Literature DB >> 35580966

Relationships between SUVmax of lung adenocarcinoma and different T stages, histological grades and pathological subtypes: a retrospective cohort study in China.

Xiaoyan Sun1, Tianxiang Chen2, Chun Xie1, Liu Liu1, Bei Lei1, Lihua Wang1, Maomei Ruan1, Hui Yan1, Qi Zhang3, Cheng Chang4, Wenhui Xie4.   

Abstract

OBJECTIVES: Cancer cell has aberrant metabolism. The purpose of this study aimed to investigate relationships between maximum standard uptake value (SUVmax)of 18fluoro-2-deoxy-d-glucose and T stages, histological grades and pathological subtypes of lung adenocarcinoma.
DESIGN: Retrospective cohort study, employing the Kruskal-Wallis, Bonferroni-Dunn and Mann-Whitney tests to compare SUVmax of different T stages, histological grades and pathological subtypes of lung adenocarcinoma.
SETTING: The outpatients who had aberrant positron emission tomography/CT (PET/CT) images in chest were enrolled this study from August 2016 to November 2018 in Shanghai, China. PARTICIPANT: Initial 11 270 patients with suspected lung cancer who underwent PET/CT examinations were surveyed. A total of 1454 patients who were diagnosed as lung adenocarcinoma by pathologist were included in this project. PRIMARY OUTCOME MEASURES: SUVmax value at different tumour-node-metastasis stages of lung adenocarcinoma before surgery.
RESULTS: The mean SUVmax of patients with lung adenocarcinoma was significantly elevated with the increase in T stages. There were significant evident differences in SUVmax among T1a-T1c (p<0.05). However, after the staging of patients was more than T1 stage, SUVmax of T2a, T2b, T2 visceral pleural invasion, T3 and T4 had not dramatic changes. SUVmax value of lung adenocarcinoma in the same T stage group was the highest in patients with the high grade of malignancy and solid-predominant invasive adenocarcinoma.
CONCLUSIONS: SUVmax value was significantly associated with T stages, grades of malignancy and pathological subtypes of lung adenocarcinoma. © Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.

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Keywords:  chest imaging; nuclear medicine; respiratory tract tumours

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Year:  2022        PMID: 35580966      PMCID: PMC9114855          DOI: 10.1136/bmjopen-2021-056804

Source DB:  PubMed          Journal:  BMJ Open        ISSN: 2044-6055            Impact factor:   3.006


Maximum standard uptake value (SUVmax) of 18fluoro-2-deoxy-d-glucose reflects glucose metabolism status of cancer cell. Measurement of SUVmax value in this study was used to differentiate lung adenocarcinoma T stage, high grade and invasive pathological subtypes. SUVmax value measurement can be a reliable method to differentiate low T stages. SUVmax detection has not indicated the predictive value in this study.

Introduction

Lung cancer is a highly heterogeneous tumour, which is classified into non-small cell lung cancer (NSCLC) and small cell lung cancer (SCLC) based on pathological features. This classification can stratify the malignant grades of tumour and guide therapy or prognosis.1–6 Maximum standard uptake value (SUVmax), as a metabolic parameter of 18fluoro-2-deoxy-d-glucose (18-FDG) positron emission tomography–CT (PET/CT), is so far the most reflective of malignant tumour. The detection of SUVmax has been shown to be positively correlated with the tumour-node-metastasis (TNM) staging of lung adenocarcinoma.7 Therefore, it was widely studied in predicting prognosis of lung adenocarcinoma.8–12 Our previous study showed that SUVmax of patients can predict the histological grades of cancer using the receiver operating characteristic curve to find the cut-off value of low, medium and high histological grades of lung adenocarcinoma.13 Current lung cancer TNM staging system is mainly used to describe the growth and metastasis pattern of lung cancer, which has an important guiding role for clinical treatment and prognosis judgement. Studies showed that the size of lung adenocarcinoma was relevant to SUVmax.14–16 However, there is no clear conclusion about the relationship between T staging and SUVmax. Therefore, the study of the relationship between SUVmax and different T stages as well as histological grades of tumours is also a potential new direction for the application of PET/CT in the field of lung cancer. The purpose of our study was to explore the relationship between SUVmax and T stages, histological grades and pathological subtypes of lung adenocarcinoma.

Materials and methods

Patients’ study population and inclusion criteria

We retrospectively analysed 11 270 patients with suspected lung cancer who underwent PET/CT examinations in our hospital from August 2016 to November 2018. From these patients, 1454 patients were pathologically confirmed as lung adenocarcinoma by two special pathologists after surgery. The diagnosed cases were based on the criteria recommended by the international association for the study of lung cancer.17 T stages, grades and subtypes of lung carcinoma were categorised according to tumour growth pattern, pathological diagnosis of resection specimens or biopsy and whole body PET/CT images. Another 9816 cases were excluded because of the following reasons: non-lung cancer, unclear pathological subtypes and tumour boundary, other malignant tumours.

Measurement of SUVmax

The PET-CT (Siemens Biograph 64) results were reviewed by two attending nuclear medicine physicians. SUVmax values were obtained using attenuation-corrected transaxial images, the injected doses of 18-FDG, the patient’s body weight and the cross-calibration factor between PET and the dose calibrator. SUVmax was defined as the highest value of interest in the primary lung tumour of each patient.

Definition of T stages, pathological grades and subtypes

T stages were divided into T1 (≤3 cm), T2 (>3 cm, ≤5 cm), T3 (>5 cm, ≤7 cm) and T4 (>7 cm) according to the tumour size. T1 was further divided into T1a (≤1 cm), T1b (>1 cm, ≤2 cm) and T1c (>2 cm, ≤3 cm) groups. T2 stage was divided into T2a (>3 cm, ≤4 cm) and T2b (>4 cm, ≤5 cm) groups. In addition, cases with lesions smaller than 3 cm but with visceral pleural invasion (VPI) were named as the T2VPI type. The above staging was abbreviated as Tnx (Tnx, n=1, 2, x=a, b, c, VPI). The pathological subtypes of lung adenocarcinoma were divided into adenocarcinoma in situ (AIS), minimally invasive adenocarcinoma (MIA) and invasive adenocarcinoma, which was further divided into lepidic-predominant invasive adenocarcinoma (LPA), acinar-predominant invasive adenocarcinoma (APA), papillary predominant invasive adenocarcinoma (PPA), micropapillary-predominant invasive adenocarcinoma (MPA), and solid-predominant invasive adenocarcinoma (SPA).18 The subtypes were divided into low grade (AIS, MIA and LPA), intermediate grade (APA and PPA) and high grade (MPA and SPA).19

Statistical analysis

Continuous variables with a normal distribution (age, weight and SUVmax) were expressed as mean±SD. Use one-way analysis of variance to analyse the distribution of all variables. χ2 test, Student’s t test and non-parametric Wilcoxon rank sum test were used to compare the clinical characteristics of each group. The Kruskal-Wallis, Bonferroni-Dunn and Mann-Whitney tests were used to compare the differences and perform univariate analysis on the continuous values between the groups. SPSS V.20.0 (IBM, Armonk, New York) was used for data analysis. p<0.05 is considered statistically significant.

Patient and public involvement

No patients were involved in the design and reporting of this study.

Results

Patient demographic and baseline characteristics

The clinical characteristics of 1454 patients are shown in table 1. The average age of the patients was 61.22±9.65 years old. Among these patients, there were significant differences in gender, smoking history and N stages. Women were more than that of men (58.05% vs 41.95%, p<0.001). Patients with smoking history were significantly more than those non-smokers (66.58% vs 33.42%, p<0.001). The majority of smokers were men (98.2% vs 1.8%, p<0.001). The number of patients with T1 stage lung adenocarcinoma was the largest population with 977 patients (67.19%). The number of lung adenocarcinomas from T2 to T4 decreased successively and was 410 cases (28.20%), 47 cases (3.23%) and 20 cases (1.38%), respectively. Among enrolled cases, T1 stage group contained all pathological subtypes except MPA subtype. The T2 stage group contained five pathological subtypes: LPA, APA, PPA, MPA and SPA. Both T3 and T4 stage groups included four subtypes: APA, PPA, MPA and SPA.
Table 1

Baseline characteristics of the study cohort and each T stage group of the 1454 patients with lung adenocarcinoma

CharacteristicSample size
TotalT1T2T3T4P value
Total number14549774104720
Age, yr, mean±SD61.22±9.6560.69±9.7162.20±9.5963.02±8.1960.95±9.870.099
Sex, n (%) <0.001
 Male n (%)610 (41.95%)375 (38.40%)193 (47.07%)32 (68.09%)11 (55%)
 Female n (%)844 (58.05%)602 (61.60%)217 (52.93%)15 (31.91%)9 (45%)
Smoking history, n(%)486 (33.42%)292 (30.05%)157 (38.05%)27 (57.45%)10 (50%) <0.001
 Male, n (%)951 (65.41%)671 (74.37%)250 (79.27%)20 (42.55%)10 (50%)
 Female, n (%)17 (1.17%)14 (1.43%)3 (1.38%)00
Family history of malignancy, n (%)452 (31.09%)325 (33.26%)113 (27.56%)11 (23.40%)7 (35%)0.217
 Male, n (%)205 (33.61%)133 (35.38%)60 (31.09%)9 (28.12%)4 (36.36%)
 Female, n (%)247 (29.27%)192 (31.94)53 (24.42%)2 (13.33%)3 (33.33%)
Mass location, n (%)0.23
 Upper right, n (%)513 (35.28%)349 (35.72%)141 (34.39%)19 (40.43%)4 (20%)
 Middle right, n (%)99 (6.81%)74 (7.59%)22 (5.37%)3 (6.38%)0
 Low right, n (%)250 (17.19%)166 (17.01%)69 (16.83%)11 (23.40%)4 (20%)
 Upper left, n (%)392 (26.96%)263 (26.95%)112 (27.32%)9 (19.15%)8 (40%)
 Left lower, n (%)200 (13.76%)124 (12.73%)66 (16.09%)5 (10.64%)4 (20%)
N stage/ <0.001
 NX17 (1.20%)10 (1.07%)7 (1.71%)0)0
 N01200 (82.51%)897 (91.9%)273 (66.59%)23 (48.94%)10 (50%)
 N1154 (10.62%)46 (4.71%)92 (22.44%)13 (27.66%)1 (5%)
 N277 (5.31%)22 (2.25%)36 (8.78%)9 (19.15%)9 (45%)
 N35 (0.35%)1 (0.11%)2 (0.48%)2 (4.25%)0

n, case number; N, node; T, tumour; yrs, years.

Baseline characteristics of the study cohort and each T stage group of the 1454 patients with lung adenocarcinoma n, case number; N, node; T, tumour; yrs, years.

Analysis of the relationship between SUVmax and T staging of lung adenocarcinoma

Relationship of SUVmax in Tn staging groups of lung adenocarcinoma is shown in figure 1. The mean SUVmax of patients with lung adenocarcinoma of T1–T4 stage increased with the increase in T stages (T10.05) (figure 1).
Figure 1

Comparison of SUVmax in T1–4 stages lung adenocarcinoma. This figure shows comparison of SUVmax among T1, T2, T3 and T4.** p<0.01; NS, no significant difference; SUVmax, maximum standard uptake value.

Table 2

P value tables of Tn and Tnx staging groups after lung adenocarcinoma was grouped according to histological grades and pathological subtypes

ClassificationT1T2T3T4T1aT1bT1cT2aT2bT2c
Kruskal-Wallis test
 Histological grade (low–intermediate–high grade group) <0.001 <0.001 // <0.001 <0.001 <0.001 <0.001 <0.001 0.149*
 Pathological subtype <0.001 <0.001 0.032 0.188 <0.001 <0.001 <0.001 <0.001 <0.001 0.019
Bonferroni-Dunn test
 Low–intermediate grade group <0.001 0.027 // <0.001 <0.001 <0.001 0.1490.728/
 Low–high grade group <0.001 <0.001 // 0.002 <0.001 <0.001 0.001 0.063/
 Intermediate–high grade group <0.001* <0.001 0.007* 0.049*0.278 <0.001 <0.001 <0.001 0.004 /

Tn, tumour staging was divided into groups including T1 (≤3 cm), T2 (>3,≤5 cm), T3 (>5,≤7), T4 (>7 cm) a. The above is abbreviated as Tn (n=1–4); Tnx (Tnx, n=1, 2, x=a, b, c, VPI).

VPI, visceral pleural invasion.

P value tables of Tn and Tnx staging groups after lung adenocarcinoma was grouped according to histological grades and pathological subtypes Tn, tumour staging was divided into groups including T1 (≤3 cm), T2 (>3,≤5 cm), T3 (>5,≤7), T4 (>7 cm) a. The above is abbreviated as Tn (n=1–4); Tnx (Tnx, n=1, 2, x=a, b, c, VPI). VPI, visceral pleural invasion. Comparison of SUVmax in T1–4 stages lung adenocarcinoma. This figure shows comparison of SUVmax among T1, T2, T3 and T4.** p<0.01; NS, no significant difference; SUVmax, maximum standard uptake value. We also compared SUVmax of different histological grades and pathological subtype groups in the same T stage group. The results are shown in table 2. T1 and T2 were divided into low, medium and high-grade groups. T3 and T4 were divided into medium and high-grade groups. The median SUVmax followed the rule of low We further evaluated the relationship between SUVmax of different Tn stage groups and histological grades (table 3). SUVmax value of the same histological grade or the same pathological subtype group increases with the increase in T stages, and the difference was statistically significant. After pairwise comparison, there were significant differences in SUVmax between T1 and T2–4 of lung adenocarcinoma groups, but there were no significant differences among T2–4 groups.
Table 3

P value table of histological grade and subtype groups after grouping according to Tn and Tnx stages of lung adenocarcinoma

ClassificationTotalLIHAISMIALPAAPAPPAMPASPA
Kruskal-Wallis *(P value)
 T1–T4 p<0.001* p<0.001* (T1–2) p<0.001* p<0.001* // 0.001*(T1-2) p<0.001 p<0.001 0.031 p<0.001
 T1a–T2b p<0.001* p<0.001* p<0.001* p<0.001* 0.738*(T1a–T1b)0.014*(T1a–T1b) p<0.001 p<0.001 p<0.001 0.048 p<0.001
Bonferroni-Dunn test(P value)
 T1–T2 p<0.001 / p<0.001 0.001 // 0.001 p<0.001 p<0.001 0.078 0.019
 T1–T3 p<0.001 / p<0.001 p<0.001 /// p<0.001 0.008 0.290 0.002
 T1–T4 p<0.001 / p<0.001 0.020 /// 0.005 0.034 0.8220.112
 T2–T30.900/0.7410.614///1.0001.0001.0001.000
 T2–T40.249/0.6240.994///0.9321.0001.0000.566
 T3–T41.000/1.0001.000///1.0001.0001.0001.000

Tn, tumour staging was divided into groups including T1 (≤3 cm), T2 (>3,≤5 cm), T3 (>5,≤7), T4 (>7 cm) a. The above is abbreviated as Tn (n=1–4); Tnx (Tnx, n=1, 2, x=a, b, c, VPI).

AIS, adenocarcinoma in situ; APA, acinar-predominant invasive adenocarcinoma; H, high grade group; I, intermediate grade group; L, low grade group; LPA, lepidic-predominant invasive adenocarcinoma; MIA, minimally invasive adenocarcinoma; MPA, micropapillary-predominant invasive adenocarcinoma; PPA, papillary predominant invasive adenocarcinoma; SPA, solid-predominant invasive adenocarcinoma; VPI, visceral pleural invasion.

P value table of histological grade and subtype groups after grouping according to Tn and Tnx stages of lung adenocarcinoma Tn, tumour staging was divided into groups including T1 (≤3 cm), T2 (>3,≤5 cm), T3 (>5,≤7), T4 (>7 cm) a. The above is abbreviated as Tn (n=1–4); Tnx (Tnx, n=1, 2, x=a, b, c, VPI). AIS, adenocarcinoma in situ; APA, acinar-predominant invasive adenocarcinoma; H, high grade group; I, intermediate grade group; L, low grade group; LPA, lepidic-predominant invasive adenocarcinoma; MIA, minimally invasive adenocarcinoma; MPA, micropapillary-predominant invasive adenocarcinoma; PPA, papillary predominant invasive adenocarcinoma; SPA, solid-predominant invasive adenocarcinoma; VPI, visceral pleural invasion.

The relationship between SUVmax of each Tnx substage group of T1 and T2 lung adenocarcinoma and histological grade or pathological subtype

Since it was found that there were significant different SUVmax values between T1 stage and T2 stage, we further evaluated the relationship between SUVmax and Tnx subtypes. Figure 2 shows comparison of SUVmax among the same Tnx staging group. SUVmax values of T stage subgroups from T1a to T2b also followed the increasing law (T1a0.05, figure 2). Comparing the T1x group with the T2x group, comparing T1a, T1b and T1c with T2a, T2 VPI and T2b, respectively, the difference in SUVmax value of each group was statistically significant (Bonferroni-Dunn-adjusted test, p<0.001).
Figure 2

Comparison of SUVmax in T1 and T2 subtypes lung adenocarcinoma. This figure shows comparison among T1a–c, T2a, T2b and T2VPI.** p<0.01; NS, no significant difference; SUVmax, maximum standard uptake value; VPI, visceral pleural invasion.

Table 4

P value table of histological grade group and pathological subtype group after grouping according to Tn and Tnx stages of lung adenocarcinoma

ClassificationTotleThe low-grade groupThe intermediate-grade groupThe high-grade groupLPAAPAPPAMPASPA
Bonferroni-Dunn test (P value)
 T1a–T1b p<0.001* 0.102 p<0.001* 1.0000.192 0.003* 0.180/1.000
 T1a–T1c p<0.001* p<0.001* p<0.001* 0.189 0.012* p<0.001* p<0.001* /0.100
 T1a–T2a p<0.001* 0.002* p<0.001* 0.064 0.006* p<0.001* p<0.001 / 0.044*
 T1a–T2b p<0.001* 0.048* p<0.001* 0.025* 0.017* p<0.001* p<0.001* / 0.032*
 T1a–T2VPI p<0.001 / p<0.001 0.342/ p<0.001 p<0.001 /0.366
 T1b–T1c p<0.001 0.028 p<0.001 0.001 0.793 p<0.001 0.0141.000 0.002
 T1b–T2a p<0.001 0.055 p<0.001 p<0.001 0.228 p<0.001 p<0.001 0.151 p<0.001
 T1b–T2b p<0.001 0.270 p<0.001 p<0.001 0.279 p<0.001 p<0.001 0.074 0.001
 T1b–T2VPI p<0.001 / p<0.001 0.045 / p<0.001 p<0.001 1.0000.215
 T1c–T2a p<0.001 1.000 p<0.001 1.0001.000 0.002 0.030 1.0001.000
 T1c–T2b p<0.001 1.000 0.003 1.0001.0000.1110.0720.9651.000
 T1c–T2VPI p<0.001 / p<0.001 1.000/ p<0.001 0.037 1.0001.000
 T2a–T2b1.0001.0001.0001.0001.0001.0001.0001.0001.000
 T2a–T2VPI0.901/0.2331.000/0.0551.0001.0001.000
 T2b–T2VPI1.000/1.0000.723/1.0001.0001.0001.000

Tn, tumour staging was divided into groups including T1 (≤3 cm), T2 (>3,≤5 cm), T3 (>5,≤7), T4 (>7 cm) a. The above is abbreviated as Tn (n=1–4); Tnx (Tnx, n=1, 2, x=a, b, c, VPI).

The italics indicate a significant difference in P values.

APA, acinar-predominant invasive adenocarcinoma; H, high grade group; I, intermediate grade group; L, low grade group; LPA, lepidic-predominant invasive adenocarcinoma; MPA, micropapillary-predominant invasive adenocarcinoma; PPA, papillary predominant invasive adenocarcinoma; SPA, solid-predominant invasive adenocarcinoma; VPI, visceral pleural invasion.

P value table of histological grade group and pathological subtype group after grouping according to Tn and Tnx stages of lung adenocarcinoma Tn, tumour staging was divided into groups including T1 (≤3 cm), T2 (>3,≤5 cm), T3 (>5,≤7), T4 (>7 cm) a. The above is abbreviated as Tn (n=1–4); Tnx (Tnx, n=1, 2, x=a, b, c, VPI). The italics indicate a significant difference in P values. APA, acinar-predominant invasive adenocarcinoma; H, high grade group; I, intermediate grade group; L, low grade group; LPA, lepidic-predominant invasive adenocarcinoma; MPA, micropapillary-predominant invasive adenocarcinoma; PPA, papillary predominant invasive adenocarcinoma; SPA, solid-predominant invasive adenocarcinoma; VPI, visceral pleural invasion. Comparison of SUVmax in T1 and T2 subtypes lung adenocarcinoma. This figure shows comparison among T1a–c, T2a, T2b and T2VPI.** p<0.01; NS, no significant difference; SUVmax, maximum standard uptake value; VPI, visceral pleural invasion.

Discussion

This study revealed that SUVmax value of lung adenocarcinoma was associated with T stages. When lung adenocarcinoma was at stage T1, SUVmax values of different size lung adenocarcinoma (T1x) groups were significantly different, but when the lung adenocarcinoma stage was more than T1 stage, the mean SUVmax of the T2VPI group was higher than that of the T1 stage. The APA subtypes in the T2VPI group showed higher FDG uptake compared with the APA subtypes of other T stage groups. Previous studies have confirmed that SUVmax increased with the grades of malignancy of pathological subtypes.5 19–22These data revealed that FDG reflected tumour biometabolic activity. SUVmax has been shown to be positively correlated with the mitotic count of tumours in lung adenocarcinoma patients.18 23–34 As the size of the tumour increases, the blood supply of the tumour may be insufficient, resulting in tumour hypoxia and necrosis.35–38 However, tumour cells can increase glucose metabolism to adapt low-oxygen environment and switch anaerobic glycolysis, which give rise to SUVmax elevation.39 Therefore, tumour size may roughly reflect the number of tumour cells.40 SUVmax also is significantly correlated with tumour cell density.41 However, some patients with NSCLC with specific gene mutations or biomarker expressions had great benefits from targeted therapy or immunotherapy,42 which SUVmax values of these patients need to explore it. Reportedly, SUVmax value in patients with parietal pleural invasion was significantly higher than that of those without it.33 We believe that these factors are superimposed on the process of tumour. We found that SUVmax was not as significant when tumour size was more than 3 cm. This result implied that there may be differences in the metabolic pattern of lung adenocarcinoma tumour diameter with < or >3 cm. Li et al43 and Ippolito et al44 reports demonstrated that there was a significant difference in perfusion between tumours with a diameter of <3 cm and tumours with a diameter of >3 cm. Based on the above results, we speculated that the changes in glucose metabolism patterns may be related to the blood supply of the tumour before and after the T1 stage. This may be one of the reasons why the tumour size and the SUVmax values were significantly different in <3 cm tumour size, and the difference was no longer significant in >3 cm tumour size. VPI is one of the factors that increases the T staging of lung cancer with a diameter of <3 cm. Some meta-analyses have shown that VPI with tumour sizes less than 2 cm and 2–3 cm had a poor prognosis.45 46 Our study showed that the mean value of T2 VPI SUVmax (10.49±4.81) was higher than that of any T1x group (p<0.001). Previous studies suggested that the prognosis of T2VPI group was worse than that of T1 stage.45 46 After the T stage grouping, SUVmax value of APA subtypes in the T2VPI group was higher than that of T3 and lower than that of the T4 group. Our data indicated that SUVmax value was closely associated with T stages, the grades of malignancy and some pathological subtypes. However, current study has following limitations: (1) SUVmax value did not tell predictive value of preoperative and estimate likelihood of recurrence in operative treatment of lung adenocarcinoma, (2) no clear relationship between SUVmax in different T stages and metastasis, (3) SUVmax did not provide correlations of those patients with minor T stages, but potentially high-grade patterns. Therefore, our future work will explore these relationships between SUVmax measurement and predictive, recurrence and metastasis roles of patients.

Conclusion

SUVmax values of lung adenocarcinoma in the same T stage group increase with the grades of malignancy. SUVmax value of the same histological grade or pathological subtype group increased in T1a-1c stages, but no significant differences in T2–T4 stages.
  45 in total

1.  FDG-PET SUVmax combined with IASLC/ATS/ERS histologic classification improves the prognostic stratification of patients with stage I lung adenocarcinoma.

Authors:  Kyuichi Kadota; Christos Colovos; Kei Suzuki; Nabil P Rizk; Mark P S Dunphy; Emily C Zabor; Camelia S Sima; Akihiko Yoshizawa; William D Travis; Valerie W Rusch; Prasad S Adusumilli
Journal:  Ann Surg Oncol       Date:  2012-05-30       Impact factor: 5.344

2.  Relationship between primary lesion metabolic parameters and clinical stage in lung cancer.

Authors:  I Sahiner; T Atasever; U O Akdemir; C Ozturk; L Memis
Journal:  Rev Esp Med Nucl Imagen Mol       Date:  2013-06-06       Impact factor: 1.359

3.  FDG PET-CT SUVmax and IASLC/ATS/ERS histologic classification: a new profile of lung adenocarcinoma with prognostic value.

Authors:  Marina Suárez-Piñera; José Belda-Sanchis; Alvaro Taus; Albert Sánchez-Font; Antoni Mestre-Fusco; Marcel Jiménez; Lara Pijuan
Journal:  Am J Nucl Med Mol Imaging       Date:  2018-04-25

4.  Correlation of the standardized uptake value in FDG-PET with the expression level of cell-cycle-related molecular biomarkers in resected non-small cell lung cancers.

Authors:  Haruhiko Nakamura; Takeshi Hirata; Hajime Kitamura; Junichi Nishikawa
Journal:  Ann Thorac Cardiovasc Surg       Date:  2009-10       Impact factor: 1.520

5.  Prognostic impact of preoperative FDG-PET positive lymph nodes in lung cancer.

Authors:  Hideki Endoh; Akihiro Ichikawa; Ryohei Yamamoto; Satoshi Shiozawa; Nobuhiro Nishizawa; Yukitoshi Satoh; Noboru Oriuchi
Journal:  Int J Clin Oncol       Date:  2020-09-19       Impact factor: 3.402

6.  Validation of the IASLC/ATS/ERS lung adenocarcinoma classification for prognosis and association with EGFR and KRAS gene mutations: analysis of 440 Japanese patients.

Authors:  Akihiko Yoshizawa; Shinji Sumiyoshi; Makoto Sonobe; Masashi Kobayashi; Masakazu Fujimoto; Fumi Kawakami; Tatsuaki Tsuruyama; William D Travis; Hiroshi Date; Hironori Haga
Journal:  J Thorac Oncol       Date:  2013-01       Impact factor: 15.609

7.  Hypoxia and glucose metabolism in malignant tumors: evaluation by [18F]fluoromisonidazole and [18F]fluorodeoxyglucose positron emission tomography imaging.

Authors:  Joseph G Rajendran; David A Mankoff; Finbarr O'Sullivan; Lanell M Peterson; David L Schwartz; Ernest U Conrad; Alexander M Spence; Mark Muzi; D Greg Farwell; Kenneth A Krohn
Journal:  Clin Cancer Res       Date:  2004-04-01       Impact factor: 12.531

8.  Relationship between primary lesion FDG uptake and clinical stage at PET-CT for non-small cell lung cancer patients: An observation.

Authors:  Minghuan Li; Yun Sun; Yuhui Liu; Anqin Han; Shuqiang Zhao; Li Ma; Jinsong Zheng; Jinming Yu
Journal:  Lung Cancer       Date:  2009-08-14       Impact factor: 5.705

Review 9.  Implementation of Novel Molecular Biomarkers for Non-small Cell Lung Cancer in the Netherlands: How to Deal With Increasing Complexity.

Authors:  Daan van den Broek; T Jeroen N Hiltermann; Bonne Biesma; Winand N M Dinjens; Nils A 't Hart; John W J Hinrichs; Mathie P G Leers; Kim Monkhorst; Matthijs van Oosterhout; Volkher Scharnhorst; Ed Schuuring; Ernst-Jan M Speel; Michel M van den Heuvel; Ron H N van Schaik; Jan von der Thüsen; Stefan M Willems; Leonie de Visser; Marjolijn J L Ligtenberg
Journal:  Front Oncol       Date:  2020-01-22       Impact factor: 6.244

10.  Correlation Study of 18F-Fluorodeoxyglucose Positron Emission Tomography/Computed Tomography in Pathological Subtypes of Invasive Lung Adenocarcinoma and Prognosis.

Authors:  Bin Yang; Hengshan Ji; Yingqian Ge; Sui Chen; Hong Zhu; Guangming Lu
Journal:  Front Oncol       Date:  2019-09-18       Impact factor: 6.244

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