Literature DB >> 27433396

The Influence of Metastatic Lymph Node Ratio on the Treatment Outcomes in the Adjuvant Chemoradiotherapy in Stomach Tumors (ARTIST) Trial: A Phase III Trial.

Youjin Kim1, Se Hoon Park1, Kyoung-Mee Kim2, Min Gew Choi3, Jun Ho Lee3, Tae Sung Sohn3, Jae Moon Bae3, Sung Kim3, Su Jin Lee1, Seung Tae Kim1, Jeeyun Lee1, Joon Oh Park1, Young Suk Park1, Ho Yeong Lim1, Won Ki Kang1.   

Abstract

PURPOSE: In the Adjuvant Chemoradiotherapy in Stomach Tumors (ARTIST) trial, we investigated whether chemoradiotherapy after D2 gastrectomy reduces the rate of recurrence. Recently, the ratio of metastatic lymph nodes to examined lymph nodes (N ratio) has been proposed as an independent prognostic factor in gastric cancer (GC). The aim of this study was to investigate the relationship between the metastatic N ratio and prognosis of GC after curative D2 surgery.
MATERIALS AND METHODS: We retrospectively reviewed the data of 458 ARTIST patients who underwent D2 gastrectomy followed by adjuvant chemotherapy (XP, n=228) or chemoradiotherapy (XPRT, n=230). The disease-free survival (DFS) rates of patients were used to evaluate the influence of N ratio on the treatment outcome. To achieve this, 4 different N ratio categories (0%, 1%~9%, 10%~25%, and >25%) were compared on the basis of their influence on the treatment outcome.
RESULTS: On multivariate analysis, the N ratio remained an independent prognostic factor for DFS. The hazard ratios (HRs) for the N ratio categories of 0%, 1%~9%, 10%~25%, and >25% were 1, 1.061, 1.202, and 3.571, respectively. In patients having N ratio >25%, the 5-year DFS rates were 55% and 28% for the XPRT and XP arms, respectively (HR, 0.527; 95% confidence interval, 0.307~0.904; P=0.020).
CONCLUSIONS: In patients with curatively resected GC, the N ratio was independently associated with DFS. Although this finding warrants further investigation in future prospective studies, the benefit of chemoradiotherapy for D2 resected GC appears to be more beneficial in cancers having N ratios >25%.

Entities:  

Keywords:  Lymph node; Prognosis; Stomach neoplasms

Year:  2016        PMID: 27433396      PMCID: PMC4943998          DOI: 10.5230/jgc.2016.16.2.105

Source DB:  PubMed          Journal:  J Gastric Cancer        ISSN: 1598-1320            Impact factor:   3.720


Introduction

Although surgical resection with regional lymph node (LN) dissection is the only curative treatment for patients with gastric cancer (GC), a significant proportion of patients undergoing curative surgery experience disease recurrence that results in poor prognosis. Regional LN dissection performed at the time of curative gastrectomy provides important pathological information for predicting patient prognosis. Although convincing evidence supporting D2 LN dissection is absent in the Western literature,1 this procedure is already considered a standard treatment option in Asian countries such as Korea and Japan. Meticulous LN dissection might not only identify the patients who require adjuvnat chemotherapy owing to the high recurrence risk after surgery,23 but might also be curative in some of the patients having positive LNs. In the Adjuvant Chemoradiotherapy in Stomach Tumors (ARTIST) randomized phase III trial,45 we compared the outcomes of adjuvant capecitabine/cisplatin (XP) chemotherapy and adjuvant chemoradiotherapy (XPRT) after curative D2 gastrectomy for GC. Although this trial failed to demonstrate an overall difference in disease-free survival (DFS) between the two treatment groups, subgroup analysis indicated that adjuvant XPRT might be more beneficial in patients having LN-positive diseases (3-year DFS, 76% in the XPRT arm vs. 72% in the XP arm; P=0.04).5 Considering the high recurrence rate and poor prognosis associated with GC patients, it is important to identify patients at high risk for recurrence. In addition to LN positivity, the total number of LNs removed, is an indirect measure of the extent of LN dissection, and it serves as an important factor in GC surgery.6 In the light of such findings, some previous studies had recommended the use of the ratio of metastatic LNs to examined LNs (N ratio) as a prognostic factor irrespective of the type of LN dissection performed.78 However, these studies were limited by their retrospective nature, and the prognostic value of N ratio has not yet been prospectively addressed. In the present study, we used data obtained from the prospective ARTIST trial to examine the relationship between the N ratio (defined as the number of positive LNs/the total number of LNs removed) and DFS or overall survival (OS) in GC patients who underwent curative gastrectomy with D2 LN dissection.

Materials and Methods

The complete details of the ARTIST trial were previously published elsewhere.4 In brief, 458 patients with pathologic stage Ib–IV (M0) GCs according to the American Joint Committee on Cancer 2002 staging system were randomly assigned to receive adjuvant XP (n=228) or XPRT (n=230). The treatment regimen administered in the XP arm included 6 cycles of 1,000 mg/m2 capecitabine administered twice daily on days 1 to 14 and 60 mg/m2 cisplatin on day 1. Up to 6 cycles of XP was administered every 3 weeks. The treatment regimen administered in the XPRT arm included the concomitant administration of a total radiotherapy dose of 45 Gy and 825 mg/m2 capecitabine twice daily after the completion of two cycles of XP, followed by the administration of two additional cycles of XP. Radiotherapy was administered in daily fractions of 1.8 Gy daily, 5 days per week, over a period of 5 weeks. The ARTIST trial was approved by the institutional review board of the Samsung Medical Center (Seoul, Korea) in accordance with the ethical principles of the Declaration of Helsinki and local guidelines. Written informed consent was obtained from all participating patients before they were randomly assigned to groups. Surgical specimens were routinely assessed by our dedicated gastrointestinal pathologists. The total number of LNs and the number of positive LNs were reported. At least 15 LNs were removed in 99% of the patients enrolled in the ARTIST trial.5 The N ratios were divided into 4 categories according to the descriptions by Nitti et al.9 and Marchet et al.7 as follows: category 1, 0%; category 2, 1%~9%; category 3, 10%~25%; and category >4, 25%. The cutoff date for the analysis was September 1, 2013 with a median follow-up duration of 7 years. The Cox proportional hazards model with backward selection was used in the analyses of the correlations between baseline characteristics including the N ratio, and the DFS and OS as endpoints. Individual factors that showed prognostic significance in the univariate analyses were tested for their combined prognostic significance in a multivariate Cox regression model. The variables that were included in the multivariate model for the identification of the prognostic factors of DFS and OS were the age (<56 years vs. ≥56 years); sex (men vs. women); Eastern Cooperative Oncology Group (ECOG) performance status (0 vs. 1); Lauren classification (intestinal vs. diffuse vs. mixed); tumor location (proximal/body vs. antrum vs. multiple/diffuse); type of surgery (subtotal vs. total gastrectomy); LN status (negative vs. positive); stage (I/II vs. III/IV); and the N ratio. The potential presence of an interaction between age and other clinical parameters was tested by defining the product terms for the respective factors in a regression model. The variables that were identified to be insignificant ewre dropped one at a time, beginning with the least significant variable. Survival curves were generated using the Kaplan-Meier method. All P-values were two-sided, and those <0.05 were considered statistically significant. All statistical analyses were performed using the PASW Statistics software version 18.0 (IBM Co., Armonk, NY, USA).

Results

Of the 458 patients enrolled in the ARTIST trial,4 396 cases (85%) were LN-positive and 62 cases (13.5%) were LN-negative (Table 1). All patients underwent curative gastrectomy with D2 LN dissection and subsequently, they were randomly assigned to receive either adjuvant XP (n=228) or XPRT (n=230). The median numbers of LNs removed and LNs involved were 40 cases (range, 12~142 cases) and 3 cases (range, 0~51 cases), respectively. The number of LNs removed did not differ significantly between patients with stage Ib/II and III/IV (M0) disease. The final analyses showed that DFS (hazard ratio [HR], 0.74; 95% confidence interval [CI], 0.52~1.05; P=0.092) and OS (HR, 1.13; 95% CI, 0.78~1.65; P=0.527) for the XPRT and XP arms were similar.5 The 3-year DFS and OS rates were 84% and 87%, respectively, for 62 LN-negative patients, and 74% and 81%, respectively, for 396 patients with LN involvement.
Table 1

Baseline patient characteristics

Values are presented as median (range), number (%), or number only. XP = capecitabine plus cisplatin; XPRT = concurrent chemoradiotherapy with XP. *According to the 6th Edition of the Joint Committee on Cancer Staging System (2002). †Number of lymph nodes involved/number of lymph nodes removed.

According to the 4-tier classification of the N ratio, the 3-year DFS rates for patients having N ratios of 0%, 1%~9%, 10%~25%, and >25% were 84%, 82%, 81%, and 48%, respectively. The corresponding 3-year OS rates were 87%, 88%, 86%, and 59%, respectively. The Kaplan-Meier curves for DFS and OS are shown in Fig. 1. Considering the similarities in the HRs for DFS and OS endpoints for the N ratio of 0% to 25%(Table 2), we employed a dichotomous classification (i.e., 2-tier, 0%~25% vs. >25%). In the Cox regression analyses of the factors associated with DFS and OS, significant interactions were identified between tumor location and the type of surgery, between stage and LN status, and between LN status and N ratio. The final model adjusted for the differences in clinical characteristics showed that the most significant predictor of recurrence was the N ratio >25% (adjusted HR, 3.44; 95% CI, 2.45~4.83; P<0.001). Similarly, patients with N ratios >25% were more likely to die compared to those having N ratios 0%~25% (adjusted HR, 3.55; 95% CI, 2.49~5.05; P<0.001).
Fig. 1

(A) Disease-free survival curves according to N ratio. (B) Overall survival curves according to N ratio. The cut-off values for the N ratios are as follows: solid (black) line, 0%; dashed line, 1~9%; dotted line, 10~25%; and solid (gray) line, >25%. N ratio = the ratio of metastatic lymph nodes to examined lymph nodes.

Table 2

Disease-free survival and overall survival according to lymph node ratio

N ratio = the ratio of metastatic lymph nodes to examined lymph nodes; HR = hazard ratio; CI = confidence interval.

In the ARTIST trial,5 significant interactions between the XPRT and XP arms and the N ratio were observed. The DFS rates for the XPRT and XP arms showed no significant differences in patients with N ratios of 0%~25% (HR, 0.80; 95% CI, 0.53~1.23; P=0.312). However, in patients with N ratios >25% (Fig. 2), the DFS in the XPRT arm was significantly longer than that in the XP arm (HR, 0.53; 95% CI, 0.31~0.90; P=0.020). Although less significantly, the OS in the XPRT arm was longer than that in the XP arm for patients with N ratios >25% (HR, 0.58; 95% CI, 0.34~1.00; P=0.052;Fig. 3).
Fig. 2

(A) Disease-free survival curves for patients with N ratios of 0%~25%. (B) Overall survival curves for patients with N ratios of 0%~25%. Solid line, XPRT arm; dotted line, XP arm. XP = capecitabine plus cisplatin; XPRT = concurrent chemoradiotherapy with XP; N ratio = the ratio of metastatic lymph nodes to examined lymph nodes.

Fig. 3

(A) Disease-free survival curves for patients with N ratios >25% (B) Overall survival curves for patients with N ratios >25%. Solid line, XPRT arm; dotted line, XP arm. XP = capecitabine plus cisplatin; XPRT = concurrent chemoradiotherapy with XP; N ratio = the ratio of metastatic lymph nodes to examined lymph nodes.

Discussion

The present study confirmed that the prognostic role of N ratio was independent of the pathological stage of the disease or other prognostic factors in a prospective adjuvant trial. The N stage was not included in the final Cox model due to its significant interaction with the N ratio.10 The results of the analysis strongly suggested that the N ratio provides a model with greater prognostic power than that obtained using the N stage. Our results are consistent with those of previous retrospective studies that reported the N ratio as an effective prognostic tool after D2 gastrectomy in addition to limited LN dissection.7911 Furthermore, we found that patients with N ratios >25% would benefit from the addition of radiotherapy to adjuvant XP chemotherapy. Surgeons would be more likely to resect a higher number of LNs upon the identification of positive or suspicious LNs during gastrectomy. The likelihood of detecting LN-positive disease increased with an increase in the number of resected LNs; however, this also indicated a higher likelihood for a lower N ratio. Although there is currently no conclusive evidence supporting the use of adjuvant XPRT after D2 surgery, more extensive LN dissection might improve the quality of local control and might better identify the patients who might best benefit from additional XPRT. In the ARTIST trial,5 the median number of LNs removed was 40; however, the range was as wide as 12 to 142. Although the guidelines for GC indicate that at least 15 LNs should be removed,6 it is important to emphasize that the number of LNs removed might vary among surgeons depending on patient selection, the extent of LN dissection, and the number of LNs examined by the pathologists. In fact, the N ratio has also been proposed as a prognostic tool related to LN metastases.9 The principle behind the N ratio arose from a doubt over the impact of extended LN dissection on prognosis and the discussion as to whether better nodal staging might be completely responsible for this effect. The fact that the chances of finding a positive LN was higher for more extensive LN dissection compared to limited surgery,12 led the authors to postulate that the significance of LN stage would vary among the patients depending on the number of LNs removed. Nitti et al.9 proposed a 4-tier categorization of the N ratio (0%, 1%~9%, 10%~25%, and >25%) and reported that the N ratio was an independent predictor of survival in their series. The findings of the present study indicated that the N ratio could be used in the stratification of the patients after curative D2 gastrectomy. However, the Kaplan-Meier curves for DFS and OS suggested that the previously proposed categorization of the N ratios might be too complicated, which was supported by the lack of a clear distinction between the DFS and OS curves for the N ratios of 0% and 25% after the risk of events plateaued. Not surprisingly, when we tested the association between the N ratio and DFS in 396 patients with LN-positive disease, similar results were obtained. In LN-negative patients (i.e., N ratio=0%), the beneficial effect of extended LN dissection has often been linked to staging that is more accurate. The removal of more LNs might possibly be associated with a more accurate final pathologic N staging; it is well established that patients without LN metastases exhibit much better survival compared to patients with LN involvement. Alternatively, even in patients with pN0 disease, removing more LNs that are negative could result in the clearance of micrometastatic cancer foci that are not detected on pathologic assessment. It is likely that a portion of the improved survival that was observed with extended LN dissection in patients without LN involvement could be attributed to the clearance of these micrometastases. In GC patients who underwent D2 LN dissection, adjuvant chemotherapy involving either S-1 monotherapy or capecitabine/oxaliplatin combination therapy is considered the standard treatment.23 In the ARTIST trial,45 XPRT did not significantly reduce recurrence compared to XP alone. However, in subgroup analyses, we found that adjuvant XPRT might be beneficial in patients with LN-positive disease.5 Moreover, our data suggested that the N ratio might be a more useful tool compared to the LN status for selecting patients who can benefit from adjuvant XPRT after D2 surgery. This issue is being addressed in our ongoing multi-institutional ARTIST 2 trial ( identifier, NCT01761461), which aims to compare the effectiveness of adjuvant S-1 monotherapy to that of S-1/oxaliplatin (SOX) and SOX plus radiotherapy (SOXRT) in 900 patients with LN-positive GC after D2 surgery.
  12 in total

1.  Five-year outcomes of a randomized phase III trial comparing adjuvant chemotherapy with S-1 versus surgery alone in stage II or III gastric cancer.

Authors:  Mitsuru Sasako; Shinichi Sakuramoto; Hitoshi Katai; Taira Kinoshita; Hiroshi Furukawa; Toshiharu Yamaguchi; Atsushi Nashimoto; Masashi Fujii; Toshifusa Nakajima; Yasuo Ohashi
Journal:  J Clin Oncol       Date:  2011-10-17       Impact factor: 44.544

2.  Evaluation of N-ratio in selecting patients for adjuvant chemoradiotherapy after d2-gastrectomy.

Authors:  Wilson Luiz da Costa Junior; Felipe José Fernández Coimbra; Thales Paulo Batista; Héber Salvador de Castro Ribeiro; Alessandro Landskron Diniz
Journal:  Arq Gastroenterol       Date:  2013 Oct-Dec

3.  Clinical impact of metastatic lymph node ratio in advanced gastric cancer.

Authors:  Chikara Kunisaki; Hiroshi Shimada; Masato Nomura; Goro Matsuda; Yuichi Otsuka; Hidetaka Ono; Hirotoshi Akiyama
Journal:  Anticancer Res       Date:  2005 Mar-Apr       Impact factor: 2.480

4.  Adjuvant capecitabine plus oxaliplatin for gastric cancer after D2 gastrectomy (CLASSIC): 5-year follow-up of an open-label, randomised phase 3 trial.

Authors:  Sung Hoon Noh; Sook Ryun Park; Han-Kwang Yang; Hyun Cheol Chung; Ik-Joo Chung; Sang-Woon Kim; Hyung-Ho Kim; Jin-Hyuk Choi; Hoon-Kyo Kim; Wansik Yu; Jong Inn Lee; Dong Bok Shin; Jiafu Ji; Jen-Shi Chen; Yunni Lim; Stella Ha; Yung-Jue Bang
Journal:  Lancet Oncol       Date:  2014-10-15       Impact factor: 41.316

5.  The interaction between N-category and N-ratio as a new tool to improve lymph node metastasis staging in gastric cancer: results of a single cancer center in Brazil.

Authors:  F J F Coimbra; W L Costa; A L Montagnini; A L Diniz; H S C Ribeiro; M J B Silva; M F S Begnami
Journal:  Eur J Surg Oncol       Date:  2010-11-27       Impact factor: 4.424

6.  Phase III Trial to Compare Adjuvant Chemotherapy With Capecitabine and Cisplatin Versus Concurrent Chemoradiotherapy in Gastric Cancer: Final Report of the Adjuvant Chemoradiotherapy in Stomach Tumors Trial, Including Survival and Subset Analyses.

Authors:  Se Hoon Park; Tae Sung Sohn; Jeeyun Lee; Do Hoon Lim; Min Eui Hong; Kyoung-Mee Kim; Insuk Sohn; Sin Ho Jung; Min Gew Choi; Jun Ho Lee; Jae Moon Bae; Sung Kim; Seung Tae Kim; Joon Oh Park; Young Suk Park; Ho Yeong Lim; Won Ki Kang
Journal:  J Clin Oncol       Date:  2015-01-05       Impact factor: 44.544

7.  Ratio between metastatic and examined lymph nodes is an independent prognostic factor after D2 resection for gastric cancer: analysis of a large European monoinstitutional experience.

Authors:  Donato Nitti; Alberto Marchet; Matteo Olivieri; Alessandro Ambrosi; Roberto Mencarelli; Claudio Belluco; Mario Lise
Journal:  Ann Surg Oncol       Date:  2003-11       Impact factor: 5.344

8.  The prognostic value of N-ratio in patients with gastric cancer: validation in a large, multicenter series.

Authors:  A Marchet; S Mocellin; A Ambrosi; G de Manzoni; A Di Leo; D Marrelli; F Roviello; P Morgagni; L Saragoni; G Natalini; F De Santis; L Baiocchi; A Coniglio; D Nitti
Journal:  Eur J Surg Oncol       Date:  2007-06-13       Impact factor: 4.424

9.  Gastric cancer, version 2.2013: featured updates to the NCCN Guidelines.

Authors:  Jaffer A Ajani; David J Bentrem; Stephen Besh; Thomas A D'Amico; Prajnan Das; Crystal Denlinger; Marwan G Fakih; Charles S Fuchs; Hans Gerdes; Robert E Glasgow; James A Hayman; Wayne L Hofstetter; David H Ilson; Rajesh N Keswani; Lawrence R Kleinberg; W Michael Korn; A Craig Lockhart; Kenneth Meredith; Mary F Mulcahy; Mark B Orringer; James A Posey; Aaron R Sasson; Walter J Scott; Vivian E Strong; Thomas K Varghese; Graham Warren; Mary Kay Washington; Christopher Willett; Cameron D Wright; Nicole R McMillian; Hema Sundar
Journal:  J Natl Compr Canc Netw       Date:  2013-05-01       Impact factor: 11.908

Review 10.  Current status and scope of lymph node micrometastasis in gastric cancer.

Authors:  Chang Min Lee; Sung-Soo Park; Jong-Han Kim
Journal:  J Gastric Cancer       Date:  2015-03-31       Impact factor: 3.720

View more
  14 in total

1.  Association Between Lymph Node Ratio and Survival in Patients with Pathological Stage II/III Gastric Cancer.

Authors:  Kazuki Kano; Takanobu Yamada; Kouji Yamamoto; Keisuke Komori; Hayato Watanabe; Kentaro Hara; Yota Shimoda; Yukio Maezawa; Hirohito Fujikawa; Toru Aoyama; Hiroshi Tamagawa; Naoto Yamamoto; Haruhiko Cho; Manabu Shiozawa; Norio Yukawa; Takaki Yoshikawa; Soichiro Morinaga; Yasushi Rino; Munetaka Masuda; Takashi Ogata; Takashi Oshima
Journal:  Ann Surg Oncol       Date:  2020-05-18       Impact factor: 5.344

2.  Adjuvant radiochemotherapy in locally advanced gastric cancer : Treatment results and analysis of possible prognostic factors.

Authors:  Mercedes Martín Sánchez; Maria Ángeles Pérez Escutia; David Lora Pablos; Sandra Guardado Gonzales; Ana María Cabezas Mendoza; Arantxa Campos Bonel; Héctor Pérez Montero; Rafael D'Ambrosi; José Fermín Pérez-Regadera Gómez
Journal:  Strahlenther Onkol       Date:  2017-07-03       Impact factor: 3.621

3.  Impact of lymph node ratio in selecting patients with resected gastric cancer for adjuvant therapy.

Authors:  Yuhree Kim; Malcolm H Squires; George A Poultsides; Ryan C Fields; Sharon M Weber; Konstantinos I Votanopoulos; David A Kooby; David J Worhunsky; Linda X Jin; William G Hawkins; Alexandra W Acher; Clifford S Cho; Neil Saunders; Edward A Levine; Carl R Schmidt; Shishir K Maithel; Timothy M Pawlik
Journal:  Surgery       Date:  2017-05-31       Impact factor: 3.982

4.  Clinical Influence of the Lymph Node Ratio on Lymph Node Metastasis-positive Gastric Cancer Patients Who Receive Curative Treatment.

Authors:  Toru Aoyama; Kesikeu Komori; Ayako Tamagawa; Masato Nakazano; Kentaro Hara; Itaru Hashimoto; Hiroshi Tamagawa; Kenki Segami; Yukio Maezawa; Kazuki Kano; Takashi Oshima; Norio Yukawa; Yasushi Rino
Journal:  In Vivo       Date:  2022 Mar-Apr       Impact factor: 2.155

5.  Role of lymph node ratio in selection of adjuvant treatment (chemotherapy vs. chemoradiation) in patients with resected gastric cancer.

Authors:  Brice Jabo; Matthew J Selleck; John W Morgan; Sharon S Lum; Khaled Bahjri; Mayada Aljehani; Carlos A Garberoglio; Mark E Reeves; Jukes P Namm; Naveenraj L Solomon; Fabrizio Luca; Gary Yang; Maheswari Senthil
Journal:  J Gastrointest Oncol       Date:  2018-08

6.  Lymph node ratio is associated with adverse clinicopathological features and is a crucial nodal parameter for oral and oropharyngeal cancer.

Authors:  Zhien Feng; Qiao Shi Xu; Chong Wang; Jin Zhong Li; Ming Hui Mao; Hua Li; Li Zheng Qin; Zhengxue Han
Journal:  Sci Rep       Date:  2017-07-27       Impact factor: 4.379

Review 7.  Optimal management of resected gastric cancer.

Authors:  Riccardo Giampieri; Michela Del Prete; Luca Cantini; Maria Giuditta Baleani; Alessandro Bittoni; Elena Maccaroni; Rossana Berardi
Journal:  Cancer Manag Res       Date:  2018-06-21       Impact factor: 3.989

8.  Efficacy of capecitabine and oxaliplatin versus S-1 as adjuvant chemotherapy in gastric cancer after D2 lymph node dissection according to lymph node ratio and N stage.

Authors:  Kabsoo Shin; Se Jun Park; Jinsoo Lee; Cho Hyun Park; Kyo Young Song; Han Hong Lee; Ho Seok Seo; Yoon Ju Jung; Jae Myung Park; Sung Hak Lee; Sang Young Roh; In-Ho Kim
Journal:  BMC Cancer       Date:  2019-12-18       Impact factor: 4.430

Review 9.  Between evidence and new perspectives on the current state of the multimodal approach to gastric cancer: Is there still a role for radiation therapy?

Authors:  Linda Agolli; Luca Nicosia
Journal:  World J Gastrointest Oncol       Date:  2018-09-15

10.  Comparison of Treatment Modalities for Locally Advanced Gastric Cancer: A Propensity Score Matching Analysis.

Authors:  Jianglong Han; Zhihua Nie; Ping Li; Hongwei Shi; Shijie Wang; Qin Li; Rui Zhang; Yunfeng Qiao; Kejie Huang; Zhenming Fu
Journal:  J Cancer       Date:  2020-05-18       Impact factor: 4.207

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.