Literature DB >> 27100735

The combination of HLA-B*15:01 and DRB1*15:01 is associated with gemcitabine plus erlotinib-induced interstitial lung disease in patients with advanced pancreatic cancer.

Meiko Nishimura1, Masanori Toyoda1, Kei Takenaka1, Yoshinori Imamura1, Naoko Chayahara1, Naomi Kiyota1, Toru Mukohara1,2, Takeshi Kotake3,4, Akihito Tsuji3,5, Kosuke Saito6, Yoshiro Saito6, Hironobu Minami7,8.   

Abstract

PURPOSE: In a phase III study of gemcitabine plus erlotinib for advanced pancreatic cancer conducted in Canada, the incidence of interstitial lung disease (ILD) was 3.5 %. However, the incidence of ILD was reported as high as 8.5 % in a Japanese phase II study. These results suggest the influence of ethnic factors in the association of the use of gemcitabine plus erlotinib with the incidence of ILD. Here, we conducted a prospective study to analyze the relationship between human leukocyte antigen (HLA) alleles and ILD in Japanese patients with advanced pancreatic cancer receiving gemcitabine plus erlotinib.
METHODS: Patients were treated with gemcitabine (1000 mg/m(2); administered by intravenous infusion on days 1, 8, and 15 every 4 weeks) and erlotinib (given orally at 100 mg/day). We compared the frequencies of HLA alleles in patients who did and did not develop ILD.
RESULTS: A total of 57 patients were treated, and 4 patients (7.0 %) developed ILD. The combination of HLA-B*15:01 and DRB1*15:01 was observed in 2 of 4 patients (50 %) with ILD and in only 1 of 53 patients without ILD (2 %) resulting in odds ratio of 52.0 (95 % CI 3.2-842.5; p = 0.011).
CONCLUSION: These results suggest that the combination of HLA-B*15:01 and DRB1*15:01 is associated with ILD in Japanese patients with advanced pancreatic cancer receiving gemcitabine plus erlotinib.

Entities:  

Keywords:  Erlotinib; Gemcitabine; Human leukocyte antigen; Interstitial lung disease; Pancreatic cancer

Mesh:

Substances:

Year:  2016        PMID: 27100735      PMCID: PMC4882349          DOI: 10.1007/s00280-016-3026-6

Source DB:  PubMed          Journal:  Cancer Chemother Pharmacol        ISSN: 0344-5704            Impact factor:   3.333


Introduction

In a phase III study, gemcitabine plus erlotinib improved overall survival significantly compared with gemcitabine alone in patients with advanced pancreatic cancer [1]. As single agents, gemcitabine and erlotinib cause interstitial lung disease (ILD), which may be life threatening. A higher incidence of ILD was reported in Japanese patients compared to white patients treated with either erlotinib or gemcitabine. In patients with non-small cell lung cancer, erlotinib treatment resulted in ILD in 4.3 % of Japanese patients and 2.7 % of white patients [2, 3]. Similarly, the incidence of ILD in patients treated with gemcitabine for pancreatic cancer was 2.1 % of Japanese patients and 0.4 % of white patients [1, 4]. In a phase III study of combination chemotherapy with gemcitabine and erlotinib for pancreatic cancer conducted in Canada, the incidence of ILD was 3.5 %, while a higher incidence of 8.5 % was reported in a Japanese phase II study of the same chemotherapy [5]. Although the etiology of gemcitabine plus erlotinib-induced ILD is unclear, the higher incidence of ILD in Japanese cancer patients suggests an interethnic difference. Risk factors for ILD identified in a post-marketing surveillance study of erlotinib plus gemcitabine (POLARIS) in Japanese pancreatic cancer patients were the number of metastatic sites at >3 [hazard ratio (HR) 4.2 (95 % CI 2.2–8.2)] and concurrent/previous lung diseases [HR 2.2 (95 % CI 1.1–4.5)] [6]. In a phase IV surveillance study of erlotinib (POLARSTAR) as a single agent in Japanese patients with non-small cell lung cancer, concurrent/previous ILD [HR 3.2 (95 % CI 2.4–4.3)], emphysema or chronic obstructive pulmonary disease [HR 1.9 (95 % CI 1.4–2.4)], lung infection [HR 1.6 (95 % CI 1.1–2.2)], smoking history [HR 2.3 (95 % CI 1.7–3.0)], and period from initial cancer diagnosis to the start of the treatment [<360 days; HR 0.6 (95 % CI 0.5–0.7)] were associated with ILD [2]. For gemcitabine, prior thoracic radiotherapy [HR 26.3 (95 % CI 3.4–202.1)] and pre-existing pulmonary fibrosis [HR 6.5 (95 % CI 1.1–38.1)] were identified as significant risk factors for developing ILD in Japanese patients with non-small cell lung cancer and pancreatic cancer [7]. The factors described above do not explain the higher incidence of ILD in Japanese patients treated with gemcitabine, erlotinib, or their combination compared to that of white patients. However, genetic factors may explain the observed interethnic difference in ILD. A genome-wide linkage study identified the mucin (MUC) 5B gene as associated with familial interstitial pneumonia and idiopathic pulmonary fibrosis (IPF) in a white population [8], while an association between the MUC4 gene and ILD induced by epidermal growth factor receptor tyrosine kinase inhibitors (EGFR-TKI) or acute exacerbation of IPF was reported in Japanese patients [9]. A few previous studies also reported the association between human leukocyte antigen (HLA) alleles and IPF or drug hypersensitivity [10-16]. However, a relationship between HLA alleles and anticancer drug-induced ILD has not been elucidated. To elucidate genetic backgrounds correlated with a higher incidence of ILD by gemcitabine and erlotinib in Japanese patients, we conducted a prospective study to analyze the association between HLA alleles and ILD in patients with advanced pancreatic cancer receiving gemcitabine plus erlotinib.

Patients and methods

Patients

Patients (20–80 years old) with histological or cytological evidence of unresectable locally advanced or metastatic pancreatic cancer were enrolled. Other eligibility criteria included an Eastern Cooperative Oncology Group (ECOG) performance status (PS) of 0–1, adequate hematologic, renal, and hepatic functions, and a life expectancy of at least 2 months. Patients with a concurrent or previous history of ILD, IPF, pneumoconiosis, drug-induced pneumonia, pulmonary emphysema, or chronic obstructive pulmonary disease were excluded. Patients treated with radiation to the chest or lung resection, as well as gemcitabine or EGFR-TKI within 3 months, were also excluded.

Study design and treatment

Patients were treated with gemcitabine (1000 mg/m2 by intravenous infusion for 30 min on days 1, 8, and 15 every 4 weeks) and erlotinib (given orally at 100 mg/day) [1]. The treatment continued until disease progression, unacceptable toxicities, or refusal by patients. This study was approved by the Institutional Review Boards of Kobe University Hospital, Kobe City Medical Center General Hospital, and National Institute of Health Sciences. All patients provided written informed consent.

Samples and HLA typing

Blood samples were collected from all patients within the 2 weeks before starting the treatment. DNA for HLA typing was extracted from peripheral lymphocytes. HLA-A, B, and DRB1 alleles were determined using the Luminex 200 system (Luminex, Austin, TX, USA) and WAKFlow HLA typing kit (Wakunaga, Hiroshima, Japan). Data were analyzed using WAKFlow typing software (Wakunaga, Hiroshima, Japan) in the HLA Foundation Laboratory (Kyoto, Japan) [17].

Assessments

Chest X-ray was performed weekly for the first 4 weeks and every 2 weeks thereafter. Chest computed tomography (CT) scan was performed every 4 weeks. Antitumor efficacy was evaluated by CT every 8 weeks based on the Response Evaluation Criteria in Solid Tumors (RECIST), version 1.1. Adverse events were assessed using Common Terminology Criteria for Adverse Events (CTCAE), version 4.0.

Statistical analysis

Statistical analyses were performed using SPSS software version 21.0. Allele frequencies of HLA in patients with or without ILD were compared using Fisher’s exact test with 2 × 2 tables. P values <0.05 were considered statistically significant. We considered that at least 4 ILD events were necessary for the association study. In a Japanese phase II study of gemcitabine plus erlotinib for pancreatic cancer, the incidence of ILD was 8.5 %; therefore, the original planned sample size was approximately 50 to detect 4 ILD events.

Results

Between February 2013 and July 2015, 57 patients were enrolled from two institutions: Kobe University Hospital (n = 44) and Kobe City Medical Center General Hospital (n = 13). Of these patients, 4 patients (7.0 %) developed ILD. Baseline characteristics are shown in Table 1. Median age and smoking history were similar between the two groups.
Table 1

Baseline characteristics

CharacteristicILD(N = 4)Non-ILD(N = 53)Total(N = 57)
Age—years
 Median676566
 Range64–7625–8025–80
Age group—no. (%)
 <60 years0 (0)9 (17)9 (16)
 ≥60 years4 (100)44 (83)48 (84)
Sex—no. (%)
 Female2 (50)26 (49)28 (49)
 Male2 (50)27 (51)29 (51)
ECOG PS—no. (%)
 02 (50)8 (15)10 (18)
 12 (50)45 (85)47 (82)
Smoking history—no. (%)
 Never smoker2 (50)25 (47)27 (47)
 Ex-smoker2 (50)24 (45)26 (46)
 Current smoker0 (0)4 (8)4 (7)
Extent of disease—no. (%)
 Metastatic3 (75)32 (60)35 (61)
 Locally advanced1 (25)21 (40)22 (39)
Site of metastatic disease—no. (%)
 Lung1 (25)8 (15)9 (16)
 Liver3 (75)21 (40)23 (40)
 Peritoneum0 (0)14 (26)14 (25)
 Other0 (0)1 (2)1 (2)
Number of metastatic site—no. (%)
 <34 (100)51 (96)55 (96)
 ≥30 (0)2 (4)2 (4)

ILD interstitial lung disease, ECOG PS Eastern Cooperative Oncology Group performance status

Baseline characteristics ILD interstitial lung disease, ECOG PS Eastern Cooperative Oncology Group performance status The median duration of the treatment was 1.7 months (range 1.0–3.3) in patients who developed ILD and 2.7 (0.1–16.0) months in those without ILD. The most common reason for discontinuation was disease progression (45 patients, 78.9 %) evaluated by RECIST criteria. Treatment-related adverse events lead to treatment discontinuation in 7 patients (12.3 %) due to malaise, diarrhea, dysgeusia, and ILD (4 patients, 7.0 %). Treatment was discontinued due to adverse events not related to the treatment in 4 patients (7.0 %). One patient (1.8 %) stopped the treatment due to progressive symptoms of the primary disease. Median progression-free survival was 2.8 (1.0–3.5) months in patients with ILD and 2.8 (0.1–16.8) months in patients without ILD. Partial responses were achieved in 2 patients (3.5 %), and stable disease (SD) was observed in 27 patients (47.4 %). Best response in four patients who developed ILD was SD in 1 and disease progression in 3 patients. Chest CT scans of 4 patients who developed ILD at the onset of ILD are shown in Fig. 1. ILD developed at 4, 6, 8, and 12 weeks after the start of the treatment in the 4 patients, respectively. ILD was asymptomatic in 1 patient (grade 1), while it was associated with mild symptoms including productive cough, dyspnea, or fever in 3 patients (grade 2). ILD was improved by treatment discontinuation in all patients.
Fig. 1

a Chest CT scans of a 65-year-old female non-smoker with lung and liver metastases at 8 weeks. b Chest CT scans of a 64-year-old female non-smoker with locally advanced cancer at 12 weeks. c Chest CT scans of a 76-year-old male ex-smoker with lung metastasis at 4 weeks. d Chest CT scans of a 70-year-old male ex-smoker with liver metastasis at 6 weeks

a Chest CT scans of a 65-year-old female non-smoker with lung and liver metastases at 8 weeks. b Chest CT scans of a 64-year-old female non-smoker with locally advanced cancer at 12 weeks. c Chest CT scans of a 76-year-old male ex-smoker with lung metastasis at 4 weeks. d Chest CT scans of a 70-year-old male ex-smoker with liver metastasis at 6 weeks In HLA analysis, 2 of 4 patients who developed ILD harbored HLA-B*15:01, B*40:06, DRB1*09:01, and DRB1*15:01, but their association with ILD was not statistically significant. The frequencies of HLA alleles in patients with or without ILD are listed in the Supplementary Table. However, the combination of HLA-B*15:01 and DRB1*15:01 was observed in 2 of the 4 patients (50 %) who developed ILD, while only 1 of 53 patients (2 %) who did not develop ILD harbored this combination, resulting in an odds ratio (OR) of 52.0 (95 % CI 3.2–842.5; p = 0.01, Table 2).
Table 2

The allele frequencies (AF) of a combination of HLA in patients who developed ILD and those without ILD with an OR > 2.0

HLA alleleILD(2N = 8)Without ILD(2N = 106)RROR (95 % CI) p valueAF in the study (%)
Positive (N)AF in ILD (%)Positive (N)AF in without ILD (%)
A*11:01/A*31:01 125.023.86.08.5 (0.6–122.5)0.205.3
DRB1*15:01/DRB1*09:01 125.011.99.217.3 (0.9–350.3)0.143.5
A*02:10/B*40:06 125.011.99.217.3 (0.9–350.3)0.143.5
A*11:01/B*15:01 125.023.86.08.5 (0.6–122.5)0.205.3
A*11:01/B*51:01 125.011.99.217.3 (0.9–350.3)0.143.5
A*24:02/B*40:06 125.011.99.217.3 (0.9–350.3)0.143.5
A*26:03/B*15:01 125.011.99.217.3 (0.9–350.3)0.143.5
A*31:01/B*15:01 125.011.99.217.3 (0.9–350.3)0.143.5
A*31:01/B*51:01 125.059.42.83.2 (0.3–36.8)0.3710.5
A*33:03/B*44:03 125.047.53.54.1 (0.3–48.9)0.328.8
A*24:02/DRB1*09:01 125.0611.32.42.6 (0.2–29.3)0.4213.2
A*24:02/DRB1*15:01 125.047.53.54.1 (0.3–48.9)0.328.8
A*26:01/DRB1*09:01 125.011.99.217.3 (0.9–350.3)0.133.5
A*26:03/DRB1*09:01 125.023.86.08.5 (0.6–122.5)0.205.3
A*31:01/DRB1*15:01 125.011.99.217.3 (0.9–350.3)0.143.5
A*33:03/DRB1*04:05 125.023.86.08.5 (0.6–122.5)0.205.3
A*33:03/DRB1*13:02 125.011.99.217.3 (0.9–350.3)0.143.5
B*15:01/DRB1*09:01 125.035.74.45.6 (0.4–70.8)0.267.0
B*15:01/DRB1*15:01 250.012.034.052.0 (3.2–842.5)0.015.3
B*40:06/DRB1*04:05 125.023.86.08.5 (0.6–122.5)0.205.3
B*40:06/DRB1*09:01 125.035.74.45.6 (0.4–70.8)0.267.0

AF allele frequencies, RR relative risk, OR odds ratio, CI confidence interval

The allele frequencies (AF) of a combination of HLA in patients who developed ILD and those without ILD with an OR > 2.0 AF allele frequencies, RR relative risk, OR odds ratio, CI confidence interval

Discussion

Our results demonstrate that the combination of HLA-B*15:01 and DRB1*15:01 is over-represented significantly in Japanese patients with advanced pancreatic cancer who developed ILD after the treatment with gemcitabine plus erlotinib. Although the number of patients was small, the OR of 52.0 was much higher than the OR (2.2–4.2) of previously reported risk factors for ILD caused by gemcitabine and erlotinib [6]. An over-representation of HLA-DRB1*15:01 was reported in white patients with IPF not associated with drug therapy [10]. IPF is a clinical form of ILD and the most common type of ILD. Other HLA types (HLA-A*3, B*14, B*15, or B*40, and combination of A2B15, A2B40, A11B15, A24B58, or A30B40) were also associated with IPF in a Han Chinese population [11]. Therefore, drug-induced ILD may be associated with certain types of HLA. HLA alleles are associated with drug hypersensitivity. Carbamazepine-induced Stevens–Johnson syndrome is associated with HLA-B*15:02 in Chinese patients and HLA-A*31:01 in Japanese or European patients [12-14]. HLA-B*58:01 and HLA-B*57:01 are over-represented in allopurinol-induced severe cutaneous reactions [15] and abacavir hypersensitivity [16], respectively. Among anticancer drugs, hepatotoxicity by lapatinib is associated with HLA-DQA1*02:01 or DRB1*07:01 [18]. The frequencies of these alleles are 10–15 % in white patients and 0.3–0.8 % in Japanese patients [17, 19]. With regard to drug-induced ILD, HLA-A*31:01 and HLA-DRB1*15:02 are known to be associated with methotrexate-induced ILD in Japanese patients with rheumatoid arthritis (RA), which induce ILD as a complication [20, 21], and DRB1*15 and *16 were associated with a risk of ILD in Japanese RA patients regardless of methotrexate treatment [22]. These observations suggest that HLA plays an important role in drug-induced ILD, and our findings demonstrate a significant association of certain HLA types with drug-induced ILD. The mechanism of the association between HLA and ILD is still unclear, although an in vitro study demonstrated that a direct interaction between HLA and carbamazepine activates T cells [23]. Drugs or their metabolites may act as haptens and non-covalently bind to the HLA molecule [24]. The incidence of ILD by gemcitabine plus erlotinib for advanced pancreatic cancer was 8.5 % in a Japanese phase II study, 6.2 % in a post-marketing surveillance study, and 7.0 % in our study. We carefully excluded patients with risk factors for ILD from our study. Nonetheless, a significant number of patients developed ILD. These incidences are obviously higher than those reported in white patients. In our prospective study, an association between drug-induced ILD and HLA-B*15:01/DRB1*15:01 was observed. Differences in the population frequency of the HLA alleles may explain, at least in part, the interethnic differences in the incidence of ILD induced by gemcitabine and erlotinib. In conclusion, these results suggest that the combination of HLA-B*15:01 and DRB1*15:01 is associated with ILD in Japanese patients with advanced pancreatic cancer receiving gemcitabine plus erlotinib. Below is the link to the electronic supplementary material. Supplementary material 1 (DOC 103 kb)
  20 in total

1.  Medical genetics: a marker for Stevens-Johnson syndrome.

Authors:  Wen-Hung Chung; Shuen-Iu Hung; Hong-Shang Hong; Mo-Song Hsih; Li-Cheng Yang; Hsin-Chun Ho; Jer-Yuarn Wu; Yuan-Tsong Chen
Journal:  Nature       Date:  2004-04-01       Impact factor: 49.962

2.  Immune self-reactivity triggered by drug-modified HLA-peptide repertoire.

Authors:  Patricia T Illing; Julian P Vivian; Nadine L Dudek; Lyudmila Kostenko; Zhenjun Chen; Mandvi Bharadwaj; John J Miles; Lars Kjer-Nielsen; Stephanie Gras; Nicholas A Williamson; Scott R Burrows; Anthony W Purcell; Jamie Rossjohn; James McCluskey
Journal:  Nature       Date:  2012-06-28       Impact factor: 49.962

3.  Features of gemcitabine-related severe pulmonary toxicity: patients with pancreatic or biliary tract cancer.

Authors:  Akihiro Tamiya; Masahiro Endo; Takehito Shukuya; Satoshi Igawa; Asuka Tsuya; Yukiko Nakamura; Haruyasu Murakami; Toshiaki Takahashi; Narikazu Boku; Nobuyuki Yamamoto
Journal:  Pancreas       Date:  2009-10       Impact factor: 3.327

4.  HLA-A*31:01 and methotrexate-induced interstitial lung disease in Japanese rheumatoid arthritis patients: a multidrug hypersensitivity marker?

Authors:  Hiroshi Furukawa; Shomi Oka; Kota Shimada; Naoyuki Tsuchiya; Shigeto Tohma
Journal:  Ann Rheum Dis       Date:  2012-08-11       Impact factor: 19.103

5.  Genetic variations in HLA-B region and hypersensitivity reactions to abacavir.

Authors:  Seth Hetherington; Arlene R Hughes; Michael Mosteller; Denise Shortino; Katherine L Baker; William Spreen; Eric Lai; Kirstie Davies; Abigail Handley; David J Dow; Mary E Fling; Michael Stocum; Clive Bowman; Linda M Thurmond; Allen D Roses
Journal:  Lancet       Date:  2002-03-30       Impact factor: 79.321

6.  HLA-B*5801 allele as a genetic marker for severe cutaneous adverse reactions caused by allopurinol.

Authors:  Shuen-Iu Hung; Wen-Hung Chung; Lieh-Bang Liou; Chen-Chung Chu; Marie Lin; Hsien-Ping Huang; Yen-Ling Lin; Joung-Liang Lan; Li-Cheng Yang; Hong-Shang Hong; Ming-Jing Chen; Ping-Chin Lai; Mai-Szu Wu; Chia-Yu Chu; Kuo-Hsien Wang; Chien-Hsiun Chen; Cathy S J Fann; Jer-Yuarn Wu; Yuan-Tsong Chen
Journal:  Proc Natl Acad Sci U S A       Date:  2005-03-02       Impact factor: 11.205

7.  The HLA class II Allele DRB1*1501 is over-represented in patients with idiopathic pulmonary fibrosis.

Authors:  Jianmin Xue; Bernadette R Gochuico; Ahmad Samer Alawad; Carol A Feghali-Bostwick; Imre Noth; Steven D Nathan; Glenn D Rosen; Ivan O Rosas; Sanja Dacic; Iclal Ocak; Carl R Fuhrman; Karen T Cuenco; Mary A Smith; Susan S Jacobs; Adriana Zeevi; Penelope A Morel; Joseph M Pilewski; Vincent G Valentine; Kevin F Gibson; Naftali Kaminski; Frank C Sciurba; Yingze Zhang; Steven R Duncan
Journal:  PLoS One       Date:  2011-02-23       Impact factor: 3.240

8.  Determination of HLA-A, -C, -B, -DRB1 allele and haplotype frequency in Japanese population based on family study.

Authors:  N Ikeda; H Kojima; M Nishikawa; K Hayashi; T Futagami; T Tsujino; Y Kusunoki; N Fujii; S Suegami; Y Miyazaki; D Middleton; H Tanaka; H Saji
Journal:  Tissue Antigens       Date:  2015-02-27

9.  Association of human leukocyte antigen with interstitial lung disease in rheumatoid arthritis: a protective role for shared epitope.

Authors:  Hiroshi Furukawa; Shomi Oka; Kota Shimada; Shoji Sugii; Jun Ohashi; Toshihiro Matsui; Tatsuoh Ikenaka; Hisanori Nakayama; Atsushi Hashimoto; Hirokazu Takaoka; Yoshiyuki Arinuma; Yuko Okazaki; Hidekazu Futami; Akiko Komiya; Naoshi Fukui; Tadashi Nakamura; Kiyoshi Migita; Akiko Suda; Shouhei Nagaoka; Naoyuki Tsuchiya; Shigeto Tohma
Journal:  PLoS One       Date:  2012-05-07       Impact factor: 3.240

10.  Final safety and efficacy of erlotinib in the phase 4 POLARSTAR surveillance study of 10 708 Japanese patients with non-small-cell lung cancer.

Authors:  Akihiko Gemma; Shoji Kudoh; Masahiko Ando; Yuichiro Ohe; Kazuhiko Nakagawa; Takeshi Johkoh; Naoya Yamazaki; Hiroaki Arakawa; Yoshikazu Inoue; Masahito Ebina; Masahiko Kusumoto; Kazuyoshi Kuwano; Fumikazu Sakai; Hiroyuki Taniguchi; Yuh Fukuda; Akihiro Seki; Tadashi Ishii; Masahiro Fukuoka
Journal:  Cancer Sci       Date:  2014-12       Impact factor: 6.716

View more
  4 in total

Review 1.  Tyrosine Kinase Inhibitor-Induced Interstitial Lung Disease: Clinical Features, Diagnostic Challenges, and Therapeutic Dilemmas.

Authors:  Rashmi R Shah
Journal:  Drug Saf       Date:  2016-11       Impact factor: 5.606

Review 2.  Drug-Induced Interstitial Lung Disease: A Systematic Review.

Authors:  Sarah Skeoch; Nicholas Weatherley; Andrew J Swift; Alexander Oldroyd; Christopher Johns; Conal Hayton; Alessandro Giollo; James M Wild; John C Waterton; Maya Buch; Kim Linton; Ian N Bruce; Colm Leonard; Stephen Bianchi; Nazia Chaudhuri
Journal:  J Clin Med       Date:  2018-10-15       Impact factor: 4.241

3.  Interstitial Lung Disease as an Adverse Drug Reaction in Japan: Exploration of Regulatory Actions as a Basis for High Reporting.

Authors:  Eiko Iwasa; Yu Fujiyoshi; Yuki Kubota; Ryota Kimura; Rebecca E Chandler; Henric Taavola; G Niklas Norén; Rika Wakao
Journal:  Drug Saf       Date:  2020-11       Impact factor: 5.606

4.  Whole genome sequencing to identify predictive markers for the risk of drug-induced interstitial lung disease.

Authors:  Chihiro Udagawa; Hidehito Horinouchi; Kouya Shiraishi; Takashi Kohno; Takuji Okusaka; Hideki Ueno; Kenji Tamura; Yuichiro Ohe; Hitoshi Zembutsu
Journal:  PLoS One       Date:  2019-10-04       Impact factor: 3.240

  4 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.