微生物多樣性(擴(kuò)增子/16S rDNA測序)—關(guān)聯(lián)與進(jìn)化分析方法描述

?一、關(guān)聯(lián)分析&進(jìn)化關(guān)系內(nèi)容及意義

a)RDA/CCA分析

???? 基于對應(yīng)分析發(fā)展而來的一種排序方法,又稱多元直接梯度分析。RDA是基于線性模型,CCA是基于單峰模型。

意義:可以檢測環(huán)境因子、樣本、菌群三者之間的關(guān)系或者兩兩之間的關(guān)系。

b)OTU共表達(dá)網(wǎng)絡(luò)分析

????生態(tài)學(xué)中一般認(rèn)為功能上關(guān)系密切的群落往往表現(xiàn)出豐度的“同升同降”,根據(jù)微生物群落豐度信息計(jì)算樣本中物種之間的相關(guān)性,并據(jù)此劃分不同的共變化組(CAG)。

意義:可發(fā)現(xiàn)物種間的相互關(guān)系、CAG與生理指標(biāo)或環(huán)境因子間的關(guān)系。

c)系統(tǒng)進(jìn)化發(fā)生樹

? ? ? 推斷能夠揭示出有關(guān)生物進(jìn)化過程的順序,了解生物進(jìn)化歷史和機(jī)制,可以通過某一分類水平上序列間堿基的差異構(gòu)建進(jìn)化樹。

二、關(guān)聯(lián)分析&進(jìn)化關(guān)系在論文中的描述

a)RDA/CCA分析

分析示意圖

圖片描述示例:

Redundancy analysis (RDA) of soil geochemical data and identification of significant Proteobacterial clades. Geochemical data were used to generate PCA and OTU abundance was used to generate the RDA. Factors and bacterial groups that had little influence on any of the sites (i.e. clustered near the center axis) or were similarly clustered were removed for clarity.

結(jié)果描述:

Principal Components Analysis revealed that much of the variance in soil properties and chemistry between the contaminated sites was associated with pH, arsenic, total chromium and Cr (VI) levels, while control soils were correlated with di and monovalent cations, bicarbonate, and phosphate concentrations.

Several novel proteobacterial groups MND1, LO133, and WJ2 were identified by redundancy analysis (RDA) to respond significantly to the contamination.

b)OTU共表達(dá)網(wǎng)絡(luò)分析

分析示意圖

圖片描述示例:

Temporal dynamics in the gut microbiota of mice during the development of XX. OTU-level network diagram of XX key OTUs responding to the treatment of XX and XX. Node size indicates the mean abundance of each OTU. Lines between nodes represent correlations between the nodes they connect, with the colour saturation and line width indicating correlation magnitude: red represents positive correlation, grey represents negative correlation. Only lines corresponding to correlations with a magnitude greater than 0.5 are drawn. The OTUs are grouped into 11 CAGs by permutational multivariate analysis of variance (PERMANOVA) when P<0.005. The plots show the abundance of each CAG on Day -1, 2, 4 and 7 in 3 groups. Data in plots represent the total abundance of all OTUs in each CAG from each sample, which were then visualized by mean±s.e.m. Kruskal-Wallis test was used to analysis variation relative to the DSS group at the same time point. *P<0.05, **P<0.01, ***P<0.005.

結(jié)果描述:

To identify the potential interaction among OTUs responding to treatment with XX and XX, the XX key OTUs were clustered into 11 co-abundance groups (CAGs) based on SparCC correlation coefficients CAG7 and CAG8 were positively correlated to form one cluster, and CAG1 and CAG2 formed the other. These two main CAG clusters were negatively correlated with each other.

c)系統(tǒng)進(jìn)化關(guān)系

分析示意圖

圖表描述示例:

Phylogenetic placement and distribution of nosZ OTUs in different dilution levels. The maximum likelihood phylogeny consists of representative nucleotide sequences for OTUs detected in all dilutions, as well as reference nosZ sequences obtained from genome sequencing projects. Symbols at different tips in the tree denote reference sequences, with color and shape indicating major taxonomic affiliation. Node confidence (n=500 bootstrap replicates) between 50–100% is shown (·), where symbol size is scaled to reflect support levels. The phylogeny is rooted at midpoint, and clades consisting only of reference sequences are collapsed. Barplots indicate the average relative abundance of each OTUs, averaged across replicates and normalized to the maximum average value detected within the respective dilutions. The number of shared and unique OTUs in each dilution treatment is shown as a Venn diagram within the tree, where circle size is proportional to the number of OTUs detected.

結(jié)果描述示例:

The phylogenetic tree based on the alignment of the obtained sequences together with nosZ sequences from known strains showed sequences clustering with nosZ from the α, β and γ-Proteobacteria. However, most sequences were distantly related to nosZ from the cultured organisms.

?著作權(quán)歸作者所有,轉(zhuǎn)載或內(nèi)容合作請聯(lián)系作者
【社區(qū)內(nèi)容提示】社區(qū)部分內(nèi)容疑似由AI輔助生成,瀏覽時(shí)請結(jié)合常識與多方信息審慎甄別。
平臺聲明:文章內(nèi)容(如有圖片或視頻亦包括在內(nèi))由作者上傳并發(fā)布,文章內(nèi)容僅代表作者本人觀點(diǎn),簡書系信息發(fā)布平臺,僅提供信息存儲服務(wù)。

相關(guān)閱讀更多精彩內(nèi)容

友情鏈接更多精彩內(nèi)容