch B, Zomorodian N, et al. Prognostic factors for renal cell carcinoma with tumor thrombus extension. J Urol. 2007;178(4 Pt 1):1189–95 discussion 95.

    Article  PubMed  Google Scholar 

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Acknowledgments

We express sincere gratitude to Prof. Canqing Yu for his instructive advice on our statistical methods.

Funding

This study was supported by National Natural Science Foundation of China (82172052, 81872083, 81972379, 81772703, 81972380), Beijing Natural Science Foundation (Z210007), Beijing TCM Science and Technology Foundation (JJ-2020-04), National High Level Hospital Clinical Research Funding (Interdepartmental Clinical Research Project of Peking University First Hospital) (2021CR32, 2022CR34), and the Wuxi “Taihu Talents Program” Medical and Health High-level Talents Project.

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Author notes

  1. Silu Chen and Yanyan Zhao contributed equally to this work.

Authors and Affiliations

  1. Department of Nuclear Medicine, Peking University First Hospital, No.8, Xishiku Street, West District, Beijing, 100034, China

    Silu Chen, Yanyan Zhao, Caixia Wu, Linlin Ma, Xi Zhang, Jinzhi Chen, Yuan Gao, Xuhe Liao, Yan Fan, Jianhua Zhang & Meng Liu

  2. Department of Urology, Peking University First Hospital, Institute of Urology, Peking University, National Urological Cancer Center, No.8, Xishiku Street, West District, Beijing, 100034, China

    Silu Chen, Qi Tang, Aixiang Wang & Xuesong Li

  3. Department of Urology, Wuxi No. 2 People’s Hospital, Wuxi, 214002, China

    Ninghan Feng

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  1. Silu Chen
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  15. Meng Liu
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Contributions

Conceptualization: Meng Liu, Jianhua Zhang, Xuesong Li; Methodology: Meng Liu, Silu Chen, Yanyan Zhao, Qi Tang, Caixia Wu; Formal analysis and investigation: Silu Chen, Yanyan Zhao, Linlin Ma, Jinzhi Chen, Yuan Gao, Xuhe Liao, Aixiang Wang, Ninghan Feng, Yan Fan; Writing-original draft preparation: Silu Chen, Yanyan Zhao; Writing-review and editing: Meng Liu, Xuesong Li, Caixia Wu; Funding acquisition: Meng Liu, Jianhua Zhang, Xuesong Li; Supervision: Meng Liu, Jianhua Zhang, Xuesong Li. The author(s) read and approved the final manuscript.

Corresponding authors

Correspondence to Jianhua Zhang, Xuesong Li or Meng Liu.

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This retrospective study was approved by Ethics Committee of Peking University First Hospital, waiving the need for written informed consent.

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The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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Chen, S., Zhao, Y., Tang, Q. et al. Diagnostic performance and prognostic value of preoperative 18F-FDG PET/CT in renal cell carcinoma patients with venous tumor thrombus. Cancer Imaging 22, 65 (2022). https://doi.org/10.1186/s40644-022-00502-1

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  • DOI: https://doi.org/10.1186/s40644-022-00502-1

Keywords

  • 18F-FDG PET/CT
  • Renal cell carcinoma (RCC)
  • Venous tumor thrombus (VTT)
  • Maximum standardized uptake value (SUVmax)
  • Prognosis

Cancer Imaging

ISSN: 1470-7330

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