以向量为参数的RSQLite参数化查询
我不熟悉以向量为参数的RSQLite参数化查询,r,rsqlite,R,Rsqlite,我不熟悉SQL及其语法,我无法理解如何使用RSQLite在R中的参数化查询中将多个值(例如向量或列表)传递给单个参数 我有一个两表数据库(myTCGA),数据来自RNASeq数据。第一个(tcga_P)包含一些基因样本的表达值(FPKM),而(tcgaMeta)包含这些样本的元数据信息 #tcga_P FPKM Sample Tissue GeneName 5550 0.0633 TCGA-AB-2803-03A Acute_Mye
SQL
及其语法,我无法理解如何使用RSQLite
在R
中的参数化查询中将多个值(例如向量或列表)传递给单个参数
我有一个两表数据库(myTCGA
),数据来自RNASeq数据。第一个(tcga_P
)包含一些基因样本的表达值(FPKM
),而(tcgaMeta
)包含这些样本的元数据信息
#tcga_P
FPKM Sample Tissue GeneName
5550 0.0633 TCGA-AB-2803-03A Acute_Myeloid_Leukemia PLEKHN1
5551 0.2390 TCGA-AB-2805-03A Acute_Myeloid_Leukemia PLEKHN1
5552 0.0253 TCGA-AB-2806-03A Acute_Myeloid_Leukemia PLEKHN1
5553 0.0385 TCGA-AB-2807-03A Acute_Myeloid_Leukemia PLEKHN1
5554 0.0326 TCGA-AB-2808-03A Acute_Myeloid_Leukemia PLEKHN1
5555 0.2836 TCGA-AB-2810-03A Acute_Myeloid_Leukemia PLEKHN1
# tcgaMeta (only few columns)
SampleIndex SampleID SubjectID Tumor.Type Sample.Type
1 0 TCGA-01-0628-11A TCGA-01-0628 OV Solid Tissue Normal
2 1 TCGA-01-0630-11A TCGA-01-0630 OV Solid Tissue Normal
3 2 TCGA-01-0631-11A TCGA-01-0631 OV Solid Tissue Normal
我只想从属于特定组的样本(例如所有肺样本)的tcga_p
中提取表达值。为此,我编写了一个如下的查询
library(DBI)
library(RSQLite)
library(data.table)
myGene <- "PLEKHN1"
myTissue <- "lung"
myCancer <- "Lung Adenocarcinoma"
selectedSamples <- dbGetQuery(myTCGA,
"SELECT A.*
FROM tcga_P A
WHERE A.GeneName = $gene AND
A.Sample in (SELECT B.SampleID FROM tcgaMeta B
WHERE B.Tissue = $tissue AND
B.`Disease.TCGA.` = $cancer )
",param = list(gene=myGene,tissue=myTissue,cancer=myCancer))
# from long to wide
selectedSamplesWide <- dcast(selectedSamples,GeneName~Sample, value.var = "FPKM",fun.aggregate = sum)
我可以循环(sapply
)通过载体中的基因,一次调用一个基因并将结果绑定在一起,但我想在sql调用中做所有事情
到目前为止我试过
WHERE A.GeneName IN ($gene)
WHERE A.GeneName IN (SELECT C.GeneName FROM $gene C)
我还尝试将myGene
转换为data.frame
,并将基因作为列处理。说什么都没用是多余的
我错过了什么?如何将参数传递给
param=list()
?在SQL中,具有等式的WHERE
子句,=
,在尝试将表达式求值为两个值时,需要一个值。但是,中带有的WHERE
允许多个值:
其中A.GeneName位于('PLEKHN1','PSMD12',…)
对于一个不限数量的值,考虑动态创建准备好的语句,使用<代码>粘贴>代码> +>代码>塌陷< /代码>,绑定参数值与<代码>设置名称和<代码> AS .List >:
myGene <- c("PLEKHN1", "PSMD12")
myTissue <- "lung"
myCancer <- "Lung Adenocarcinoma"
myPlaceHolders <- paste0("$gene", seq_along(myGene))
sql <- paste0("SELECT A.*
FROM tcga_P A
WHERE A.GeneName IN (", paste(myPlaceHolders, collapse=", "), ")
AND A.Sample in (SELECT B.SampleID
FROM tcgaMeta B
WHERE B.Tissue = $tissue
AND B.`Disease.TCGA.` = $cancer)
")
myGeneParams <- as.list(setNames(myGene, gsub("\\$", "", myPlaceHolders)))
paramList <- c(myGeneParams, tissue=myTissue, cancer=myCancer)
selectedSamples <- dbGetQuery(myTCGA, sql, param = myParamList)
myGene感谢您提供的解决方案和清晰的解释。我不得不避开gsub模式gsub(\\$,“”,myPlaceHolders)
,但除此之外,它还起了作用。很高兴听到这个消息并乐于提供帮助!
myGene <- c("PLEKHN1", "PSMD12")
myTissue <- "lung"
myCancer <- "Lung Adenocarcinoma"
myPlaceHolders <- paste0("$gene", seq_along(myGene))
sql <- paste0("SELECT A.*
FROM tcga_P A
WHERE A.GeneName IN (", paste(myPlaceHolders, collapse=", "), ")
AND A.Sample in (SELECT B.SampleID
FROM tcgaMeta B
WHERE B.Tissue = $tissue
AND B.`Disease.TCGA.` = $cancer)
")
myGeneParams <- as.list(setNames(myGene, gsub("\\$", "", myPlaceHolders)))
paramList <- c(myGeneParams, tissue=myTissue, cancer=myCancer)
selectedSamples <- dbGetQuery(myTCGA, sql, param = myParamList)