rentrez 获取 NCBI 数据库数据

rentrez 是 E-utilities 的 R 包封装,用它可以在 R 语言代码简便地使用 E-utilities 省去创建 E-utilities 链接的麻烦。

NCBI 默认有访问限制,未设置 api key 时限制 3 次每秒,设置后限制 10 次每秒。如果有,通过 set_entrez_key 函数设置。

set_entrez_key("xxxxxx")

本质是设置环境变量 "ENTREZ_KEY" 直接设置环境变量也可以。

> set_entrez_key
function (key) 
{
    Sys.setenv(ENTREZ_KEY = key)
}
<bytecode: 0x5650672a7630>
<environment: namespace:rentrez>

列举可用的数据库 entrez_dbs 函数,常用的数据库大多都支持。

> entrez_dbs()
 [1] "pubmed"          "protein"         "nuccore"         "ipg"            
 [5] "nucleotide"      "structure"       "genome"          "annotinfo"      
 [9] "assembly"        "bioproject"      "biosample"       "blastdbinfo"    
[13] "books"           "cdd"             "clinvar"         "gap"            
[17] "gapplus"         "grasp"           "dbvar"           "gene"           
[21] "gds"             "geoprofiles"     "homologene"      "medgen"         
[25] "mesh"            "nlmcatalog"      "omim"            "orgtrack"       
[29] "pmc"             "popset"          "proteinclusters" "pcassay"        
[33] "protfam"         "pccompound"      "pcsubstance"     "seqannot"       
[37] "snp"             "sra"             "taxonomy"        "biocollections" 
[41] "gtr" 

查看某数据库总结 entrez_db_summary 函数。

> entrez_db_summary("nucleotide")
 DbName: nuccore
 MenuName: Nucleotide
 Description: Core Nucleotide db
 DbBuild: Build221030-1815m.1
 Count: 508239779
 LastUpdate: 2022/11/01 21:31 

查看某数据库支持的搜索字段(fields),可根据支持的字段定义搜索条件进行搜索。

> entrez_db_searchable("nucleotide")
Searchable fields for database 'nuccore'
  ALL    All terms from all searchable fields 
  UID    Unique number assigned to each sequence 
  FILT   Limits the records 
  WORD   Free text associated with record 
  TITL   Words in definition line 
  KYWD   Nonstandardized terms provided by submitter 
  AUTH   Author(s) of publication 
  JOUR   Journal abbreviation of publication 
  VOL    Volume number of publication 
  ISS    Issue number of publication 
  ...  # 剩下省略

esearch 搜索用 entrez_search 函数,字段用 [] 包含。

> es <- entrez_search(db = "nucleotide", term = "Human adenovirus 5[ORGN]", retmax = 5)
> es
Entrez search result with 681 hits (object contains 5 IDs and no web_history object)
 Search term (as translated):  "Human adenovirus 5"[Organism] 
> es$ids
[1] "2295556242" "2295556240" "2295556238" "2287989107" "2260395970"

函数 entrez_link 获取不同数据库的链接。比如从物种链接到核酸序列,可以获取一个物种对应核酸序列 id 列表,后续用于获取序列信息或下载序列等。

> el <- entrez_link(dbfrom = "taxonomy", id = 28285, db = "nucleotide")
> el
elink object with contents:
 $links: IDs for linked records from NCBI
 
> el$links
elink result with information from 2 databases:
[1] taxonomy_nuccore        taxonomy_nucleotide_exp
> el$links$taxonomy_nuccore[1:5]
[1] "9652377"    "9652366"    "296210"     "2295556242" "2295556240"

函数 entrez_summary 取得条目总结信息,设置 always_return_list = TRUE 让函数就算一个请求也返回列表,防止在 apply 或循环时出现非预期行为。

> es <- entrez_summary(db = "nucleotide", id = "2295556242")
> es
esummary result with 32 items:
 [1] uid          term         caption      title        extra       
 [6] gi           createdate   updatedate   flags        taxid       
[11] slen         biomol       moltype      topology     sourcedb    
[16] segsetsize   projectid    genome       subtype      subname     
[21] assemblygi   assemblyacc  tech         completeness geneticcode 
[26] strand       organism     strain       biosample    statistics  
[31] properties   oslt   
> es$organism
[1] "Human adenovirus 5"

函数 extract_from_esummary 从返回的总结对象提取需要信息。

> head(extract_from_esummary(es, "biomol"))
1884989923 1884989922 1884989921 1884989920 1884989919 1041463157 
 "genomic"  "genomic"  "genomic"  "genomic"  "genomic"  "genomic" 

函数 entrez_fetch 获取条目完整信息,常用于下载数据,如选择 nucleotide 数据库并返回类型为 fasta 时可以下载对应 fasta 信息,返回为字符串写入到文件,即完成了核酸序列 fasta 文件下载。

> el <- entrez_link(dbfrom = "taxonomy", id = "28285", db = "nucleotide")
> nu5 <- el$links$taxonomy_nuccore[1:5]
> nu5
[1] "9652377"    "9652366"    "296210"     "2295556242" "2295556240"
> ef <- entrez_fetch(db = "nucleotide", id = nu5, rettype = "fasta")
> temp <- tempfile()
> write(ef, temp)

web_history
NCBI 允许将搜索结果保存在服务器,然后调用结果,避免了下载结果、解析、上传解析结果的过程,也能避免产生过多的请求数目导致受限。如 entrez_link 设置参数 cmd = "neighbor_history" 将返回 web_history 对象。

以下载某物种核酸序列为例,默认的 entrez_link 返回对象需要自己取得核酸序列 id 列表(如前面的例子),然后用这些核酸序列输入到 entrez_fetch 从 NCBI 一条条下载核酸序列;如果用 web_history 因为对象保存在 NCBI 服务器,可以直接根据 web_history 下载物种的核酸序列,如下面的代码示例。

> el <- entrez_link(dbfrom = "taxonomy", id = "208893", db = "nucleotide", cmd = "neighbor_history")
> el
elink object with contents:
 $web_histories: Objects containing web history information

> el$web_histories
$taxonomy_nuccore
Web history object (QueryKey = 1, WebEnv = MCID_637d8b3...)

$taxonomy_nucleotide_exp
Web history object (QueryKey = 2, WebEnv = MCID_637d8b3...)

# 下载所有的该物种核酸序列
> ef <- entrez_fetch(db = "nucleotide", web_history = el$web_histories$taxonomy_nuccore, rettype = "fasta")
> str(ef)
 chr ">LC732340.1 Human respiratory syncytial virus A Fukui_S_258_2018 gene for attachment glycoprotein, partial cds\"| __truncated__
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