Welcome to iNAP (integrated Network Analysis Pipeline) for microbiome studies!

This analysis pipeline is built and maintained by Metagenomics for Environmental Microbiology (MEM) (DengLab), led by Prof. Ye Deng. It is used to model, analyze and manage the the Molecular Ecological Networks (MENs) for adjacent matrix and Inter-Domain Ecological Networks (IDENs) for bipartite matrix from metagenomic datasets, e.g. GeoChip and Sequencing, and synchronous plant surveys, including Molecular Ecological Network Analysis (MENA) Pipeline and InterDomain Ecological Network Analysis Pipeline (IDENAP).

Currently, we integrated several publicly approaches for network construction, including RMT-based MENA (Random Matrix Theory), SparCC (Sparse Correlations for Compositional data), eLSA (extended Local Similarity Analysis) and SPIEC-EASI (Sparse InversE Covariance estimation for Ecological Association and Statistical Inference). For other methods or approaches, we will also include them if possible and please email us.

Please see the workflow below and download the procedure file for more details.

Please cite: Kai Feng, Xi Peng, Zheng Zhang, Songsong Gu, Qing He, Wenli Shen, Zhujun Wang, Danrui Wang, Qiulong Hu, Yan Li, Shang Wang, Ye Deng. iNAP: an integrated Network Analysis Pipeline for microbiome studies. iMeta. 2022,1:e13. https://doi.org/10.1002/imt2.13

See also: Kai Feng, Yuguang Zhang, Zhili He, Daliang Ning, Ye Deng. Interdomain ecological networks between plants and microbes. Molecular Ecology Resources. 2019,19 (6):1565-1577. doi:10.1111/1755-0998.13081

Metabolic Modeling Analysis is now online for everyone to use. The workflow instructions: iNAP2 Instructions For details, See and cite: Xi Peng, Kai Feng, Xingsheng Yang, Qing He, Bo Zhao, Tong Li, Shang Wang, and Ye Deng. 2024. “ iNAP 2.0: Harnessing metabolic complementarity in microbial network analysis.” iMeta. e235. https://doi.org/10.1002/imt2.235

A sample study using the metabolic modeling analysis pipeline: Peng, X., Wang, S., Wang, M. et al. Metabolic interdependencies in thermophilic communities are revealed using co-occurrence and complementarity networks. Nat Commun 15, 8166 (2024).https://doi.org/10.1038/s41467-024-52532-x

The pipeline is freely open for publics to register and please only use this for academic researches. Since there is limited running time and process for anonymous accout, we suggest to run the pipeline with registered account, including your username, emails and affiliations. If you are interested in our analysis approach, please feel free to contact with Prof. Ye Deng (yedeng@rcees.ac.cn).

We are now making it mandatory for new users to use a strong password (both upper and lower case letters and numbers) when signing up for an account, and we recommend that all users change their password to one that matches these requirements.

iNAP tutorial video in Youtube or Bilibili. iNAP network visualization video at Youtube or Bilibili website. A step-by-step video is available here. Also see a Chinese introduction about iNAP in LorMe webinar. If you met some problems, please contact Xi Peng (emmettpengxi@hotmail.com) or Kai Feng (kaifeng@rcees.ac.cn).

Welcome to join the chatting group in WeChat.

Updates:

2024-11-18 SMETANA calculation module is temporarily unavailable because it can cause server lagging. We will try to fix this before it is back online again. Before that, you can run it manually on your device. See: https://smetana.readthedocs.io/en/latest/.

2023-06-06 'Stability analysis' for molecular ecological networks (MENs) and interdomain ecological networks (IDENs) is available now, including robustness and vulnerability analysis.

2023-03-13 We added Pearson/Spearman correlation methods for local calculation in yedeng-lab/iNAP at Github.

2022-11-05 Three auxiliary tools 'Know your input file', 'Know your matrix' and 'Simplify network matrix' are added. The former two tools help users to check format or assign network type for the input/network matrix file. The 3rd one is used to remove nodes with no associations (zero degree) in the network.

2022-11-03 It is recommended to use the absolute values before using iDIRECT according to Dr. Naijia Xiao. This is fixed now and please re-run the program if used iDIRECT. Please select the edge file from adjacent network matrix.

2022-08-13 Dr. Kai Feng was invited to show introductions about ecological networks and iNAP in LorMe webinar, hosted by Nanjing Agricultural University. See the LorMe webinar for details (Chinese).

2022-05-18 iDIRECT module is added to network analysis workflow, which is used to infer direct relationships in association networks. See details: Xiao et al, PNAS 2022.119(2),e2109995119.

2022-03-24 See the Chinese version of iNAP paper, and relevant below videos for network analysis. Welcome to visit yedeng-lab/iNAP at Github.

2022-01-29 Our iNAP paper is accepted by iMeta. See details in Feng et al. iMeta. 2022.e13.

2022-01-20 The new pipeline, iNAP is available now. The procedure file is updated accordingly.

2021-12-2 Our pipeline is back now and please re-run the processes. Thank you for the waiting to our server maintenance.

2021-12-1 A fast version of SparCC, FastSpar, is available and the results are similar to original SparCC with minor changes. Please see details Stephen C Watts et al. Bioinformatics, 2019,35(6),1064-1066.

2021-7-5 The new output files contains four networks, i.e. one whole network, one bipartite network and two adjacent networks. The whole network contains the inter- and intra- associations for plants and microbes. The bipartite network only contains the interdomain associations between two groups, and the adjacent only contains the associations within the group.

2021-5-29 Please use the newly sections and workflows for bipartite network construction. We have updated the tools related to eLSA, SparCC and SPEIC-EASI tools and put them into separated sections. The old section "Plant-Microbes Network" will still be available for several weeks.

2020-10-9 A tool 'Convert sif file to bipartite matrix' is added in Miscellaneous section.

2019-07-31 The procedure file for IDENAP is accessible now.

Breif workflow of iNAP:

Breif introduction for MENs and IDENs:

IDENAP workflow, taking synchronous survey data of plants and microbes as an example, shown below:

iNAP introduction video

iNAP tutorial video

iNAP network visualization video