Literature DB >> 31114374

Prognostic significance of the ratio of fibrinogen and albumin in human malignancies: a meta-analysis.

Yi Zhang1, Guoliang Xiao1.   

Abstract

Background and aim: Serum fibrinogen and albumin are two important factors in systemic inflammation and these two factors are related to tumor progression. This study aimed to comprehensively reveal the prognostic value of the ratio of fibrinogen and albumin in malignant tumors.
Methods: We systematically searched relevant studies in PubMed, Web of Science and Embase up to November 21, 2018. Hazard ratios (HRs) or odds ratio (ORs) for overall survival (OS)/disease-free survival (DFS), as well as relevant clinical data, were collected for analysis; all data analyses were performed by using STATA/SE 14.
Results: Twelve cohort studies were included in this meta-analysis, with a total of 5,088 cases including 9 different kinds of tumors recruited. The pooled results showed that high albumin/fibrinogen ratio (FAR) and low fibrinogen/albumin ratio (AFR) were significantly associated with poor OS (HR=1.50, 95% CI: 1.30-1.70). Subgroup analyses for OS were also performed based on the disease type, detection method, follow-up time and treatment. Similarly, high FAR or low AFR indicated a worse DFS in cancer patients (HR=1.86; 95% CI: 1.41-2.31). In addition, high FAR or low AFR was statistically significant in relation to deeper tumor infiltration (OR=2.81, 95%CI: 1.67-4.72), positive lymph node metastasis (OR=1.57, 95%CI: 1.23-2.02) and distant metastasis (OR=2.30, 95% CI: 1.36-3.89) as well as advanced clinical stage (OR=2.02, 95% CI: 1.17-3.47). Conclusions: The ratio of fibrinogen and albumin could act as a promising prognostic marker in human malignant tumors. It might assist physicians to select optimal treatments by identifying the current status of the patient. Future multicenter clinical trials are needed to validate its applications.

Entities:  

Keywords:  albumin/fibrinogen ratio; fibrinogen/albumin ratio; malignant tumor; prognosis

Year:  2019        PMID: 31114374      PMCID: PMC6497111          DOI: 10.2147/CMAR.S198419

Source DB:  PubMed          Journal:  Cancer Manag Res        ISSN: 1179-1322            Impact factor:   3.989


Introduction

Inflammation has been convincingly considered as an important hallmark of cancer.1,2 It participates in the initiation, progression, and metastasis of human cancer.3,4 Tumor-associated inflammatory factors are closely related to the prognosis in cancer patients.5,6 Thereof, a series of inflammation-related index systems, including the systemic immune-inflammation index (SII), prognostic nutritional index (PNI) and C-reactive protein/albumin ratio (CAR), were reported as useful predictors in a variety of human tumors.7–9 As novel inflammation-based markers, the combination with fibrinogen and albumin, namely, fibrinogen/albumin ratio (FAR) and albumin/fibrinogen ratio (AFR), were proposed and reported currently. The prognostic power of the ratio of fibrinogen and albumin was exhibited in several types of human cancers.10–13 For example, the patients with high FAR or low AFR had significantly worse survival than those with low FAR or high AFR in the breast, esophageal and gastric cancer;10–12 while the ratio of fibrinogen and albumin was found to be no significant impact on overall survival in patients with colorectal cancer.13 Besides, the findings on the relationship between the ratio of fibrinogen and albumin and clinicopathologic characteristics were reported but not inconsistent or even contradictory in these studies. Therefore, in order to provide a more accurate understanding of the prognostic significance of circulating FAR or AFR in cancer patients, we performed this systematic review and meta-analysis by pooling all those available data together. The links between the ratio of fibrinogen and albumin and clinical-pathological features were further investigated in this study.

Materials and methods

Search strategy and study selection

The current meta-analysis was performed according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines.14 PubMed, Embase, and Web of Science were comprehensively searched (up to November 21, 2018) with the following search terms: “albumin-to-fibrinogen or albumin/fibrinogen or fibrinogen-to-albumin or fibrinogen/albumin” combining with “cancer or tumor or malignancy or carcinoma or neoplasms”. The search strategy is provided in the Supplementary material. The inclusion criteria were as follows: The correlation between serum AFR/FAR and overall survival (OS) or disease-free survival (DFS) of primary human malignancies were reported; The assessment of hazard ratios (HRs) and the corresponding 95% confidence intervals (CIs) was available; The full-articles were published in the English language. The exclusion criteria were as follows: Non-original articles (reviews, comments, editorials or conference abstracts, or case reports); Articles without sufficient survival data for HRs; Duplicated studies.

Data extraction and quality assessment

Three aspects of data were collected from the enrolled studies by two authors (Zhang Y and Xiao GL), independently: Basic information: first author’s name, publication year, original country, disease type, the number of enrolled patients, included period, prognostic index, detection method, cut-off value, treatment methods. Clinicopathological features: the distribution of gender, age distribution, histological grade, lymph node metastasis, distant metastasis, tumor invasion depth, clinical stage. Prognostic data: survival type and follow-up time, and due to all included studies reported the HRs for OS/DFS in univariate and/or multivariate analyses, the HRs and 95% CIs were directly used to combine the individual result and the HRs from multivariate analyses were preferred. In this study, we focused on two prognostic indicators, AFR and FAR. By definition, these two ratio values are opposite to each other. In this meta-analysis, the HR greater than 1 indicated a worse prognosis in subjects with high FAR or low AFR. We also assessed the quality of included studies, this method was detailed described in the article by Lin et al15. It contains predefined nine items, a study could get a final score from the lowest 0 and the highest 9 after assessment.

Statistical analysis

All data analysis was performed using STATA/SE 14.1. The synthesized HRs with 95% CIs were used to evaluate the prognostic significance of FAR and AFR on OS/DFS in cancer survivors. And the pooled odds ratio (ORs) with 95% CIs were used to explore the relationship between FAR or AFR and pathological features. Heterogeneity among the enrolled literature was assessed by Higgins I2 statistics and Cochran’s Q. A fixed-effects model was used for non-significant heterogeneity across studies (I2<50% and P>0.1), otherwise, a random-effects model was utilized. Begg’s test, as well as visible plots, were applied to assess the possibility of publication bias. The stability of the overall results was tested by sensitivity analysis, it was conducted by deletion of individual studies one by one.

Results

Finally, a total of 12 publications with 5,088 cases were included in this meta-analysis,10–13,16–23 the detailed process of study assessment is shown in Figure 1. All these enrolled studies were retrospective design, and they were written in the English language and published in 2017 and 2018. Among them, eleven studies were carried out in P.R. China, and one in Korea. A total of nine different kinds of human malignant tumors were investigated: breast cancer (BC), esophageal squamous cell carcinoma (ESCC), gastric cancer (GC), hepatocellular carcinoma (HCC), non-small cell lung cancer (NSCLC), colorectal cancer (CRC), gallbladder cancer (GBC), chronic lymphocytic leukemia (CLL), and soft tissue sarcoma (STS). Among those studies, seven articles reported the relationship between the AFR and OS, and five studies investigated the association between the FAR and prognosis of OS. Two studies focused on the prognostic value of AFR/FAR on DFS. The quality of all included studies was good with a median score of 8 (range 7–9, Figure 2, Table S1). Table 1 presents the main characteristics of all included studies.
Figure 1

A flow diagram for the literature assessment process.

Figure 2

Quality assessment of 12 eligible cohort studies.

Abbreviations: OS, overall survival; DFS, disease-free survival; AFR, albumin/fibrinogen ratio; FAR, fibrinogen/albumin ratio.

Table 1

Characteristics of the included studies in this meta-analysis

ReferenceYearCountryDisease typePatients (n)Male/femaleIncluded yearsAge (years)*Prognostic indexDetection methodCut-off valueSurvival type (analysis type)Follow-upTreatmentsStage
Hwang et al102017KoreaBC7930/7932000–201654.1±12.3FARROC curve7.1OS (M)≥5 yearsWith-surgeryI-II-III
Tan et al112017ChinaESCC1135888/2472008–201058 (28–88)FARX-tile software0.08OS (M)≥5 yearsWith-surgeryNA
Zhang et al122017ChinaGC360261/992011–201358.24±11.22AFRX-tile software8.9OS (M)<5 yearsWith-surgeryII -III
Xu et al162018ChinaHCC151128/232006–201051 (22–78)FARROC curve0.062OS (M)≥5 yearsWith-surgeryBCLC (0-A-B-C)
Chen et al172018ChinaNSCLC529312/2172010–201562 (28–82)AFRROC curve9.67OS (M), DFS (M)≥5 yearsWith-surgeryI-II-III
Li et al182018ChinaNSCLC412317/952005–201460.33±8.97AFRX-tile software7.8OS (M)<5 yearsMixedI-II-III-IV
Sun et al132018ChinaCRC680426/2542008–2013 NAAFRX-tile software9.2OS (M)<5 yearsWith-surgeryI-II-III
Xu et al192018ChinaGBC15463/912005–201764 (29–85)FARROC curve0.08OS (M)≥5 yearsWith-surgeryI-II-III-IV
Zou et al202018ChinaCLL191128/631995–201761 (23–86)AFRX-tile software9.7OS (M)≥5 yearsUntreatedBinet A-B-C stage
Liang et al212018ChinaSTS310174/1361999–201339 (5–78)FARROC curve0.0726OS (M), DFS (U)≥5 yearsWith-surgeryI-II-III-IV
Gao et al222018ChinaESCC153128/252011–201361.93±6.72AFRX-tile software9.3OS (M)<5 yearsWith-surgery0-I-II-III
Du et al 232018ChinaGBC220122/982009–2015 NAAFRX-tile software15.45OS (M)<5 yearsMixedMetastatic

Note: *Data shown as median (interquartile range) or mean ± standard deviation.

Abbreviations: BC, breast cancer; ESCC, esophageal squamous cell carcinoma; GC, gastric cancer; HCC, hepatocellular carcinoma; NSCLC, non-small cell lung cancer; CRC, colorectal cancer; GBC, gallbladder cancer; CLL, chronic lymphocytic leukemia; STS, soft tissue sarcoma; OS, overall survival; DFS, disease-free survival; AFR, albumin/fibrinogen ratio; FAR, fibrinogen/albumin ratio; ROC, receiver operating characteristic; M, multivariate analysis, U, univariate analysis, NA, not available.

Characteristics of the included studies in this meta-analysis Note: *Data shown as median (interquartile range) or mean ± standard deviation. Abbreviations: BC, breast cancer; ESCC, esophageal squamous cell carcinoma; GC, gastric cancer; HCC, hepatocellular carcinoma; NSCLC, non-small cell lung cancer; CRC, colorectal cancer; GBC, gallbladder cancer; CLL, chronic lymphocytic leukemia; STS, soft tissue sarcoma; OS, overall survival; DFS, disease-free survival; AFR, albumin/fibrinogen ratio; FAR, fibrinogen/albumin ratio; ROC, receiver operating characteristic; M, multivariate analysis, U, univariate analysis, NA, not available. A flow diagram for the literature assessment process. Quality assessment of 12 eligible cohort studies. Abbreviations: OS, overall survival; DFS, disease-free survival; AFR, albumin/fibrinogen ratio; FAR, fibrinogen/albumin ratio.

The ratio of fibrinogen and albumin and OS

12 studies involving 5088 cases described the association between the ratio of fibrinogen and albumin and OS. No significant heterogeneity existed across studies (I2=30.7%, P=0.145), the fixed effects model was applied to merge the HRs and 95% CIs. The meta-analysis results showed that high FAR or low AFR was obviously correlated with poor survival in cancer patients (HR=1.50, 95% CI: 1.30–1.70; P<0.001, Figure 3).
Figure 3

Pooled results for the correlation between the ratio of fibrinogen and albumin and OS in patients suffering from malignant tumors.

Abbreviations: OS, overall survival; HR, hazard ratio; CI, confidence interval.

Pooled results for the correlation between the ratio of fibrinogen and albumin and OS in patients suffering from malignant tumors. Abbreviations: OS, overall survival; HR, hazard ratio; CI, confidence interval. Furthermore, subgroup analyses were conducted based on the disease type, detection method, follow-up time and treatment. We found that high FAR or low AFR was closely correlated with shorter OS in gastrointestinal (GI) cancers (HR=1.40; 95% CI: 1.17–1.62; P<0.001) and non-GI cancers (HR=1.96; 95% CI: 1.49–2.42; P<0.001). For the subgroup involving detection methods, it was observed that patients with high FAR or low AFR had a poorer OS in both groups using ROC curve (HR=2.13; 95% CI: 1.64–2.63; P<0.001) and X-tile software (HR=1.38; 95% CI: 1.16–1.60; P<0.001). Similarly, high FAR and low AFR were significantly related to shorter OS in group with follow-ups ≥5 years (HR=1.56; 95% CI: 1.30–1.81; P<0.001) and follow-ups <5 years (HR=1.42; 95% CI: 1.09–1.74; P<0.001). Obviously, high FAR and low AFR could serve as significant unfavorable factors in patients after curative resection (HR=1.54; 95% CI: 1.31–1.76; P<0.001). All results of subgroup analyses are presented in Table 2.
Table 2

Subgroup analysis for OS in the patient with malignant tumors

Stratified analysisStudies (n)Pooled resultsHeterogeneity
HR95% CIP-valueI2 (%)P
Tumor type
GI cancer71.401.17–1.62<0.00137.60.142
Non-GI cancer51.961.49–2.42<0.0010.00.780
Detection method
ROC curve52.131.64–2.63<0.0010.00.791
X-tile software71.381.16–1.60<0.00111.40.342
Follow-up time
<5 years51.421.09–1.74<0.00118.40.297
≥5 years71.561.30–1.81<0.00143.10.103
Treatment situation
With-surgery91.541.31–1.76<0.00120.30.262
Mixed21.300.84–1.77NS71.70.060
Untreated13.471.54–7.82<0.001

Abbreviations: OS, overall survival; HR, hazard ratio; CI, confidence interval; GI, gastrointestinal; ROC, receiver operating characteristic, NS, not significant.

Subgroup analysis for OS in the patient with malignant tumors Abbreviations: OS, overall survival; HR, hazard ratio; CI, confidence interval; GI, gastrointestinal; ROC, receiver operating characteristic, NS, not significant.

The ratio of fibrinogen and albumin and DFS

Only two studies reported the relationship between the ratio of fibrinogen and albumin and DFS, no significant heterogeneity was found among studies (I2=0.0%, P=0.707), a fixed effects model was used to analyze the pooled HRs. As shown in Figure 4, the combined results indicated that the patients with high FAR or low AFR had a worse DFS (HR=1.86; 95% CI: 1.41–2.31; P<0.001).
Figure 4

Pooled results for the correlation between the ratio of fibrinogen and albumin and DFS in cancer patients.

Abbreviations: DFS, disease-free survival; HR, hazard ratio; CI, confidence interval.

Pooled results for the correlation between the ratio of fibrinogen and albumin and DFS in cancer patients. Abbreviations: DFS, disease-free survival; HR, hazard ratio; CI, confidence interval.

The ratio of fibrinogen and albumin and clinicopathological features

The clinical relevance of the ratio of fibrinogen and albumin in tumor cases is presented in Table 3. High FAR and low AFR were found to be significantly correlated with deeper infiltration (OR=2.81, 95%CI: 1.67–4.72, P=0.000), positive lymph node metastasis (OR=1.57, 95%CI: 1.23–2.02, P=0.000), distant metastasis (OR=2.30, 95%CI: 1.36–3.89, P=0.002) and advanced clinical stage (OR=2.02, 95%CI: 1.17–3.47, P=0.011), whereas the high FAR or low AFR was not statistically significantly associated with histological grade (OR=1.29, 95%CI: 0.94–1.76, P=0.115).
Table 3

Results of the meta-analysis of clinicopathological characteristics

ClinicopathologicalparameterStudies (n)Pooled resultsHeterogeneity
OR95% CIP-valueI2 (%)PModel
Histological grade (G3/G4 vs.G1/G2)81.290.94–1.760.11567.00.004Random
Infiltration (T3-4 vs Tis-1–2)62.811.67–4.72<0.00173.60.002Random
Lymph node metastasis (+ vs −)71.571.23–2.02<0.00155.70.035Random
Distant metastasis (+ vs −)22.301.36–3.890.0020.00.771Fixed
Clinical stage (III-IV vs 0-I-II)62.021.17–3.470.01177.30.001Random

Abbreviations: OR, odds ratio; CI, confidence interval.

Results of the meta-analysis of clinicopathological characteristics Abbreviations: OR, odds ratio; CI, confidence interval.

Publication bias

Begg’s funnel plot was symmetrical (Figure 5) and Begg’s test had a value of 0.086 (P>0.05), which suggestive of the absence of publication bias.
Figure 5

Begg’s funnel plot for OS.

Abbreviations: OS, overall survival; HR, hazard ratio.

Begg’s funnel plot for OS. Abbreviations: OS, overall survival; HR, hazard ratio.

Sensitivity analysis

Sensitivity analysis indicated that the overall results in this meta-analysis were stable and reliable (Figure 6).
Figure 6

Sensitivity analysis test for OS.

Abbreviations: OS, overall survival; CI, confidence interval.

Sensitivity analysis test for OS. Abbreviations: OS, overall survival; CI, confidence interval.

Discussion

The relationships between FAR and AFR and prognosis were reported in previous studies, however, their prognostic and clinical-pathological values in cancer patients remains undetermined. Hence, we performed this meta-analysis for the first time to figure out the prognostic impact of this scoring system in cancers. We included 12 cohort studies with a total of 5088 cancer cases, and 9 different kinds of human malignancies were enrolled. By pooling all the available OS data from multivariate analyses, we found that patients with high FAR or low AFR had a significantly lower OS rate than those with low FAR or high AFR (HR=1.50, 95% CI: 1.30–1.70; p<0.001), and moreover, high FAR or low AFR was found to be an independent factor of unfavorable OS in patients with GI cancers or non-GI cancers, and there was clear evidence that high FAR and low AFR could be a significant predictor in long-term overall survival rate (≥5 years) or short-term survival rate (<5 years) between the two groups. In addition, the ratio of fibrinogen and albumin might be an important predictor for DFS in cancers (HR=1.86; 95% CI: 1.41–2.31; p<0.001). Similarly, the significant associations between clinicopathological features and this scoring system were also found in tumor infiltration (p<0.001), lymph node metastasis (p<0.001), distant metastasis (p=0.002) and clinical stage (p=0.011). Although the specific mechanism for the roles of this scoring system predicting cancer progression and prognosis remains incompletely understood, there are some potential explanations for this. Fibrinogen level was frequently observed elevated in serum of the cancer patients and hyper-fibrinogenemia was demonstrated to be related to unfavorable prognoses in multiple tumors, including liver cancer, lung cancer, esophageal cancer and urinary tract urothelial carcinoma.24–27 Fibrinogen is an important factor involved in hemostasis, and the coagulation system is often abnormally activated in cancer patients,2,28,29 and it could possess anti-cancer properties as a compound with sodium selenite.6 And as an acute-phase-response protein, fibrinogen could also reflect the statue of the systemic inflammatory response, which was closely related to carcinogenesis.30–32 In addition, fibrinogen could regulate tumor cell growth as an extracellular matrix protein by binding to multiple growth factors,33–35 and enhance cell migration, invasion, and metastasis involving epithelial-mesenchymal transition.36–38 Fibrinogen also played a vital role in angiogenesis, which closely participated in the progression of cancer.39–42 On the other side, albumin has been considered as an indicator that could objectively reflect the nutritional status, low serum albumin level often heralds malnutrition, and indicates weakened immunity in subjects.43–45 In addition, albumin is also a crucial factor that involved in the systemic inflammatory response, low concentration of albumin was shown to be related to the enhancement of inflammatory response to cancers and then release of a series of cancer-related cytokines, which could contribute to tumor development.46–48 Furthermore, clinical studies showed that there was a significant association between albumin level and prognosis in various types of tumors, the low pretreatment serum albumin level yielded an unfavorable prognosis in cancers.49–51 Several limitations in our meta-analysis should be carefully considered. First, the number of cohort studies that included was relatively small and the total sample size was also limited. Second, all included studies were carried out in two Asian countries, this might affect the applicability of our conclusions, more studies with different populations are required in the future. Third, we only included full-text articles published in the English language. Fourth, the prognostic roles of the ratio of fibrinogen and albumin in specific cancers were not investigated for the lack of sufficient data. Fifth, only two studies reported the data of DFS rate, and as a result, their impacts on DFS should be further confirmed. Last but not least, the cut-off of this scoring system varied among studies. As the limitations mentioned above, further researches should be embraced to verify and update our findings. In summary, this meta-analysis systematically assessed the prognostic impact of the novel inflammation-based prognostic scores (FAR and AFR) on cancer patients. We found that high FAR and low AFR indicated worse prognosis and adverse clinical progression in tumors. And the prognostic validity of AFR and FAR should be globally checked for various cancer types, as these parameters can be easily obtained in a cheap and non-invasive manner, this might lead to their incorporation in official cancer management guidelines.
Table 1.

Study quality of the 12 eligible studies

ReferenceCancer typeClear description of purpose/objectivesPatients' consent for researchClear description of tumor stage and/or clinical settingClear description of including eligibility criteria or exclusion criteriaWhether or not cut-off value of FAR/AFR clearly statedPredefinition of predictors (OS/DFS) and outcome measurementsWhether or not use multivariate analysis amd/or univariate analysisLong enough follow-up period to reach outcomeStudy limitations consideredQualityscore(0− 9)
Hwang et al 1BCYesYesYesYesYesYesYesYesYes9
Tan et al 2ESCCYesYesYesYesYesNoYesYesYes8
Zhang et a 3GCYesYesYesYesYesYesYesNoYes8
Xu et al 4HCCYesYesYesYesYesYesYesYesYes9
Chen et al 5NSCLCYesYesYesYesYesYesYesYesYes9
Li et al 6NSCLCYesYesYesYesYesYesYesNoYes8
Sun et al 7CRCYesYesYesYesYesYesYesNoYes8
Xu et al 8GBCYesYesYesYesYesYesYesYesYes9
Zou et al 9CLLYesYesYesNoYesYesYesYesNo7
Liang et al 10STSYesYesYesYesYesYesYesYesYes9
Gao et al 11 ESCCYesYesYesYesYesYesYesNoYes8
Du et al 12GBCYesYesYesYesYesYesYesNoYes8

Abbreviations: BC, breast cancer; ESCC, esophageal squamous cell carcinoma; GC, gastric cancer; HCC, hepatocellular carcinoma; NSCLC, non-small cell lung cancer; CRC, colorectal cancer; GBC, gallbladder cancer; CLL, chronic lymphocytic leukemia; STS, soft tissue sarcoma; OS, overall survival; DFS, disease-free survival; AFR, albumin/fibrinogen ratio; FAR, fibrinogen/albumin ratio.

  13 in total

1.  Predicting Prognosis and Adverse Events by Hematologic Markers in Patients with Locally Advanced Esophageal Squamous Cell Carcinoma Treated with Neoadjuvant Chemoradiotherapy.

Authors:  Guoxin Cai; Jinming Yu; Xue Meng
Journal:  Cancer Manag Res       Date:  2020-09-15       Impact factor: 3.989

2.  Novel Blood Indicators of Progression and Prognosis in Renal Cell Carcinoma: Red Cell Distribution Width-to-Lymphocyte Ratio and Albumin-to-Fibrinogen Ratio.

Authors:  Chenjun Ma; Quan Liu; Chengyang Li; Jiwen Cheng; Deyun Liu; Zhanbin Yang; Haibiao Yan; Bo Wu; Yongxian Wu; Jiawen Zhao
Journal:  J Oncol       Date:  2020-11-25       Impact factor: 4.375

3.  Preoperative fibrinogen-to-albumin ratio, a potential prognostic factor for patients with stage IB-IIA cervical cancer.

Authors:  Qiang An; Wei Liu; Yujia Yang; Bing Yang
Journal:  BMC Cancer       Date:  2020-07-25       Impact factor: 4.430

4.  Fibrinogen and Albumin Score Changes during Preoperative Treatment Can Predict Prognosis in Patients with Locally Advanced Rectal Cancer.

Authors:  Meng-Jun Tang; Shu-Bo Ding; Wang-Yuan Hu
Journal:  Gastroenterol Res Pract       Date:  2019-11-13       Impact factor: 2.260

5.  High fibrinogen-to-albumin ratio is associated with hemorrhagic transformation in acute ischemic stroke patients.

Authors:  Yiting Ruan; Chengxiang Yuan; Yuntao Liu; Yaying Zeng; Haoran Cheng; Qianqian Cheng; Yunbin Chen; Guiqian Huang; Weilei He; Jincai He
Journal:  Brain Behav       Date:  2020-12-12       Impact factor: 2.708

6.  Fibrinogen/Albumin Ratio as a Promising Marker for Predicting Survival in Pancreatic Neuroendocrine Neoplasms.

Authors:  Shengming Deng; Zhiyao Fan; Huanyu Xia; Yitao Gong; Yunzhen Qian; Qiuyi Huang; He Cheng; Kaizhou Jin; Zhiwen Xiao; Guopei Luo; Xianjun Yu; Chen Liu
Journal:  Cancer Manag Res       Date:  2021-01-08       Impact factor: 3.989

7.  Fibrinogen/Albumin Ratio (FAR) in Patients with Triple Negative Breast Cancer and Its Relationship with Epidermal Growth Factor Receptor Expression.

Authors:  Wenbo Gao; Ming Li; Yunhao Zhang
Journal:  Onco Targets Ther       Date:  2021-12-07       Impact factor: 4.147

8.  Fibrinogen-to-Albumin Ratio is Associated with All-Cause Mortality in Cancer Patients.

Authors:  Yanling Wen; Jingwen Yang; Xiaoyan Han
Journal:  Int J Gen Med       Date:  2021-08-27

9.  Prognostic Significance of the Combination of Fibrinogen and Tumor Marker Index in Esophageal Squamous Cell Carcinoma Patients.

Authors:  Yufeng Qiao; Mingquan Ma; Hongdian Zhang; Zhentao Yu; Peng Tang
Journal:  Onco Targets Ther       Date:  2021-02-17       Impact factor: 4.147

10.  Prognostic Value of the Albumin-to-γ-glutamyltransferase Ratio for Gallbladder Cancer Patients and Establishing a Nomogram for Overall Survival.

Authors:  Lejia Sun; Xindi Ke; Dongyue Wang; Huanhuan Yin; Bao Jin; Haifeng Xu; Shunda Du; Yiyao Xu; Haitao Zhao; Xin Lu; Xinting Sang; Shouxian Zhong; Huayu Yang; Yilei Mao
Journal:  J Cancer       Date:  2021-05-13       Impact factor: 4.207

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