Literature DB >> 35117507

Serum albumin levels and serum albumin-globulin ratio are associated with poor prognosis in glioblastoma.

Kugeluke Yalikun1, Tuerhong Tuersun2, Maiaitituersun Abudula1, Maijudan Tiheiran3, Qiang Fu1, Dilimulati Yisireyili1, Qingjiu Zhou1.   

Abstract

BACKGROUND: Serum albumin levels (ALB) and albumin-globulin ratio (AGR) are reliable and convenient markers of the nutritional status and inflammation of human body, and ALB has been identified as a prognostic factor in the patients of glioblastoma (GBM). However, no literature has reported the prediction value of AGR for GBM.
METHODS: In this study we evaluate the serum ALB and AGR levels for GBM. A total of 126 patients with GBM who underwent surgical resection in our institution between 2013 and 2017 were analyzed retrospectively. Clinical information was obtained from electronic medical records. Multiple logistic regression and Cox proportional hazards models were used to assess the prediction value of preoperative ALB and AGR for GBM.
RESULTS: Preoperative ALB (HR 0.342, 95% CI, 0.123-0.954, P=0.040) and postoperative adjuvant therapy (HR 0.042, 95% CI, 0.005-0.330, P=0.003) were significantly related to progression-free survival (PFS). Cox regression analysis showed the significance of adjuvant therapy (HR 3.579, 95% CI, 2.236-5.729, P<0.001). Preoperative AGR (HR 0.280, 95% CI, 0.103-0.763, P=0.013) and adjuvant therapy (HR 0.156, 95% CI, 0.047-0.513, P=0.002) were showed significance, and Cox regression analysis showed preoperative AGR (HR 1.810, 95% CI, 1.095-2.992, P=0.021) and adjuvant therapy (HR 4.702, 95% CI, 2.841-7.782, P<0.001) were independent predictors of overall survival (OS).
CONCLUSIONS: The ALB and AGR had significant predictive values for the prognosis of GBM; postoperative adjuvant treatment is also an independent predictor for the prognosis of GBM patients. 2020 Translational Cancer Research. All rights reserved.

Entities:  

Keywords:  Glioblastoma (GBM); albumin (ALB); albumin-globulin ratio (AGR); prognosis

Year:  2020        PMID: 35117507      PMCID: PMC8798444          DOI: 10.21037/tcr.2020.01.57

Source DB:  PubMed          Journal:  Transl Cancer Res        ISSN: 2218-676X            Impact factor:   1.241


Introduction

Glioma is the most common type of invasive malignant tumor in central nervous system (CNS), accounting for 65% of primary intracranial tumors (1,2). In 2016, World Health Organization (WHO) classified glioma into grade I-IV histologically according to the degree of malignancy. Grade IV is glioblastoma (GBM), which is highly invasive with poor prognosis (3). Despite the complete resection of GBM plus postoperative radiotherapy and chemotherapy, the median PFS and OS is not optimistic (4). Although certain prognostic factors for GBM have been reported (5,6), the guiding function to the current treatment is limited, which warranted the new prognostic factors to be constantly studied. ALB and the albumin-globulin ratio (AGR) can reflect the nutritional status of the human body, which is closely associated with immunosuppression (7). Previous studies showed that ALB and AGR can predict the prognosis of neoplasm (8,9), besides, ALB can predict the prognosis of GBM (10-12), and there were few literatures had reported the prediction value of AGR on the prognosis of glioma (13). In this study, we aimed to evaluate the prognostic value of serum ALB and AGR in GBM by reviewing the relevant literatures.

Methods

Study population

The medical records of patients who underwent GBM resection at The First Affiliated Hospital of Xinjiang Medical University between January 2013 and December 2017 were reviewed. Patients were included on the basis of eligibility criteria, which were: (I) Diagnosis was confirmed by pathological examination after the first resection; (II) full pre-operative laboratory data were available (i.e., ALB, AGR); and (III) no hematological system disorders impaired liver function or primary tumor at other sites.

Data collection

Demographic information of patients, such as age, gender, nationality, pre-operative ABL, AGR, Karnofsky performance status (KPS), with or without any history of seizures, tumor site and maximum diameter of tumor, extent of surgical resection (total gross resection or incomplete resection), whether to receive postoperative adjuvant therapy, level of Ki-67 expression were collected from the medical records. Tumor characteristics were assessed using pre-operative magnetic resonance imaging (MRI). The extent of surgical resection was determined by the chief neurosurgeon during operation. PFS was defined as the time interval between the date of surgery and the discovery of the first recurrence, or the time interval between the date of surgery and the death time of the patients without recurrence. Recurrence was defined as the appearance of new lesions at or outside the operative area during MRI scanning. OS was defined as the interval between date of the surgery and the date of death. Patients were censored at the end of follow-up, if the patient was still alive. The last follow-up was performed in December 2018. AGR was calculated as ALB count (g/L) divided by serum globulin count (g/L).

Statistical analysis

Descriptive analyses were used to describe patient demographics and clinical characteristics. Number of cases and percentages were calculated. We reported median PFS, 12-month PFS, also median OS, 18-month OS, and 95% confidence intervals (CI) for each subgroup. Log-rank tests were used to compare ALB, AGR and other factors, P values were calculated. P values of <0.05 were considered statistically significant. The multiple logistic regression analysis was used for multivariate analysis, survival between items of statistical significance for log-rank tests, Cox proportional hazards method for evaluate the impact on survival. All variables (preoperative ALB and AGR, with or without any postoperative seizure, tumor site, degree of surgical resection, whether to receive postoperative adjuvant therapy and Ki-67 expression) were included in the final multivariate model based on a prior identification. Data management and statistical analyses were conducted using SPSS 20 software.

Results

One hundred and twenty-six adult patients with primary GBM met the inclusion criteria for the study. Median OS and median PFS were 10.8 and 5.7 months (). Most of the patients were male (59.5%), the median age was 55 years, (range, 19–80 years), and the mean age was 55.2 years; 12.7% of the patients experienced preoperative seizures and 13.2% of the patients experienced postoperative seizures. The complete surgical resection of GBM was performed in 60.3% of the patients and postoperative adjuvant therapy was performed in 60.5% of the patients; 43.7% of the tumors were located in the right hemisphere of the brain, 46% in the left and 10.3% was located in both hemispheres, and 53.2% was large (≥5 cm). We also reported Ki-67 level of the tumor, and have shown that the patients with the Ki-67 expression outreached 30% was 51.6% ().
Figure 1

The percentage of PFS after the operation in the whole follow-up was showed in (A), and the median PFS was 5.7 months. While the percentage of OS after the operation in the whole follow-up was demonstrated in (B) with a median OS of 10.8 months. PFS, progression-free survival; OS, overall survival. The red line indicates the median.

Table 1

Patient characteristics

CategoryStudy sample (N=126), N (%)Preoperative ALBPreoperative AGR
≥39.5 g/L (%)<39.5 g/L (%)P value≥1.43 (%)<1.43 (%)P value
Sex0.0940.012*
   Male75 (59.5)44 (58.7)31 (41.3)46 (61.3)29 (38.7)
   Female51 (40.5)23 (45.1)28 (54.9)20 (39.2)31 (60.8)
Age0.1770.510
   ≥5566 (52.4)32 (48.5)34 (51.5)35 (53.0)31 (47.0)
   <5560 (47.6)35 (58.3)25 (41.7)31 (51.7)29 (48.3)
National0.3830.289
   Han Chinese86 (68.3)47 (54.7)39 (45.3)47 (54.7)39 (45.3)
   Uyghur Chinese40 (31.7)20 (50.0)20 (50.0)19 (47.5)21 (52.5)
Preoperative KPS0.2920.385
   ≥7062 (49.2)35 (56.5)27 (43.5)34 (54.8)28 (45.2)
   <7064 (50.8)32 (50.0)32 (50.0)32 (50.0)32 (50.0)
Preoperative seizure0.4970.061
   Yes16 (12.7)8 (50.0)8 (50.0)5 (31.3)11 (68.8)
   No110 (87.3)59 (53.6)51 (46.4)61 (55.5)49 (44.5)
Postoperative seizure0.1360.563
   Yes16 (13.2)11 (68.8)5 (31.3)8 (50.0)8 (50.0)
   No105 (86.8)53 (50.5)52 (49.5)54 (51.4)51 (48.6)
Tumor site0.8110.710
   Right55 (43.7)29 (52.7)26 (47.3)31 (56.4)24 (43.6)
   Left58 (46.0)30 (51.7)28 (48.3)29 (50.0)29 (50.0)
   Both13 (10.3)8 (61.5)5 (38.5)6 (46.2)7 (53.8)
Tumor size0.4820.442
   ≥5 cm67 (53.2)35 (52.2)32 (47.8)36 (53.7)31 (46.3)
   <5 cm59 (46.8)32 (54.2)27 (45.8)30 (50.8)29 (49.2)
Degree of surgical resection0.2230.400
   Total76 (60.3)43 (56.6)33 (43.4)41 (53.9)35 (46.1)
   Subtotal50 (39.7)24 (48.0)26 (52.0)25 (50.0)25 (50.0)
Postoperative adjuvant therapy0.0940.211
   Yes75 (60.5)44 (58.7)31 (41.3)42 (56.0)33 (44.0)
   No49 (39.5)22 (44.9)27 (55.1)23 (46.9)26 (53.1)
Ki-670.4910.056
   ≥30%65 (51.6)34 (52.3)31 (47.7)39 (60.0)26 (40.0)
   <30%61 (48.4)33 (54.1)28 (45.9)27 (44.3)34 (55.7)

†, there were 5 case can’t be confirmed whether seizure after surgery; ‡, there were 4 case can’t be confirmed whether accept any adjuvant therapy after surgery. *, P<0.05 showed statistically significant. ALB, serum albumin levels; AGR, albumin-globulin ratio; KPS, Karnofsky performance status.

The percentage of PFS after the operation in the whole follow-up was showed in (A), and the median PFS was 5.7 months. While the percentage of OS after the operation in the whole follow-up was demonstrated in (B) with a median OS of 10.8 months. PFS, progression-free survival; OS, overall survival. The red line indicates the median. †, there were 5 case can’t be confirmed whether seizure after surgery; ‡, there were 4 case can’t be confirmed whether accept any adjuvant therapy after surgery. *, P<0.05 showed statistically significant. ALB, serum albumin levels; AGR, albumin-globulin ratio; KPS, Karnofsky performance status. The median PFS and 12-month PFS rate of the study sample were 5.7 months and 23.0%, respectively ( and ). Preoperative ALB, postoperative seizure, adjuvant therapy and Ki-67 level were found to be significant by log-rank analysis (P<0.05) (). But preoperative ALB (HR 0.342, 95% CI, 0.123–0.954, P=0.040) and accepting adjuvant therapy after surgery (HR 0.042, 95% CI, 0.005–0.330, P=0.003) were showed statistically significant by multivariate analysis (). Cox regression analysis showed that adjuvant therapy was statistically significant (HR 3.579, 95% CI, 2.236–5.729) (), but preoperative ALB (HR 1.218, 95% CI, 0.791–1.875, P=0.371) was not ().
Table 2

Significant univariate predictors of progression-free survival in 126 patients with GBM

ItemsNNon-recurrence (n=29, 23.0%)Recurrence (n=97, 77.0%)χ2 valueP value
Sex0.0310.910
   Male7517 (22.7)58 (77.3)
   Female5112 (23.5)39 (76.5)
Age1.8280.176
   ≥556612 (18.2)54 (81.8)
   <556017 (28.3)43 (71.7)
National1.0060.316
   Han Chinese8622 (25.6)64 (74.4)
   Uyghur Chinese407 (17.5)33 (82.5)
Preoperative ALB5.6000.018*
   ≥39.5 g/L6721 (31.3)46 (68.7)
   <39.5 g/L598 (13.6)51 (86.4)
Preoperative AGR1.4170.234
   ≥1.436618 (27.3)48 (72.7)
   <1.436011 (18.3)49 (81.7)
Preoperative KPS0.5360.464
   ≥706216 (25.8)46 (74.2)
   <706413 (20.3)51 (79.7)
Preoperative seizure0.0410.840
   Yes164 (25.0)12 (75.0)
   No11025 (22.7)85 (77.3)
Postoperative seizure3.9600.047*
   Yes167 (43.8)9 (56.3)
   No10522 (21.0)83 (79.0)
Tumor site4.5530.103
   Right5510 (18.2)45 (81.8)
   Left5818 (31.0)40 (69.0)
   Both131 (7.7)12 (92.3)
Maximum tumor diameter1.1970.274
   ≥5 cm6718 (26.9)49 (73.1)
   <5 cm5911 (18.6)48 (81.4)
Degree of surgical resection2.3030.129
   Total7621 (27.6)55 (72.4)
   Subtotal508 (16.0)42 (84.0)
Postoperative adjuvant therapy20.603<0.001*
   Yes7528 (37.3)47 (62.7)
   No491 (2.0)48 (98.0)
Ki-674.4130.036*
   ≥306510 (15.4)55 (84.6)
   <306119 (31.1)42 (68.9)

†, there were 5 case can’t be confirmed whether seizure after surgery; ‡, there were 4 case can’t be confirmed whether accept any adjuvant therapy after surgery. *, P<0.05 showed statistically significant. GBM, glioblastoma; ALB, serum albumin levels; AGR, albumin-globulin ratio; KPS, Karnofsky performance status.

Table 3

Significant multivariate predictors of progression-free survival in 126 patients with GBM

VariableBP valueExp(B)95% CI
Preoperative ALB−1.0730.040*0.3420.123–0.954
Postoperative seizure−0.6690.2850.5120.150–1.748
Postoperative adjuvant therapy−3.170.003*0.0420.005–0.330
Ki-67−0.830.1080.4360.158–1.200

*, P<0.05 showed statistically significant. GBM, glioblastoma; ALB, serum albumin levels.

Figure 2

Cox regression analysis showed that the level of preoperative ALB was not related with PFS of patients with GBM (P=0.371) (A). Cox regression analysis showed that the PFS of patients with postoperative adjuvant therapy was longer than patients without postoperative adjuvant therapy (P<0.001) (B). PFS, progression-free survival; GBM, glioblastoma; ALB, Serum albumin levels.

†, there were 5 case can’t be confirmed whether seizure after surgery; ‡, there were 4 case can’t be confirmed whether accept any adjuvant therapy after surgery. *, P<0.05 showed statistically significant. GBM, glioblastoma; ALB, serum albumin levels; AGR, albumin-globulin ratio; KPS, Karnofsky performance status. *, P<0.05 showed statistically significant. GBM, glioblastoma; ALB, serum albumin levels. Cox regression analysis showed that the level of preoperative ALB was not related with PFS of patients with GBM (P=0.371) (A). Cox regression analysis showed that the PFS of patients with postoperative adjuvant therapy was longer than patients without postoperative adjuvant therapy (P<0.001) (B). PFS, progression-free survival; GBM, glioblastoma; ALB, Serum albumin levels. The primary outcome of this study was death related to CNS tumor; deaths from other causes were considered as censored. Within this framework, the median OS and 18-month OS rate of the study sample were 10.8 months (), 29.4%, respectively (). Patients with different preoperative ALB and AGR levels experiencing seizure after surgery, tumor site and postoperative adjuvant therapy were found to be statistically significant (P<0.05) (). And those variables were included in a multivariate analysis, just the preoperative AGR (HR 0.280, 95% CI, 0.103–0.763, P=0.013) and adjuvant therapy (HR 0.156, 95% CI, 0.047–0.513, P=0.002) were found to be significant (). Cox regression analysis showed that preoperative AGR (HR 1.810, 95% CI, 1.095–2.992, P=0.021) () and adjuvant therapy (HR 4.702, 95% CI, 2.841–7.782, P<0.001) () were independent predictors of OS.
Table 4

Significant univariate predictors in 126 patients with GBM during 18 months follow up

ItemsNSurvived (n=37, 29.4%)Died (n=89, 70.6%)χ2 valueP value
Sex1.4070.236
   Male7525 (33.3)50 (66.7)
   Female5112 (23.5)39 (76.5)
Age0.2930.589
   ≥556019 (31.7)41 (68.3)
   <556618 (27.3)48 (72.7)
National2.4780.115
   Han Chinese8629 (33.7)57 (66.3)
   Uyghur Chinese408 (20.0)32 (80.0)
Preoperative ALB4.3580.037*
   ≥39.5g/L6725 (37.3)42 (62.7)
   <39.5g/L5912 (20.3)47 (79.7)
Preoperative A/G8.9050.003*
   ≥1.436627 (40.9)39 (59.1)
   <1.436010 (16.7)50 (83.3)
Preoperative KPS0.4930.483
   ≥706220 (32.3)42 (67.7)
   <706417 (26.6)47 (73.4)
Preoperative seizure0.5850.444
   Yes166 (37.5)10 (62.5)
   No11031 (28.2)79 (71.8)
Postoperative seizure5.7240.017*
   Yes169 (56.2)7 (43.8)
   No10528 (26.7)77 (73.3)
Tumor laterality6.2000.045*
   Right5517 (30.9)38 (69.1)
   Left5820 (34.5)38 (65.5)
   Both130 (0.0)13 (100.0)
Tumor size0.0700.791
   ≥5cm6719 (28.4)48 (71.6)
   <5cm5918 (30.5)41 (69.5)
Degree of surgical resection3.5050.061
   Total7627 (35.5)49 (64.5)
   Subtotal5010 (20.0)40 (80.0)
Postoperative adjuvant therapy18.181<0.001*
   Yes7533 (44.0)42 (56.0)
   No494 (8.2)45 (91.8)
Ki-670.1280.721
   ≥306520 (30.8)45 (69.2)
   <306117 (27.9)44 (72.1)

†, there were 5 case can’t be confirmed whether seizure after surgery; ‡, there were 4 case can’t be confirmed whether accept any adjuvant therapy after surgery. *, P<0.05 showed statistically significant. GBM, glioblastoma; ALB, serum albumin levels; AGR, albumin-globulin ratio; KPS, Karnofsky performance status.

Table 5

Significant multivariate predictors in 126 patients with GBM during 18months follow up

CharacteristicBP valueExp(B)95% CI
Preoperative ALB−0.3750.4490.6870.260–1.817
Preoperative AGR−1.2730.013*0.2800.103–0.763
Postoperative seizure−0.8720.1550.4180.126–1.391
Tumor site0.896
Postoperative adjuvant therapy−1.8600.002*0.1560.047–0.513

*, P<0.05 showed statistically significant. GBM, glioblastoma; ALB, serum albumin levels; AGR, albumin-globulin ratio.

Figure 3

Cox regression analysis showed that the OS of patients with high preoperative AGR (AGR ≥1.43) was longer than patients with low preoperative AGR (AGR <1.43) (P=0.021) (A). Cox regression analysis showed that the OS of patients with postoperative adjuvant therapy was longer than patients without postoperative adjuvant therapy (P<0.001) (B). PFS, progression-free survival; ALB, serum albumin levels.

†, there were 5 case can’t be confirmed whether seizure after surgery; ‡, there were 4 case can’t be confirmed whether accept any adjuvant therapy after surgery. *, P<0.05 showed statistically significant. GBM, glioblastoma; ALB, serum albumin levels; AGR, albumin-globulin ratio; KPS, Karnofsky performance status. *, P<0.05 showed statistically significant. GBM, glioblastoma; ALB, serum albumin levels; AGR, albumin-globulin ratio. Cox regression analysis showed that the OS of patients with high preoperative AGR (AGR ≥1.43) was longer than patients with low preoperative AGR (AGR <1.43) (P=0.021) (A). Cox regression analysis showed that the OS of patients with postoperative adjuvant therapy was longer than patients without postoperative adjuvant therapy (P<0.001) (B). PFS, progression-free survival; ALB, serum albumin levels.

Discussion

GBM is the most common primary tumor of the CNS and its standard treatment is including surgical resection combined with radiotherapy and temozolomide (TMZ) chemotherapy (14). However, the survival of the patients with GBM varies and influenced by many factors. The five-year OS rate of patients is approximately 4.5% and the median survival of GBM is about 14.6 months, in spite of advanced diagnostic and therapeutic techniques (15). In this study, we demonstrated that ALB and AGR are significantly independent prognostic factors in GBM. To our knowledge, ALB is one of the significant prognostic indicators of GBM, and the greater the ALB level is, the higher positive correlation with prognosis of GBM can be found, which indicates that elevated ALB serve as a protective role in survival of GBM patients. Our study showed ALB was an independent predictor of PFS in GBM (), but it did not show statistical significances in the Cox analysis (). Univariate analysis showed ALB related with OS (), but multivariate analysis doesn’t show any significance (). In oncology, nutrition supplies have focused great attention on cancer epidemiology, progression, and treatment outcomes (16). Several studies have suggested that nutrition condition is an essential factor for GBM patients’ survival (17). Albumin and globulin are the main components of serum proteins, and albumin can reflect the nutrition status of the human body. Lower ALB has indicated poor nutrition status and had been reported to predict survival in various types of cancers (18-20). And increased ALB has been correlated with good clinical outcomes in GBM patients (11,12). These data of previous studies were consistent with our research, and prolonged OS in GBM patients is importantly due to high ALB level. Previous study has been proven ALB as a prognostic marker in GBM patients (11). In recent years, several studies showed that AGR could be used to predict long-term mortality in various type of cancers (21,22). And there is a small amount of studies on AGR in gliomas (13), while in our study, AGR is strongly correlated with prognosis of GBM, serum AGR <1.43 was associated with short OS of GBM (, ) but no significance in PFS (). Recent Meta-analysis reported the outcomes of 4,136 patients from 14 available studies concluded that low AGR was significantly correlated with poor OS (HR 1.87, 95% CI, 1.50–2.34, P<0.001) (23). Zhou et al. (24) suggested that small cell lung cancer patients with serum AGR <1.29 was 1.35 times more likely to die than those with AGR >1.29. Mao et al. (25) showed that patients with gastric cancer with AGR <1.50 had poor OS rate compared to those AGR >1.50. Wang et al. (26) reported that AGR <1.51 was associated with a significant deterioration of OS in the patients with early stage non-small cell lung cancer. In the study of Wang et al. (27), serum AGR <1.45 was an independent prognostic factor for poor PFS in patients with prostate cancer. For glioma, Liu et al. (13) suggested that preoperative AGR (AGR >1.32) indicated a better clinical prognosis and AGR was an independent prognostic factor for OS in patients with high-grade glioma. These results are strongly consistent with our retrospective data of GBM study. The good prognosis with high ALB and AGR might be elucidated by the functions of nutrition factors including albumin and globulin. In our study, we analyzed the clinical outcomes of ALB and AGR in 126 patients with GBM, while among the several variables, low levels of ALB and AGR could reflect poor outcome of GBM patients. PFS and OS were extended with high ALB and AGR, indicating both are independent predictors of OS and PFS, besides, postoperative adjuvant therapy is significant prognostic factor for OS and PFS in GBM patients. So, ALB and AGR are convenient and inexpensive indices for predicting OS and PFS in GBM patients. Albumin has antioxidative effects anti-carcinogens and in cancer related inflammation, the albumin production also could be modulated by the pro-inflammatory cytokines released by tumor and immune cells and serve as a role in cancer progression and angiogenesis (28,29). In several analyses, all these nutritional indicators were associated with OS, and the prognostic effect of ALB can be attributed to its role as a nutritional indicator. Consistent with previous studies, our data showed that ALB has a good predictive value than other nutritional indicators in GBM (30,31). According to the results ALB and AGR are not only strong indicators of nutritional status, but also responsible for specific pathophysiological process such as inflammatory responses. The ALB and AGR may indicate the patients’ general condition, nutritional statues and the severity of the inflammatory reactions. Admittedly, there were some limitations in the present study. Our single center study had a small sample size with its retrospective nature, which may lead to some systematic bias.

Conclusions

Taken together, serum ALB and AGR are associated with poor prognosis in GBM, those are important nutritional factors of the human body, and however, the specific mechanism is still unclear and needs to be further investigated.
  30 in total

1.  Predictive impact for postoperative recurrence using the preoperative prognostic nutritional index in pathological stage I non-small cell lung cancer.

Authors:  Fumihiro Shoji; Yosuke Morodomi; Takaki Akamine; Shinkichi Takamori; Masakazu Katsura; Kazuki Takada; Yuzo Suzuki; Takatoshi Fujishita; Tatsuro Okamoto; Yoshihiko Maehara
Journal:  Lung Cancer       Date:  2016-05-16       Impact factor: 5.705

2.  Low albumin-to-globulin ratio associated with cancer incidence and mortality in generally healthy adults.

Authors:  B Suh; S Park; D W Shin; J M Yun; B Keam; H-K Yang; E Ahn; H Lee; J H Park; B Cho
Journal:  Ann Oncol       Date:  2014-07-23       Impact factor: 32.976

3.  Adverse prognosis and distinct progression patterns after concurrent chemoradiotherapy for glioblastoma with synchronous subventricular zone and corpus callosum invasion.

Authors:  Tony Hsiang-Kuang Liang; Sung-Hsin Kuo; Chun-Wei Wang; Wan-Yu Chen; Che-Yu Hsu; Shih-Fan Lai; Ham-Min Tseng; San-Lin You; Chung-Ming Chen; Wen-Yih Isaac Tseng
Journal:  Radiother Oncol       Date:  2015-12-08       Impact factor: 6.280

Review 4.  Treatment of Glioblastoma.

Authors:  Joo Yeon Nam; John F de Groot
Journal:  J Oncol Pract       Date:  2017-10       Impact factor: 3.840

5.  Serum albumin and survival in glioblastoma multiforme.

Authors:  Nicholas Borg; Mathew R Guilfoyle; David C Greenberg; Colin Watts; Simon Thomson
Journal:  J Neurooncol       Date:  2011-03-16       Impact factor: 4.130

6.  Pretreatment Albumin/Globulin Ratio Predicts the Prognosis for Small-Cell Lung Cancer.

Authors:  Ting Zhou; Xiaobo He; Wenfeng Fang; Jianhua Zhan; Shaodong Hong; Tao Qin; Yuxiang Ma; Jin Sheng; Ningning Zhou; Yuanyuan Zhao; Yan Huang; Li Zhang
Journal:  Medicine (Baltimore)       Date:  2016-03       Impact factor: 1.889

7.  Prognostic significance of pretreatment albumin/globulin ratio in patients with hepatocellular carcinoma.

Authors:  Yan Deng; Qing Pang; Run-Chen Miao; Wei Chen; Yan-Yan Zhou; Jian-Bin Bi; Su-Shun Liu; Jing-Yao Zhang; Kai Qu; Chang Liu
Journal:  Onco Targets Ther       Date:  2016-08-24       Impact factor: 4.147

8.  The prognostic value of serum albumin-globulin ratio in early-stage non-small cell lung cancer: a retrospective study.

Authors:  Yan Wang; Shuangjiang Li; Xu Hu; Yanwen Wang; Yanming Wu; Pengfei Li; Guowei Che
Journal:  Cancer Manag Res       Date:  2019-04-24       Impact factor: 3.989

9.  Pretreatment serum albumin/globulin ratio as a prognostic biomarker in metastatic prostate cancer patients treated with maximal androgen blockade.

Authors:  Ning Wang; Jian-Ye Liu; Xiong Li; Min-Hua Deng; Zhi Long; Jin Tang; Kun Yao; Yi-Chuan Zhang; Le-Ye He
Journal:  Asian J Androl       Date:  2018-07-17       Impact factor: 3.285

Review 10.  Immunotherapies for malignant glioma.

Authors:  Vassiliki A Boussiotis; Alain Charest
Journal:  Oncogene       Date:  2017-12-15       Impact factor: 9.867

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