Literature DB >> 34188541

Improvement of Diagnostic Accuracy for Pancreatic Cancer with Serum Lactate Dehydrogenase.

Xi Wang1, Chunbin Wang2, Haijun Zhang1.   

Abstract

PURPOSE: Due to the lack of early-stage detection, pancreatic cancer (PC) remains a devastating disease worldwide. Lactate dehydrogenase (LDH) is associated with tumorigenesis and cancer progression. This study aims to analyze the diagnostic improvements in serum LDH levels combined with other common tumor biomarkers, including carbohydrate antigen 19-9 (CA19-9) and carcinoembryonic antigen (CEA), for monitoring PC. PATIENTS AND METHODS: A retrospective analysis was performed on 73 patients with newly diagnosed PC, 90 patients with pancreatic benign diseases (PBD), and 92 people with healthy physical examination (HPE) at Zhongda Hospital, Southeast University from July 2013 to July 2020. The diagnostic efficiencies of serum levels of LDH, CA19-9, and CEA were analyzed through receiver operating characteristic (ROC) curves for PC. The sensitivity and specificity were evaluated at an optimal cutoff. The prognostic impacts of LDH on PC patients were also assessed.
RESULTS: The LDH level was elevated in 21 (28.77%) patients with PC, 3 (3.33%) PBD patients, and no HPE individuals (P<0.05). The sensitivities of LDH, CA19-9, and CEA for the diagnosis of PC were 63.0%, 78.1%, and 72.6%, respectively, but the combination of these three markers increased predictive sensitivity significantly to 87.6%. The specificities of LDH, CA19-9, and CEA for the diagnosis of PC were 93.4%, 84.1%, and 73.1%, respectively. The combined specificity reached up to 96.7%. The medium survival time of PC patients with low-level LDH was 21 ± 5.1 months, whereas that of patients with high-level LDH was only 7 ± 0.92 months (P<0.05).
CONCLUSION: The serum LDH level was higher in PC patients than in PBD patients and HPE individuals and was associated with a poor prognosis. The combined assessment of LDH, CEA, and CA19-9 showed higher sensitivity and specificity for the diagnosis of PC.
© 2021 Wang et al.

Entities:  

Keywords:  diagnosis; lactate dehydrogenase; pancreatic cancer

Year:  2021        PMID: 34188541      PMCID: PMC8232858          DOI: 10.2147/CMAR.S312312

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


Introduction

Pancreatic cancer (PC) is among the worst of all cancer maladies, as the tenth most commonly diagnosed cancer in the USA and the fourth most common cause of all cancer-related deaths.1,2 The 5-year survival rate of PC patients is the lowest for all cancer types, at approximately 9%.1 At the time of diagnosis, nearly 80% of PC patients have already reached an advanced disease stage, which is often past the window for treatment efficacy, resulting in a high mortality rate.3 The lack of accurate detection tests capable of identifying early-stage PC is a primary underlying contributor to poor prognosis in patients with PC. Currently, the diagnosis of PC is hugely dependent on the detection of tumor biomarkers and imaging features. Carbohydrate antigen 19–9 (CA19–9) and carcinoembryonic antigen (CEA) are common biomarkers for PC. Although CA19–9 has satisfactory specificity for differentiating benign from malignant pancreatic tumors, CA 19–9 has poor sensitivity4 and can also be elevated in hepatobiliary cancers and benign biliary obstruction.5 Furthermore, imaging is an important component of PC diagnosis;6 however, each imaging modality has different advantages and disadvantages, which can require costly equipment and specialists. Histological diagnosis often requires invasive operations, such as biopsy obtained by endoscopic ultrasonography-guided fine-needle aspiration (EUS-FNA). Therefore, the accurate diagnosis of PC patients based on radiological features and CA19–9 has thus far been unsatisfactory. Compared with normal cells, cancer cells will switch from oxidative phosphorylation to increased glycolysis in the absence of sufficient oxygen,7 which is also called the “Warburg effect.” Lactate dehydrogenase (LDH) is a central player in the Warburg effect, and elevated LDH levels in many cancer cell types have been associated with the growth, maintenance, and invasion of cancer cells, as demonstrated in Figure 1. Many studies have indicated the importance of this potential biomarker in cancer diagnosis and prediction and have suggested LDH as a potential therapeutic target in cancer.8–10 As a prognostic biomarker, LDH is elevated in multiple cancers and has been associated with poor survival.11–17
Figure 1

Scheme of the relationships among LDH, Warburg effect, and cancer cells.

Scheme of the relationships among LDH, Warburg effect, and cancer cells. The combination of CA19–9 with either CEA or carbohydrate antigen 125 (CA125) can improve the specificity and sensitivity of PC diagnosis for PC, respectively.18 However, whether analyzing each test individually or analyzing the tests in combination leads to better PC diagnostic outcomes remains unclear based on currently available studies. With the aim of improving the sensitivity and specificity of PC diagnosis, this study evaluated the accuracy of evaluating serum LDH levels together with the common tumor biomarkers CA19–9 and CEA.

Patients and Methods

Study Population

A retrospective study was performed, including consecutive patients with newly diagnosed PC or pancreatic benign diseases (PBD) who were admitted to Zhongda Hospital, Southeast University, in addition to healthy individuals recruited from the outpatient department, from July 2013 to July 2020. The inclusion criteria were as follows: 1) PC patients were confirmed by histopathological resection and fine-needle aspiration cytology, without receiving any chemotherapy, radiotherapy, molecular targeted therapy, or immunotherapy before surgery; 2) patients with newly diagnosed PBD, including benign pancreatic tumor, intraductal papillary mucinous neoplasm (IPMN), pancreatic pseudocyst, and chronic pancreatitis; and 3) healthy physical examination (HPE) individuals included all eligible volunteers without any pancreatic diseases or malignant tumors. The exclusion criterion was patients with a prior history of any other malignant tumor. All patients signed informed consent forms. The study was approved by the ethics committee of Zhongda Hospital, Southeast University and followed a study protocol that protected the private information of enrolled patients, in accordance with the provisions of the Helsinki Declaration.

Measurement of Markers in Blood Samples

A volume of 5 mL fasting peripheral venous blood was collected from each patient during the first 24 hours of admission, which was processed using routine centrifugation at 4°C to separate the serum. LDH catalyzes the reaction: L-lactate + Nicotinamide adenine dinucleotide (NAD+) in equilibrium with pyruvate + NADH. The reaction was monitored by measuring the increase in NADH at 340 nm using a Beckman Coulter AU680, according to the manufacturer’s protocol. Serum LDH levels were calculated based on the rate method, using the International Federation of Clinical Chemistry-recommended procedure. In our hospital, the normal range for serum LDH is 120–250 U/L; thus, serum LDH level >250 U/L is considered to be high. CA19–9 levels in serum were measured according to the principle of the double antibody sandwich method using an automatic electrochemiluminescence immunoassay system (purchased from Roche). The normal range for serum CA19–9 is 0–39 U/mL, such that serum CA19–9 level >39 U/L is considered to be high. According to the manufacturer’s protocol, the serum CEA level was detected using a chemiluminescent immunoassay (purchased from Roche), which has a normal reference value in the range of 0–5 µg/L.

Data Collection

Basic data were collected, including demographic information (such as age and sex). Tumor characteristics, including primary tumor site, tumor size, tumor type, differentiation stage (well, moderate, or poor), tumor (T) status, lymph node (N) status, and tumor, node, metastasis (TNM) stages were reviewed and analyzed according to the detailed descriptions on each patient’s pathology report.

Statistical Analysis

Statistical analysis was conducted using SPSS 25.0 software. The normally distributed data were analyzed using t-tests, and the categorical data were analyzed using chi-square tests. The mean levels of biomarkers were compared using analysis of variance (ANOVA). The discriminatory abilities of LDH, CA19–9, CEA, and various combinations of these factors were assessed using receiver operating characteristic (ROC) curves. In addition, the area under the curve (AUC), sensitivity, and specificity at an optimal cutoff value were evaluated after minimizing the total prediction error with MedCalc software. The survival time was estimated by Kaplan–Meier analysis. The survival differences between groups were compared using the Log rank test. P<0.05 was considered significant.

Results

Clinical Characteristics

A total of 73 patients with newly diagnosed PC were enrolled as the experimental group in this study, and their tumor characteristics are provided in Table 1. Additionally, 90 patients with newly diagnosed PBD and 92 HPE individuals were selected as control groups. Among patients with newly diagnosed PBD, 15 cases were benign pancreatic tumors, 56 were IPMN, 10 were pancreatic pseudocysts, and 9 were chronic pancreatitis. The demographic information for the experimental and control groups is presented in Table 2. The average ages of the PC, PBD, and HPE groups were 64.21 ± 8.82, 63.98 ± 15.06, and 58.14 ± 10.99 years, respectively. No significant differences in age or sex were observed between groups. Information regarding the treatments administered to the PC patients is listed in Table 3. Interestingly, by performing qualitative analysis, relying on the normal reference value (120–250 U/L), 28.77% of patients with PC were preliminarily found to have elevated LDH levels (>250 U/L); however, only 3.33% of PBD patients and none of the HPE individuals had elevated LDH levels, indicating that the frequency of elevated LDH was higher among PC patients than PBD patients and HPE individuals (P < 0.05). Unsurprisingly, compared with HPE individuals, more PC patients and PBD patients presented with elevated CA19–9 and CEA levels, especially PC patients.
Table 1

Tumor Characteristics of Pancreatic Cancer

Tumor CharacteristicsNumbers
Primary tumor siteHead or neck (%)40 (54.8%)
Body or tail (%)31 (42.5%)
Other (%)2 (2.7%)
Tumor sizeMean (cm)3.68±2.85
Tumor typeDuctal adenocarcinoma (%)65 (89.0%)
Other (%)8 (11.0%)
Tumor status (T)1 (%)12 (16.4%)
2 (%)14 (19.2%)
3 (%)9 (12.3%)
4 (%)38 (52.1%)
Lymph node status (N)0 (%)33 (45.2%)
1 (%)31 (42.5%)
2 (%)7 (9.6%)
Not clear (%)2 (2.7%)
Metastasis (M)0 (%)36 (49.3%)
1 (%)37 (50.7%)
Tumor stageI (%)16 (21.9%)
II (%)12 (16.4%)
III (%)8 (11.0%)
IV (%)37 (50.7%)
DifferentiationPoor (%)20 (27.4%)
Moderate (%)49 (67.1%)
Well (%)4 (5.5%)
Table 2

Baseline Characteristics of Experimental Group and Control Groups

CharacteristicsExperimental GroupControl Groupp
PC (N=73)PBD (N=90)HPE (N=92)
GenderMale (%)52 (71.23%)60 (66.67%)66 (71.74%)0.759
Female (%)21 (28.77%)30 (33.33%)26 (28.26%)
Age (year)Mean64.21±8.8263.98±15.0658.14±10.990.903
LDH (U/L)≤25052 (71.23%)87 (96.67%)92 (100%)0.000*
>25021 (28.77%)3 (3.33%)0 (0%)
CEA (ng/L)≤537 (50.69%)81 (90.00%)87 (94.57%)0.000*
>536 (49.31%)9 (10.00%)5 (5.43%)
CA19–9 (U/mL)≤3920 (27.40%)70 (77.78%)86 (93.48%)0.000*
>3953 (72.60%)20 (22.22%)6 (6.52%)

Note: * < 0.05.

Abbreviations: PC, pancreatic cancer; PBD, pancreatic benign disease; HPE, healthy physical examination; LDH, lactate dehydrogenase; CA19–9, carbohydrate antigen 19–9; CEA, carcino-embryonic antigen.

Table 3

Treatments for Patients with Pancreatic Cancer

TreatmentNumbers (%)
No special treatment10 (13.70%)
Surgery25 (34.25%)
Intravenous chemotherapy15 (20.55%)
Surgery+chemotherapy10 (13.70%)
Radioactive iodide placement3 (4.11%)
Others10 (13.70%)
Tumor Characteristics of Pancreatic Cancer Baseline Characteristics of Experimental Group and Control Groups Note: * < 0.05. Abbreviations: PC, pancreatic cancer; PBD, pancreatic benign disease; HPE, healthy physical examination; LDH, lactate dehydrogenase; CA19–9, carbohydrate antigen 19–9; CEA, carcino-embryonic antigen. Treatments for Patients with Pancreatic Cancer

Comparisons of LDH, CA19–9, and CEA Levels in Patients

Furthermore, the levels of LDH, CA19–9, and CEA were compared through quantitative analysis in patients with PC, patients with PBD, and HPE people. As listed in Table 4, the serum LDH level in PC patients was higher than those in both PBD patients and HPE individuals (P < 0.05). The results also demonstrated that serum levels of CA19–9 were higher in both PC patients and PBD patients than in HPE individuals (P < 0.05), and the level of CA19–9 in PC patients was higher than that in PBD patients (P < 0.05). Similar results were observed for CEA levels. Among the three groups, the CEA level significantly increased in the ascending order of HPE individuals, PBD patients, and PC patients (P < 0.05). Moreover, Figure 2 shows that the LDH levels in PC patients at Stage III/IV were significantly higher than those of patients at Stage I/II (P = 0.002).
Table 4

Serum Level of LDH, CA19–9, and CEA in PC Patients, PBD Patients and HPE People

GroupsLDH (U/L)CA19–9 (U/mL)CEA (ng/L)
PC218 (184–270)156.50 (35.12–913.85)4.96 (2.52–12.25)
PBD179 (155–200)13.38 (7.09–30.96)2.13 (1.30–3.71)
HPE178 (160–191)8.99 (5.12–14.18)1.91 (1.18–2.69)
P0.0000.0000.000
P1<0.050<0.050<0.050
P2<0.050<0.050<0.050
P30.687<0.050<0.050

Note: P1, PC vs PBD; P2, PC vs HPE; P3, PBD vs HPE.

Abbreviations: PC, pancreatic cancer; PBD, pancreatic benign disease; HPE, healthy physical examination; LDH, lactate dehydrogenase; CA19–9, carbohydrate antigen 19–9; CEA, carcino-embryonic antigen.

Figure 2

Levels of LDH in PC patients with Stage I/II or Stage III/IV disease.

Serum Level of LDH, CA19–9, and CEA in PC Patients, PBD Patients and HPE People Note: P1, PC vs PBD; P2, PC vs HPE; P3, PBD vs HPE. Abbreviations: PC, pancreatic cancer; PBD, pancreatic benign disease; HPE, healthy physical examination; LDH, lactate dehydrogenase; CA19–9, carbohydrate antigen 19–9; CEA, carcino-embryonic antigen. Levels of LDH in PC patients with Stage I/II or Stage III/IV disease.

Diagnostic Accuracy for PC When Using Individual Markers and Combinations of LDH, CA19–9, and CEA

To investigate the diagnostic accuracy of serum LDH for PC, we generated an ROC curve, as shown in Figure 3, and determined the diagnostic efficiency, shown in Table 5, of using individual markers and combinations of predictors. The individual AUC values for LDH, CA19–9, and CEA were 0.815 ± 0.036, 0.821 ± 0.036, and 0.784 ± 0.035, respectively. When LDH was combined with the common tumor biomarkers CA19–9 and CEA, the AUC reached as high as 0.874 ± 0.029. The thresholds established for LDH, CA19–9, and CEA for the diagnosis of PC were 209 U/L, 29.63 U/L, and 2.99 ng/mL, respectively. The sensitivities of LDH, CA19–9, and CEA for the diagnosis of PC were 63.0%, 78.1%, and 72.6%, respectively; however, a noteworthy increase was observed when using the combined predictors, with a sensitivity of 87.6%. The specificities of LDH, CA19–9, and CEA for the diagnosis of PC were 93.4%, 84.1%, and 73.1%, respectively. When LDH was combined with CA19–9 and CEA, the specificity for PC diagnosis reached as high as 96.7%.
Figure 3

ROC for the diagnostic efficiency of serum LDH, CEA, and CA19–9, both individually and combined, for PC testing.

Table 5

Diagnostic Accuracy of Individual Markers and Combined Predictors of LDH, CA19–9, and CEA for PC

BiomarkerAUCSeP95% CIOptimal CutoffSensitivity%Specificity%Youden Index
UpperLower
LDH0.8150.036<0.050.7620.861209U/L63.093.40.564
CA19–90.8210.036<0.050.7680.86629.63U/L78.184.10.622
CEA0.7840.035<0.050.7280.8332.99ng/mL72.673.10.457
Combinations0.8740.029<0.050.8260.91287.696.70.843

Abbreviations: LDH, lactate dehydrogenase; CA19–9, carbohydrate antigen 19–9; CEA, carcino-embryonic antigen; PC, pancreatic cancer; AUC, area under the curve; CI, confidence interval.

Diagnostic Accuracy of Individual Markers and Combined Predictors of LDH, CA19–9, and CEA for PC Abbreviations: LDH, lactate dehydrogenase; CA19–9, carbohydrate antigen 19–9; CEA, carcino-embryonic antigen; PC, pancreatic cancer; AUC, area under the curve; CI, confidence interval. ROC for the diagnostic efficiency of serum LDH, CEA, and CA19–9, both individually and combined, for PC testing.

Overall Survival of PC Patients with Low or High Levels of LDH

PC patients were divided into two groups based on the defined threshold (209 U/L) for LDH. Information regarding the treatment of PC patients is shown in Table 3. As shown in Figure 4, the medium survival time of PC patients with low LDH levels (below the threshold value of 209 U/L) was 21 ± 5.1 months, whereas that for patients with high LDH levels was only 7 ± 0.92 months (P < 0.05). High levels of LDH in PC patients significantly contributed to poor prognosis.
Figure 4

Effect of LDH on overall survival in patients with PC.

Effect of LDH on overall survival in patients with PC.

Discussion

Our findings in this study revealed that the serum LDH levels of PC patients were higher than those of patients with PBD and HPE individuals. A significant association was also found among LDH levels, tumor stages, and poor prognosis. When LDH was combined with the common tumor biomarkers CA19–9 and CEA, the sensitivity and specificity of PC diagnosis significantly increased, improving diagnostic accuracy. The low 5-year survival rate of PC highlights the necessity of developing more accurate diagnostic techniques.19 CA19–9 is the only marker that has been approved by the United States Food and Drug Administration for use in the routine management of PC.20 CEA can supplement CA19–9 with a specificity of 84%.21 CA125 has encouraging sensitivity and specificity for the diagnosis of PC when combined with CA19–9.22 Studies have reported that members of the mucin family, such as MUC1 and MUC4, glypican, fibroblasts, complement C3, complement C4, and apolipoprotein, could be used as indicators for PC diagnosis, prognosis prediction, and recurrence monitoring.23 However, most of these remain in the experimental stage due to the complexity of detection or the lack of internationally standardized cutoff points.24 Imaging modalities used in PC diagnosis may fail to detect early lesions or be unable to distinguish between benign and malignant lesions.25 However, the analysis of tumor-associated markers in blood cells is a simple and easy technique that can be performed at most hospitals; therefore, identifying cheaper and more accurate serum biomarkers can improve the current unsatisfactory PC diagnostic outcomes. LDH is a tetrameric enzyme comprised of two types of subunits: LDHA (muscle-type, M subunit) and LDHB (heart-type, H subunit).23 LDHA is the primary form found in skeletal muscle, which converts pyruvate to lactic acid. According to the Warburg effect, glycolysis is more active in tumor cells than in normal cells. The level of LDHA is higher in human tumor cells than in normal tissue,26 and the knockdown of the LDH gene can attenuate glycolysis and inhibit tumor cell progression.27 LDH has been suggested as a potential diagnostic biomarker for malignant tumors. In breast cancer, gynecological cancer, non-Hodgkin lymphoma, lung cancer, and esophageal squamous cell cancer patients, higher levels of serum LDH have been detected.8–11 LDHA overexpression was detected throughout the tumor process in nearly all cell lines tested. High levels of LDHA may have a marked adverse influence on patient survival. In addition, the activity of alcohol dehydrogenase (ADH) class III isoenzymes in cancerous tissues is approximately and significantly 30% higher than that in healthy tissues.28 Jelski et al reported that the expression of class III ADH isoenzymes was reflected in the serum of patients with PC,29,30 whereas other types of ADH isoenzymes (I, II, IV) showed no significant change in either pancreatic tissue or serum. The release of class III ADH isoenzymes from cancer cells causes the total ADH activity to significantly increase. Our results revealed that in the serum of PC patients, which is easy to obtain, the level of LDH was higher than those in both HPE individuals and PBD patients, which is consistent with the findings reported for other cancers. When LDH was combined with the common biomarkers CA19–9 and CEA, the specificity for PC diagnosis significantly increased to 96.7%, and the sensitivity increased to 87.6%. Furthermore, our results demonstrated that serum LDH levels could act as a useful predictor of estimated survival. Our study has some limitations. First, the number of PC patients was small. Second, we did not compare the levels of LDH in cancer tissues and with that in normal healthy tissue. The relationship between cancerous cells and the release of serum LDH has not been clarified clearly. Finally, the sensitivity of serum LDH was lower than that of the traditional marker (CA19–9), although the specificity of LDH was higher than those of CA19–9 and CEA. Additional prospective research in a larger patient sample remains necessary to improve the diagnostic accuracy of PC.

Conclusion

In conclusion, serum LDH levels were higher in PC patients than in PBD patients and HPE individuals. The test combining LDH, CEA, and CA19–9 had higher sensitivity and specificity, which may improve the diagnosis of PC.
  29 in total

1.  Analysis of sialyl-Lewis x on MUC5AC and MUC1 mucins in pancreatic cancer tissues.

Authors:  Meritxell Balmaña; Adrià Duran; Catarina Gomes; Esther Llop; Raquel López-Martos; M Rosa Ortiz; Sílvia Barrabés; Celso A Reis; Rosa Peracaula
Journal:  Int J Biol Macromol       Date:  2018-02-02       Impact factor: 6.953

2.  LDHA upregulation independently predicts poor survival in lung adenocarcinoma, but not in lung squamous cell carcinoma.

Authors:  Chengyong Yu; Liyan Hou; Hailing Cui; Liyan Zhang; Xiaodong Tan; Xuejiao Leng; Yingbo Li
Journal:  Future Oncol       Date:  2018-05-14       Impact factor: 3.404

3.  A Combination of MUC5AC and CA19-9 Improves the Diagnosis of Pancreatic Cancer: A Multicenter Study.

Authors:  Sukhwinder Kaur; Lynette M Smith; Asish Patel; Melanie Menning; Duncan C Watley; Saad S Malik; Shiv Ram Krishn; Kavita Mallya; Abhijit Aithal; Aaron R Sasson; Sonny L Johansson; Maneesh Jain; Shailender Singh; Sushovan Guha; Chandrakanth Are; Massimo Raimondo; Michael A Hollingsworth; Randall E Brand; Surinder K Batra
Journal:  Am J Gastroenterol       Date:  2016-11-15       Impact factor: 10.864

4.  Validation of biomarkers that complement CA19.9 in detecting early pancreatic cancer.

Authors:  Alison Chan; Ioannis Prassas; Apostolos Dimitromanolakis; Randall E Brand; Stefano Serra; Eleftherios P Diamandis; Ivan M Blasutig
Journal:  Clin Cancer Res       Date:  2014-09-19       Impact factor: 12.531

5.  Serum and tissue LDH levels in patients with breast/gynaecological cancer and benign diseases.

Authors:  Michael I Koukourakis; Emmanuel Kontomanolis; Alexandra Giatromanolaki; Efthimios Sivridis; Vassilios Liberis
Journal:  Gynecol Obstet Invest       Date:  2008-12-16       Impact factor: 2.031

6.  Alcohol dehydrogenase (ADH) isoenzymes and aldehyde dehydrogenase (ALDH) activity in the sera of patients with pancreatic cancer.

Authors:  Wojciech Jelski; Bogdan Zalewski; Maciej Szmitkowski
Journal:  Dig Dis Sci       Date:  2007-12-20       Impact factor: 3.199

7.  Methods and outcomes of screening for pancreatic adenocarcinoma in high-risk individuals.

Authors:  Gabriele Capurso; Marianna Signoretti; Roberto Valente; Urban Arnelo; Matthias Lohr; Jan-Werner Poley; Gianfranco Delle Fave; Marco Del Chiaro
Journal:  World J Gastrointest Endosc       Date:  2015-07-25

8.  The activity of class I, II, III, and IV of alcohol dehydrogenase isoenzymes and aldehyde dehydrogenase in pancreatic cancer.

Authors:  Wojciech Jelski; Lech Chrostek; Maciej Szmitkowski
Journal:  Pancreas       Date:  2007-08       Impact factor: 3.327

9.  Lactate dehydrogenase A is a potential prognostic marker in clear cell renal cell carcinoma.

Authors:  Hala Girgis; Olena Masui; Nicole Ma White; Andreas Scorilas; Fabio Rotondo; Annetta Seivwright; Manal Gabril; Emily R Filter; Andrew Ha Girgis; Georg A Bjarnason; Michael As Jewett; Andrew Evans; Sahar Al-Haddad; Kw Michael Siu; George M Yousef
Journal:  Mol Cancer       Date:  2014-05-05       Impact factor: 27.401

10.  Lung immune prognostic index as a prognostic factor in patients with small cell lung cancer.

Authors:  Kei Sonehara; Kazunari Tateishi; Masamichi Komatsu; Hiroshi Yamamoto; Masayuki Hanaoka
Journal:  Thorac Cancer       Date:  2020-04-14       Impact factor: 3.500

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