Literature DB >> 28388568

Prognostic value of circulating vitamin D binding protein, total, free and bioavailable 25-hydroxy vitamin D in patients with colorectal cancer.

Lin Yang1, Hong Chen1, Miao Zhao1, Peng Peng1.   

Abstract

Numerous studies have suggested that there was a significantly positive association between circulating total 25-hydroxyvitamin D (25(OH)D) and survival in colorectal cancer patients. Moreover, plasma vitamin D was also found significantly associated with the concentration of vitamin D binding protein (VDBP). However, there was no paper to clarify the prognostic value of VDBP, free and bioavailable 25(OH)D in colorectal carcinogenesis. The aim of this study was to comprehensively assess the prognostic value of VDBP, total, free and bioavailable 25(OH)D in stage I-III colorectal cancer patients. A total of 206 colorectal cancer patients were enrolled in this prospective study. Preoperative plasma total 25(OH)D and VDBP concentrations were measured by direct enzyme-linked immunosorbent assay, and albumin concentration was measured by Beckman automatic biochemical analyzer. Free and bioavailable 25(OH)D concentrations were calculated based on the concentrations of plasma VDBP, total 25(OH) D and albumin. X-title program was used to determine the optimal cut-off values of VDBP, total, free and bioavailable 25(OH)D. Results showed that elevated free and bioavailable 25(OH)D were significantly associated with better 5-year overall survival (OS) by univariate analysis. By multivariate cox analysis, we also found that the high level of free 25(OH)D (HR = 0.442, 95%CI = 0.238-0.819, P < 0.010) could be identified as an independent factor for better OS. In conclusion, our study suggested that higher levels of free and bioavailable 25(OH)D were associated with better OS in stage I-III colorectal cancer patients. Moreover, free 25(OH)D could be considered as an independent prognostic biomarker for OS.

Entities:  

Keywords:  25(OH)D; VDBP; colorectal cancer; overall survival; prognosis

Mesh:

Substances:

Year:  2017        PMID: 28388568      PMCID: PMC5522208          DOI: 10.18632/oncotarget.16597

Source DB:  PubMed          Journal:  Oncotarget        ISSN: 1949-2553


INTRODUCTION

Colorectal cancer (CRC) is the third prevalent cancer and the fourth most common cause of cancer-related mortality worldwide [1]. In China, about 376.3 thousands people were diagnosed as CRC and about 191.0 thousands patients were died of CRC annually [2]. With the development of technology of diagnosis and treatment, many patients could be treated at the early stage of the disease, but the mortality of CRC was still increasing. Numerous studies have shown that high level of circulating vitamin D was associated with decreased CRC risk [3-7], suggesting a protective role of vitamin D against CRC. Although vitamin D can obtain from diet and even dietary supplements, most vitamin D is photochemically synthesized in the skin exposed to sunlight [8]. Unfortunately, due to changing of lifestyle and environment, reduced outdoor activity and the absence of adequate sun exposure, vitamin D deficiency becomes a common phenomenon both in healthy individuals and in CRC populations [9]. Vitamin D, a kind of trace elements, exists with two major kinds of formations, 25-hydroxy vitamin D (25(OH)D,) and 1,25-dihydroxy vitamin D3 (1,25(OH)2D3). Particularly, 25(OH)D, is the major circulating form of vitamin D[10], thus, the total serum 25(OH)D level is considered to be the best indicator of vitamin D [11]. Transported from liver to circulation, 25(OH)D is bound primarily to vitamin D binding protein (VDBP) and albumin, and a very small fraction remains free or unbound [12]. The latter is called as free 25(OH)D. Besides, albumin shows a weaker affinity to 25(OH)D than that of VDBP, thus, 25(OH)D can easily dissociate from the albumin [13]. Therefore, both free and albumin bound 25(OH)D can bind to vitamin D receptor (VDR) easily in the surface of target tissues and exert biological effects. As a result, free and albumin bound 25(OH)D are regarded as the bioavailable 25(OH)D. On the other hand, VDR is expressed both in normal cells and in malignant dividing cells[14], and is related to cell proliferation, differentiation, invasion and angiogenesis [15]. Moreover, VDBP is a multifunctional protein that belongs to the albumin gene family and is the precursor to the immune-modulatory protein[16], Gc protein-derived macrophage activating factor (Gc-MAF), which is a Macrophage Activating Factor (MAF) that can activate macrophage against cancer cell [17]. Hence, we speculated that the concentrations of peripheral blood vitamin D and VDBP were associated with the survival in patients with CRC. Recently, several studies reported that 25(OH)D was associated with the risk of CRC [18-20], and VDBP was not associated with the risk of various cancers, including CRC [21]. However, VDBP was found significantly associated with the concentration of plasma vitamin D [22, 23]. Recently, Ying et al. demonstrated that there was no direct association between VDBP and the risk of CRC. And they also found low level of 25(OH)D was associated with the risk of CRC only when circulating VDBP was below the median level [24]. These results indicated that it might be better to combine 25(OH)D and VDBP together for describing the relationship between vitamin D and CRC. Furthermore, two studies have shown an association between low level of total 25(OH)D and poor CRC survival outcome [3, 8]. Unfortunately, all of these studies didn't further explore the prognostic value of free, bioavailable 25(OH)D and VDBP in CRC patients. Hence, in this study, we aimed to comprehensively assess the prognostic value of VDBP, total, free and bioavailable 25(OH)D in stage I-III CRC patients.

RESULTS

The optimal cut-off values of plasma VDBP, total, free and bioavailable 25(OH)D

The patients were categorized into three tertiles based on the VDBP, total, free and bioavailable 25(OH)D determined by X-title program (Figure 1). The VDBP tertiles obtained from our data include the low VDBP tertile group (VDBP<159.2 ug/ml), middle VDBP tertile (VDBP = 159.2–310.1 ug/ml), the high VDBP tertile (VDBP > 310.1ug/ml). Likewise, total, free and bioavailable 25(OH)D tertiles also included low, middle and high tertile groups, which were listed in Table 1.
Figure 1

X-tile analyses for 5-year overall survival

The sample of CRC patients was equally divided into training and validation sets. X-tile plots of training sets were shown in the left panels, with plots of matched validation sets shown in the smaller inset. The optimal cut-off values highlighted by the black circles in left rectangular panels were also shown in histograms of the entire cohort (middle panels), and Kaplan–Meier plots were displayed in right panels. p values were determined by using the cut-off values defined in training sets and applying them to validation sets. The optimal cut-off values of Free 25(OH)D and Bioavailable 25(OH)D for OS were 0.01–0.01 pg/ml, and 0.58–1.03 ng/ml, respectively. (A) Free 25(OH)D. (B) Bioavailable 25(OH)D. CRC, colorectal cancer; VDBP, vitamin D binding protein; OS, overall survival.

Table 1

The cut-off values of plasma VDBP, total, free and bioavailable 25(OH)D

GroupLow groupMiddle groupHigh group
VDBP (ug/ml)< 159.2159.2–310.1> 310.1
Total 25(OH)D (ng/ml)< 6.26.2–29.9> 29.9
Free 25(OH)D (pg/ml)< 0.010.01–0.02> 0.02
Bioavailable 25(OH)D (ng/ml)< 0.580.58–1.03> 1.03

Abbreviations: 25(OH)D: 25-hydroxyvitamin D; VDBP: vitamin D binding protein.

X-tile analyses for 5-year overall survival

The sample of CRC patients was equally divided into training and validation sets. X-tile plots of training sets were shown in the left panels, with plots of matched validation sets shown in the smaller inset. The optimal cut-off values highlighted by the black circles in left rectangular panels were also shown in histograms of the entire cohort (middle panels), and Kaplan–Meier plots were displayed in right panels. p values were determined by using the cut-off values defined in training sets and applying them to validation sets. The optimal cut-off values of Free 25(OH)D and Bioavailable 25(OH)D for OS were 0.01–0.01 pg/ml, and 0.58–1.03 ng/ml, respectively. (A) Free 25(OH)D. (B) Bioavailable 25(OH)D. CRC, colorectal cancer; VDBP, vitamin D binding protein; OS, overall survival. Abbreviations: 25(OH)D: 25-hydroxyvitamin D; VDBP: vitamin D binding protein.

Baseline characteristics of enrolled participants

The baseline characteristics of CRC patients were summarized in Table 2. A total of 206 CRC patients with 131 males and 75 females were enrolled in this study. They had a median age of 63 years (range from 30 to 85). Of them, no smoking, no drinking, no diabetes and no hypertension were all in the majority. Colon was the most common location site of the tumor (n = 112). A total of 125(60.7%) patients were in stage III, and according to local histopathology grading, 155(75.2%) patients were found in moderate cell differentiation. All patients underwent surgery and 151(73.3%) patients received chemotherapy. During follow-up period, 87 patients (42.2%) died by the date of the recently scheduled follow-up, the median follow-up time was 45 months.
Table 2

The baseline characteristics of patients with colorectal cancer

VDBPTotal 25(OH)DFree 25(OH)DBioavailable 25(OH)D
Total patientsLowMiddleHighP*LowMiddleHighP*LowMiddleHighP*LowMiddleHighP*
ParametersN = 206N = 40N = 145N = 21N = 59N = 123N = 24N = 19N = 72115N = 21N = 61N = 124
Age(years)0.0370.1160.5550.68
> 631102579638591394259133166
< 639615661521641110305683058
Gender0.570.070.0610.023
Male131289112447512145265144770
Female75125491548125205071454
Smoking0.4020.0550.2470.324
Yes498383153314222361825
No1573210718449023155092154399
Drinking0.3210.3710.4010.89
Yes2432016171111122814
No1823712520531062318611031953110
BMI(kg/m2)0.010.1830.2150.508
< 22.16103286312345514133357122764
> 22.16103128292568106395893460
Hypertension0.2280.9460.2150.12
Yes465356132763212251922
No16035110154696181651931642102
Diabetes0.4870.1560.0560
Yes308202131435141110911
No1763212519461092114581041152113
TMN stage0.6430.3110.9620.821
I-II8118567245167294582647
III125228914357218124370133577
Cell differentiation0.9370.1950.860.665
H20416081023982711
M15530106193910115134993144497
L316232121273141451016
Location0.020.2060.0080.049
Colon112168882773125476073966
Rectal94245713325012142555142258
Chem0.2050.6050.8180.06
Yes1513310513429316135286114892
No5574081730862029101332
Albumin (g/l)0.0030.0970.1360.025
< 356911441415421261845121542
> 3513729101744811213547094682
Death0.1770.3710.0130.047
Yes87136212225213132351142251
No119278393771116496473973

Abbreviations: 25(OH)D: 25-hydroxyvitamin D; VDBP: vitamin D binding protein; BMI: body mass index; Chem: Chemotherapy; H: high cell differentiation; M: moderate cell differentiation; L: low cell differentiation.

Note: The bold represent that P value was statistically significant.*Difference between groups was tested by Chi-square test.

Abbreviations: 25(OH)D: 25-hydroxyvitamin D; VDBP: vitamin D binding protein; BMI: body mass index; Chem: Chemotherapy; H: high cell differentiation; M: moderate cell differentiation; L: low cell differentiation. Note: The bold represent that P value was statistically significant.*Difference between groups was tested by Chi-square test.

The association between baseline characteristics and clinical prognosis

The association between baseline characteristics and overall survival (OS) in CRC patients were listed in Table 3. In Kaplan–Meier and univariate analysis, our results showed that age (< 63 years), no smoking, body mass index (BMI) (< 22.16 kg/m2), no hypertension, no diabetes, TNM stage (I–II), high cell differentiation, albumin (> 35 g/l), middle and high group of free and bioavailable 25(OH)D were significantly associated with better OS(Pall < 0.05; Figure 1 and Table 3). Clinical baseline characteristics for the prediction of clinical prognosis were further investigated by multivariate analysis with Cox regression model. Smoking (HR = 1.841, 95%CI = 1.149–2.949, P = 0.011), BMI (> 22.16 kg/m2) (HR = 2.004, 95%CI = 1.244–3.228, P = 0.004), low cell differentiation (HR = 3.912, 95%CI = 1.130–13.551, P = 0.031), albumin (> 35 g/l) (HR = 0.590, 95%CI = 0.383–0.909, P = 0.017) were still associated with clinical prognosis. More importantly, comparing patients in the high group and middle group versus the low group of free 25(OH)D, the adjusted hazard ratio (HR) was 0.442(95%CI = 0.238–0.819, P = 0.010) and 0.241(95%CI = 0.117–0.495, P < 0.001) for OS, respectively. Our results indicated that middle and high group of free 25(OH)D, no smoking, BMI (< 22.16 kg/m2), high cell differentiation, albumin (> 35 g/l) could be considered to be independent markers for better OS of CRC patients.
Table 3

COX regresion based on overall survival

ParametersTotal patients5-year OSLog-rank P valueunivariate analysismultivariate analysis
N = 206NUM of deathHR(95%CI)P-valueHR(95%CI)P-value
Age(years)0.047
< 639649ReferenceReference
> 63110381.528(1.000,2.334)0.051.237(0.766,1.999)0.385
Gender0.921
Male13156Reference
Female75310.978(0.631,1.517)0.922
Smoking0.03
No15759ReferenceReference
Yes49281.631(1.040,2.558)0.0331.841(1.149,2.949)0.011
Drinking0.555
No18275Reference
Yes24121.199(0.652,2.206)0.559
BMI(kg/m2)0.008
< 22.1610334ReferenceReference
> 22.16103531.778(1.155,2.736)0.0092.004(1.244,3.228)0.004
Hypertension0.011
No16060ReferenceReference
Yes46271.787(1.134,2.816)0.0121.544(0.959,2.486)0.074
Diabetes0.005
No17668ReferenceReference
Yes30192.035(1.222,3.388)0.0061.403(0.763,2.581)0.276
TMN stage0.038
I-II8126ReferenceReference
III125611.613(1.018,2.556)0.0421.147(0.900,1.463)0.267
Cell differentiation0.03
H203ReferenceReference
M155673.584(1.127,11.397)0.0312.281(0.699,7.442)0.172
L31174.662(1.365,15.914)0.0143.912(1.130,13.551)0.031
Location0.569
Rectal9441Reference
Colon112460.886(0.581,1.350)0.572
Chem0.365
No5520Reference
Yes151671.257(0.763,2.073)0.37
Albumin (g/l)0.001
< 356940ReferenceReference
> 35137470.490(0.321,0.747)0.0010.590(0.383,0.909)0.017
VDBP0.203
Low4013Reference
Middle145621.463(0.805,2.661)0.212
High21122.013(0.918,4.416)0.081
Total 25(OH)D0.23
Low5922Reference
Middle123521.180(0.717,1.943)0.516
High24131.794(0.903,3.563)0.095
Free 25(OH)D0.008
Low1913ReferenceReference
Middle72230.353(0.178,0.699)0.0030.241(0.117,0.495)0
High115510.535(0.290,0.985)0.0450.442(0.238,0.819)0.01
Bioavailable 25(OH)D0.019
Low2114ReferenceReference
Middle61220.410(0.210,0.803)0.0090.807(0.327,1.992)0.642
High124510.485(0.268,0.877)0.0170.398(0.082,1.928)0.253

Abbreviations: OS: overall survival; HR: hazard ratio; 95%CI: 95% confidential interval; Chem: Chemotherapy; 25(OH)D: 25-hydroxyvitamin D; VDBP: vitamin D binding protein; ALB: albumin;BMI: body mass index; L: Low group; M: Middle group; H: High group.

Note: The bold represent that P value was statistically significant.

Abbreviations: OS: overall survival; HR: hazard ratio; 95%CI: 95% confidential interval; Chem: Chemotherapy; 25(OH)D: 25-hydroxyvitamin D; VDBP: vitamin D binding protein; ALB: albumin;BMI: body mass index; L: Low group; M: Middle group; H: High group. Note: The bold represent that P value was statistically significant.

DISCUSSION

In this study, we found that low levels of free and bioavailable 25(OH)D were both associated with poor OS, and free 25(OH)D was an independent prognostic factor for OS. To the best of our knowledge, this might be the first research which explored the association of plasma VDBP, total, free and bioavailable 25(OH)D with the prognosis of patients with stage I-III CRC at the same time. This study indicated that low levels of free and bioavailable 25(OH)D were both associated with poor OS, which indicated that free and bioavailable 25(OH)D had a protective effect from death for CRC patients and had utility as biomarkers for survival monitoring. However, previous studies reported that total 25(OH)D was also associated with the survival of CRC [3, 8], which was inconsistent with our study. Maybe this phenomenon could be explained by the number of patients from different tumor stages and different geographic regions. Therefore, further study with larger samples should be applied to confirm this result. Furthermore, different cut-off values determined by different tools could also contribute to this difference. In this study, X-tile program, a robust graphical tool verified by Yale University was used by us to determine the optimum cut-off values. Our study demonstrated that circulating VDBP was not associated with the survival of CRC patients, which was consistent with the recent study by Ying et al. [24]. Theoretically, free and bioavailable 25(OH)D would be more representative for the function of vitamin D than total 25(OH)D because only free 25(OH)D could bind to VDR and play an important role in biological activity [25]. The following mechanisms might explain our results. Almost all CRC patients had abnormal β-catenin signal transduction pathway[26] and 25(OH)D in colon and several other tissues could be converted into hormonally active 1,25(OH)2D3 which could inhibit the abnormal signal pathway, and promote the differentiation of tumor cells by stimulating β-catenin-TCF-4 target gene [27, 28] and inducing E-cadherin [29, 30]. Furthermore, the 1,25(OH)2D3 had direct anti-tumor effect [31] because several oncogenes or anti-oncogenes could be regulated by vitamin D [32], such as TGF-β, TNF-α, p27/Kip1, c-myc, c-fos, c-jun, which were closely associated with the proliferation and differentiation of some specific cells [33]. Some previous studies indicated that TGF-β, which could inhibit the growth of enterocytes, could be antagonized by CRC cells[34], and this resulted in the growth of CRC tissues. However, this process could be interdicted by 1,25(OH)2D3 through increasing the activity of TGF-β on CRC cells[35]. In addition, 1,25(OH)2D3 could suppress mitosis by increasing the expression levels of p27/Kip1 and p21/Waf1, inhibiting the activity of cyclin-CDK complex, promoting dephosphorylation of Rb protein, decreasing the transactivation of E2F, and then resulting in the tumor cells stagnated in G0/G1 stage [36]. To our knowledge, it was the first study that synthetically investigated the association between total, free, bioavailable 25(OH)D, VDBP and the prognosis of patients with stage I-III CRC. The previous studies tended to be more concerned about the total 25(OH)D or VDBP with CRC outcome separately. Our study could objectively and comprehensively analysis the association among them and our results were then more accurate than the previous. Besides, all samples were collected between 8:00am and 10:00am in ZhongDa hospital, and the plasma samples were all put in -80 degree centigrade environment before collection for assays, which could minimize the side effects of environmental factors on plasma vitamin D levels. Undeniably, some limitations were also found in our study. Firstly, only 206 patients were enrolled and the small size couldn't represent the whole population which might decrease the power of our results. So further study with more patients included should be conducted. Secondly, the concentrations of 25(OH)D and VDBP were assayed at only one point instead of dynamic monitoring, which might have an important side effect on our results because the plasma 25(OH)D level would increase by extral multivitamin use, physical activity, and exposure to sunshine. Thirdly, only OS was accessed in this study, which was not able to exclude the influence of cancer unrelated to death. The last but not least, there was a lack of an external validation cohort to test whether actively supplementing vitamin D could increase survival time of CRC patients. In conclusion, our findings suggested that higher levels of free and bioavailable 25(OH)D were associated with better OS in I-III stage CRC patients, and free 25(OH)D was an independent prognostic factor for OS.

MATERIALS AND METHODS

Study population

A blanket search was conducted to look for the patients initially diagnosed with CRC from February 2011 to February 2012 in ZhongDa Hospital (Nanjing, Jiangsu, China). All patients were diagnosed through colonoscopy, confirmed with histo-pathological examination and underwent surgery. Patients with any diseases which could have an impact on the metabolism of vitamin D or calcium were excluded from our study, such as serious renal or liver diseases, parathyroid gland diseases, active infection, etc. The present study was approved by the Institution Ethics Commission of ZhongDa Hospital and Southeast University, and informed consents were obtained from all participants.

Information of patients

We collected the characteristics of all enrolled patients, including sex, age, smoking, drinking, BMI, diabetes, hypertension, treated with surgery or chemotherapy, and the treatment data. In addition, the location of cancer, pathological types, tumor stage were also collected. All information above were obtained from the hospital medical record of ZhongDa Hospital.

Blood sample saving and plasma vitamin D assay

All samples were collected within seven days before operation from Clinical Laboratory of ZhongDa Hospital. To minimize the effect of ultraviolet or temperature on blood samples, the collecting time was controlled between 8:00am and 10:00am, and the plasma samples were put in -80 degree centigrade environment until assay. The measurement of blood total 25(OH)D was conducted using direct competitive enzyme-linked immunosorbent assay with the 25(OH)D immunoassay kit (HCB Ltd, Vancouver, Canada). The concentration of plasma VDBP was measured using human VDBP immunoassay kit (R&D Systems, Minneapolis, USA). Considering the coefficient of variations of inter- and intra-batch about the two kinds of kit, all plasma samples were distributed to triplicate randomly while measuring. The measurement of plasma albumin concentration was also carried out using a bromocresol green dye assay with Beckman automatic biochemical analyzer (AU680) (Beckman Coulter lnc, Tokyo, Japan). After all above steps, free and bioavailable 25(OH)D were calculated from the concentrations of total 25(OH)D, VDBP and plasma albumin according to the mathematical equations provided by Bhan et al[37]. All assays were conducted in April of 2014. The methods were carried out according with the approved guidelines.

Follow up

Patients were followed up regularly dating up to December 10, 2016 or until death according to 7th edition of the TNM-UICC/AJCC classification for CRC (every 3–6 months for first 2 years, every 6 months for the third to fifth years). The OS was defined as the time from the date of diagnosis to last follow-up or death. Follow-up data for patients were computed from medical records, physical examinations, laboratory examinations or telephone follow-up. All works were conducted by two investigators and any disagreement was solved by discussion.

Statistical analysis

IBM SPSS Statistical 20.0 (SPSS Inc. Chicago, IL, USA) and X-tile 3.6.1 (Yale University, New Haven, CT, USA) were used for statistical analysis. Differences between high- and low-level group patients were evaluated using the χ2 test or Mann-Whitney U test. For clinical practice, the continuous variables were changed to categorical variables, and the cutoff values of VDBP, total, free and bioavailable 25(OH)D were determined by X-tile 3.6.1 (Yale University, New Haven, CT, USA). OS curves were established according to the Kaplan–Meier method and the differences were analyzed by the log-rank test. To identify the independent factors, multivariate cox regression analyses were performed. Variables with a P value less than 0.10 in the univariate cox regression analysis were entered into the multivariate cox regression model using backward conditional method. Two-tailed P values less than 0.05 were considered to be statistically significant.
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Authors:  Yuanzi Liang; Liejun Jiang; Xiaowei Chi; Steven Hochwald; Feng Qiu; Yanfang Luo; Qiuwei Lu; Xiafang Yang; Huayi Huang; Junfa Xu
Journal:  J Clin Lab Anal       Date:  2019-12-13       Impact factor: 2.352

Review 7.  Association between Blood 25-Hydroxyvitamin D Levels and Survival in Colorectal Cancer Patients: An Updated Systematic Review and Meta-Analysis.

Authors:  Haifa Maalmi; Viola Walter; Lina Jansen; Daniel Boakye; Ben Schöttker; Michael Hoffmeister; Hermann Brenner
Journal:  Nutrients       Date:  2018-07-13       Impact factor: 5.717

8.  Vitamin D, magnesium, calcium, and their interaction in relation to colorectal cancer recurrence and all-cause mortality.

Authors:  Evertine Wesselink; Dieuwertje E Kok; Martijn J L Bours; Johannes H W de Wilt; Harm van Baar; Moniek van Zutphen; Anne M J R Geijsen; Eric T P Keulen; Bibi M E Hansson; Jody van den Ouweland; Renger F Witkamp; Matty P Weijenberg; Ellen Kampman; Fränzel J B van Duijnhoven
Journal:  Am J Clin Nutr       Date:  2020-05-01       Impact factor: 7.045

9.  Serum Bioavailable, Rather Than Total, 25-hydroxyvitamin D Levels Are Associated With Hepatocellular Carcinoma Survival.

Authors:  Ai-Ping Fang; Jing-An Long; Yao-Jun Zhang; Zhao-Yan Liu; Qi-Jiong Li; Dao-Ming Zhang; Yun Luo; Rong-Huan Zhong; Zhong-Guo Zhou; Yan-Jun Xu; Xiao-Jun Xu; Wen-Hua Ling; Min-Shan Chen; Hui-Lian Zhu
Journal:  Hepatology       Date:  2020-04-03       Impact factor: 17.425

10.  Construction and Validation of a Universal Applicable Prognostic Signature for Gastric Cancer Based on Seven Immune-Related Gene Correlated With Tumor Associated Macrophages.

Authors:  Junyu Huo; Liqun Wu; Yunjin Zang
Journal:  Front Oncol       Date:  2021-06-11       Impact factor: 6.244

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