Journal: Genomics, Proteomics & Bioinformatics

Volume 19, Issue 6

873 -- 881Yangyang Li, Zonggui Chen, Hairong Liu, Qiming Li, Xing Lin, Shuhui Ji, Rui Li, Shaopeng Li, Weiliang Fan, Haiping Zhao, Zuoyan Zhu, Wei Hu, Yu Zhou 0021, Daji Luo. ASER: Animal Sex Reversal Database
882 -- 900Gongwang Yu, Hanbing Zhu, Xiaoshu Chen, Jian-Rong Yang. Specificity of mRNA Folding and Its Association with Evolutionarily Adaptive mRNA Secondary Structures
901 -- 912Edward Simpson, Steven Chen, Jill L. Reiter, Yunlong Liu. Differential Splicing of Skipped Exons Predicts Drug Response in Cancer Cell Lines
913 -- 925Bo Hu, Xiaolu Ma, Peiyao Fu, Qiman Sun, Weiguo Tang, Haixiang Sun, Zhangfu Yang, Mincheng Yu, Jian Zhou, Jia-Fan, Yang Xu. The mRNA-miRNA-lncRNA Regulatory Network and Factors Associated with Prognosis Prediction of Hepatocellular Carcinoma
926 -- 936Tina Fuchs, Kerstin Puellmann, Chunlin Wang, Jian Han, Alexander W. Beham, Michael Neumaier, Wolfgang E. Kaminski. Trilineage Sequencing Reveals Complex TCRβ Transcriptomes in Neutrophils and Monocytes Alongside T Cells
937 -- 948Yi Wang, Fatma Lecourieux, Rui Zhang, Zhanwu Dai, David Lecourieux, Shaohua Li, Zhenchang Liang. Data Comparison and Software Design for Easy Selection and Application of CRISPR-based Genome Editing Systems in Plants
949 -- 957Na L. Gao, Zilong He, Qianhui Zhu, Puzi Jiang, Songnian Hu, Wei-Hua Chen. Selection for Cheaper Amino Acids Drives Nucleotide Usage at the Start of Translation in Eukaryotic Genes
958 -- 972Yinzhen Xu, Jiayu Cao, Liang Jiang, Yan Zhang. Biogeographic and Evolutionary Patterns of Trace Element Utilization in Marine Microbial World
973 -- 985Jean-Sébastien Milanese, Chabane Tibiche, Naif Zaman, Jinfeng Zou, Pengyong Han, Zhigang Meng, André Nantel, Arnaud Droit, Edwin Wang. eTumorMetastasis: A Network-based Algorithm Predicts Clinical Outcomes Using Whole-exome Sequencing Data of Cancer Patients
986 -- 997Hammad Naveed, Corinna Reglin, Thomas Schubert, Xin Gao 0001, Stefan T. Arold, Michael L. Maitland. Identifying Novel Drug Targets by iDTPnd: A Case Study of Kinase Inhibitors
998 -- 1011Fatima Zohra Smaili, Shuye Tian, Ambrish Roy, Meshari Alazmi, Stefan T. Arold, Srayanta Mukherjee, P. Scott Hefty, Wei Chen 0029, Xin Gao 0001. QAUST: Protein Function Prediction Using Structure Similarity, Protein Interaction, and Functional Motifs
1012 -- 1022Bo Wang, Zhaoqian Su, Yinghao Wu. Computational Assessment of Protein-protein Binding Affinity by Reversely Engineering the Energetics in Protein Complexes
1023 -- 1031Zhi Huang, Zhi Han, Tongxin Wang, Wei Shao 0005, Shunian Xiang, Paul Salama, Maher E. Rizkalla, Kun Huang 0001, Jie Zhang 0010. TSUNAMI: Translational Bioinformatics Tool Suite for Network Analysis and Mining
1032 -- 1042Zixiao Lu, Xiaohui Zhan, Yi Wu, Jun Cheng, Wei Shao 0005, Dong Ni 0001, Zhi Han, Jie Zhang 0010, Qianjin Feng, Kun Huang 0001. BrcaSeg: A Deep Learning Approach for Tissue Quantification and Genomic Correlations of Histopathological Images
1043 -- 1049Frieder Hadlich, Henry Reyer, Michael Oster, Nares Trakooljul, Eduard Murani, Siriluck Ponsuksili, Klaus Wimmers. rePROBE: Workflow for Revised Probe Assignment and Updated Probe-set Annotation in Microarrays

Volume 19, Issue 5

669 -- 678Zhaowei Xu, Yang Li, Qing Lei, Likun Huang, Dan-yun Lai, Shu-juan Guo, He-wei Jiang, Hongyan Hou, Yun-xiao Zheng, Xue-ning Wang, Jiaoxiang Wu, Ming-liang Ma, Bo Zhang, Hong Chen, Caizheng Yu, Jun-biao Xue, Hai-nan Zhang, Huan Qi, Siqi Yu, Mingxi Lin, Yandi Zhang, Xiaosong Lin, Zongjie Yao, Huiming Sheng, Ziyong Sun, Feng Wang, Xionglin Fan, Sheng-ce Tao. COVID-ONE-hi: The One-stop Database for COVID-19-specific Humoral Immunity and Clinical Parameters
679 -- 688Tao Zuo, XiaoJian Wu, Weiping Wen, Ping Lan. Gut Microbiome Alterations in COVID-19
689 -- 706Xiulan Chen, Yaping Sun, Tingting Zhang, Lian Shu, Peter Roepstorff, Fuquan Yang. Quantitative Proteomics Using Isobaric Labeling: A Practical Guide
707 -- 726Ruona Shi, Zhenhuan Feng, Xiaofei Zhang. Integrative Multi-omics Landscape of Non-structural Protein 3 of Severe Acute Respiratory Syndrome Coronaviruses
727 -- 740Shuhui Song, Cuiping Li, Lu Kang, Dongmei Tian, Nazish Badar, Wentai Ma, Shilei Zhao, Xuan Jiang, Chun Wang, Yongqiao Sun, Wenjie Li, Meng Lei, Shuangli LI, Qiuhui Qi, Aamer Ikram, Muhammad Salman, Massab Umair, Huma Shireen, Fatima Batool, Bing Zhang 0007, Hua Chen, Yun-Gui Yang, Amir Ali Abbasi, Mingkun Li, Yongbiao Xue, Yiming Bao. Genomic Epidemiology of SARS-CoV-2 in Pakistan
741 -- 753Tingting Li, Ruifeng Li, Xuan Dong, Lin Shi, Miao Lin, Ting Peng, Pengze Wu, Yuting Liu, Xiaoting Li, Xuheng He, Xu Han, Bin Kang, Yinan Wang, Zhiheng Liu, Qing Chen, Yue Shen, Mingxiang Feng, Xiangdong Wang, Duojiao Wu, Jian Wang, Cheng Li. Integrative Analysis of Genome, 3D Genome, and Transcriptome Alterations of Clinical Lung Cancer Samples
754 -- 771Yaping Sun, Jifeng Wang, Xiaojing Guo, Nali Zhu, Lili Niu, Xiang Ding, Zhensheng Xie, Xiulan Chen, Fuquan Yang. JUN Pathway
772 -- 786Pengju Zhao, Xianrui Zheng, Ying Yu, Zhuocheng Hou, Chenguang Diao, Haifei Wang, Huimin Kang, Chao Ning, Junhui Li, Wen Feng, Wen Wang, George E. Liu, Bugao Li, Jacqueline Smith, Yangzom Chamba, Jian-feng Liu. Mining Unknown Porcine Protein Isoforms by Tissue-based Map of Proteome Enhances Pig Genome Annotation
787 -- 799Yun-Mei Wang, Saber Khederzadeh, Shi-Rong Li, Newton Otieno Otecko, David M. Irwin, Mukesh Thakur, Xiao-Die Ren, Ming-Shan Wang, Dongdong Wu, Yaping Zhang. Integrating Genomic and Transcriptomic Data to Reveal Genetic Mechanisms Underlying Piao Chicken Rumpless Trait
800 -- 814Xiaozeng Yang, Elane Fishilevich, Marcelo A. German, Premchand Gandra, Robert E. McEwan, André Billion, Eileen Knorr, Andreas Vilcinskas, Kenneth E. Narva. Elucidation of the MicroRNA Transcriptome in Western Corn Rootworm Reveals Its Dynamic and Evolutionary Complexity
815 -- 833Xuan He, Sai Zhang, Yanqing Zhang, Zhixin Lei, Tao Jiang 0001, Jianyang Zeng. Characterizing RNA Pseudouridylation by Convolutional Neural Networks
834 -- 847YuQing Yang, Xin Wang, Kaikun Xie, Congmin Zhu, Ning Chen 0002, Ting Chen. kLDM: Inferring Multiple Metagenomic Association Networks Based on the Variation of Environmental Factors
848 -- 859Kjersti Rise, May-Britt Tessem, Finn Drabløs, Morten B. Rye. FunHoP: Enhanced Visualization and Analysis of Functionally Homologous Proteins in Complex Metabolic Networks
860 -- 871Yin Shen, Ling-Ling Chen, Junxiang Gao. De Novo Open Chromatin Region Prediction Tool for Plant Genomes

Volume 19, Issue 4

519 -- 521Ya Cui, Jason Sheng Li, Wei Li. From Reads to Insights: Integrative Pipelines for Biological Interpretation of ATAC-seq Data
522 -- 533Xi Cheng, LiLi Qian, Bo Wang, Minjia Tan, Jing Li 0107. SPA: A Quantitation Strategy for MS Data in Patient-derived Xenograft Models
534 -- 548Xujun Wang, Zhengtao Zhang, Wenyi Qin, Shiyi Liu, Cong Liu, Georgi Z. Genchev, Lijian Hui, Hongyu Zhao, Hui Lu 0004. RePhine: An Integrative Method for Identification of Drug Response-related Transcriptional Regulators
549 -- 564Zihu Guo, Yingxue Fu, Chao Huang, Chunli Zheng, Ziyin Wu, Xuetong Chen, Shuo Gao, Yaohua Ma, Mohamed Shahen, Yan Li 0025, Pengfei Tu, Jingbo Zhu, Zhenzhong Wang, Wei Xiao, Yonghua Wang. NOGEA: A Network-oriented Gene Entropy Approach for Dissecting Disease Comorbidity and Drug Repositioning
565 -- 577Shengquan Chen, Mingxin Gan, Hairong Lv, Rui Jiang 0001. DeepCAPE: A Deep Convolutional Neural Network for the Accurate Prediction of Enhancers
578 -- 583Tingting Chen, Xu Chen, Sisi Zhang, Junwei Zhu, Bixia Tang, Anke Wang, Lili Dong, Zhewen Zhang, Caixia Yu, Yanling Sun, Lianjiang Chi, Huanxin Chen, Shuang Zhai, Yubin Sun, Li Lan, Xin Zhang, Jing-Fa Xiao, Yiming Bao, Zhang Zhang 0002, Wenming Zhao. The Genome Sequence Archive Family: Toward Explosive Data Growth and Diverse Data Types
584 -- 589Meili Chen, Yingke Ma, Song Wu, Xinchang Zheng, Hongen Kang, Jian Sang, Xingjian Xu, Lili Hao, Zhaohua Li, Zheng Gong, Jing-Fa Xiao, Zhang Zhang 0002, Wenming Zhao, Yiming Bao. Genome Warehouse: A Public Repository Housing Genome-scale Data
590 -- 601Yu Wang, Fang-Yuan Shi, Yu Liang, Ge Gao. REVA as A Well-curated Database for Human Expression-modulating Variants
602 -- 610Yanyan Li, Honghong Zhou, Xiaomin Chen, Yu Zheng, Quan Kang, Di Hao, Lili Zhang, Tingrui Song, Huaxia Luo, Yajing Hao 0001, Runsheng Chen, Peng Zhang 0047, Shunmin He. SmProt: A Reliable Repository with Comprehensive Annotation of Small Proteins Identified from Ribosome Profiling
611 -- 618Jiangming Huang, Mengxi Wu, Yang Zhang, Siyuan Kong, Mingqi Liu, Biyun Jiang, Pengyuan Yang, Weiqian Cao. O-glycosylation
619 -- 628Lilin Yin, Haohao Zhang, Zhenshuang Tang, Jingya Xu, Dong Yin, Zhiwu Zhang 0001, Xiaohui Yuan, Mengjin Zhu, Shuhong Zhao, Xinyun Li, Xiaolei Liu. rMVP: A Memory-efficient, Visualization-enhanced, and Parallel-accelerated Tool for Genome-wide Association Study
629 -- 640Jiabo Wang, Zhiwu Zhang 0001. GAPIT Version 3: Boosting Power and Accuracy for Genomic Association and Prediction
641 -- 651Shaopeng Liu, Daofeng Li, Cheng Lyu, Paul M. Gontarz, Benpeng Miao, Pamela A. F. Madden, Ting Wang, Bo Zhang 0009. AIAP: A Quality Control and Integrative Analysis Package to Improve ATAC-seq Data Analysis
652 -- 661Xintao Qiu, Avery S. Feit, Ariel Feiglin, Yingtian Xie, Nikolas Kesten, Len Taing, Joseph Perkins, Shengqing Gu, Yihao Li, Paloma Cejas, Ningxuan Zhou, Rinath Jeselsohn, Myles Brown, X. Shirley Liu, Henry W. Long. CoBRA: Containerized Bioinformatics Workflow for Reproducible ChIP/ATAC-seq Analysis
662 -- 667Guanghong Zuo. CVTree: A Parallel Alignment-free Phylogeny and Taxonomy Tool Based on Composition Vectors of Genomes

Volume 19, Issue 3

343 -- 345Luonan Chen, Rong Fan, Fuchou Tang. Advanced Single-cell Omics Technologies and Informatics Tools for Genomics, Proteomics, and Bioinformatics Analysis
346 -- 357Liang Wu, Miaomiao Jiang, Yuzhou Wang, Biaofeng Zhou, Yunfan Sun, Kaiqian Zhou, Jiarui Xie, Yu Zhong, Zhikun Zhao, Michael Dean, Yong Hou, Shiping Liu. scDPN for High-throughput Single-cell CNV Detection to Uncover Clonal Evolution During HCC Recurrence
358 -- 376Zijuan Xin, Wei Zhang, Shangjin Gong, Junwei Zhu, Yanming Li, Zhaojun Zhang, Xiangdong Fang. Mapping Human Pluripotent Stem Cell-derived Erythroid Differentiation by Single-cell Transcriptome Analysis
377 -- 393Haitao Luo, Dechao Bu, Lijuan Shao, Yang Li, Liang Sun, Ce Wang, Jing Wang, Wei Yang, Xiaofei Yang, Jun Dong, Yi Zhao, Furong Li. Single-cell Long Non-coding RNA Landscape of T Cells in Human Cancer Immunity
394 -- 407Tao Hu, Lei Wei, Shuailin Li, Tianrun Cheng, Xuegong Zhang, Xiaowo Wang. Single-cell Transcriptomes Reveal Characteristics of MicroRNAs in Gene Expression Noise Reduction
408 -- 422Gang Liu, Yana Li, Tengjiao Zhang, Mushan Li, Sheng Li, Qing He, Shuxin Liu, Minglu Xu, Tinghui Xiao, Zhen Shao, Weiyang Shi, Weida Li. Single-cell RNA Sequencing Reveals Sexually Dimorphic Transcriptome and Type 2 Diabetes Genes in Mouse Islet β Cells
423 -- 436Jianbo Li, Ligang Wang, Dawei Yu, Junfeng Hao, Longchao Zhang, Adeniyi C. Adeola, Bingyu Mao, Yun Gao, Shifang Wu, Chunling Zhu, Yongqing Zhang, Jilong Ren, Changgai Mu, David M. Irwin, Lixian Wang, Tang Hai, Haibing Xie, Yaping Zhang. Single-cell RNA Sequencing Reveals Thoracolumbar Vertebra Heterogeneity and Rib-genesis in Pigs
437 -- 451Wei Ge, Weidong Zhang, Yuelang Zhang, Yujie Zheng, Fang Li, Shanhe Wang, Jinwang Liu, Shaojing Tan, Zihui Yan, Lu Wang, Wei Shen, Lei Qu, Xin Wang. A Single-cell Transcriptome Atlas of Cashmere Goat Hair Follicle Morphogenesis
452 -- 460David G. Garmire, Xun Zhu, Aravind Mantravadi, Qianhui Huang, Breck Yunits, Yu Liu, Thomas K. Wolfgruber, Olivier Poirion, Tianying Zhao, Cédric Arisdakessian, Stefan Stanojevic, Lana X. Garmire. GranatumX: A Community-engaging, Modularized, and Flexible Webtool for Single-cell Data Analysis
461 -- 474Jiayuan Zhong, Chongyin Han, Xuhang Zhang, Pei Chen, Rui Liu 0009. scGET: Predicting Cell Fate Transition During Early Embryonic Development by Single-cell Graph Entropy
475 -- 492Wei Vivian Li, Yanzeng Li. scLink: Inferring Sparse Gene Co-expression Networks from Single-cell Expression Data
493 -- 503Thanh Minh Nguyen, Jacob John Jeevan, Nuo Xu, Jake Y. Chen. Polar Gini Curve: A Technique to Discover Gene Expression Spatial Patterns from Single-cell RNA-seq Data
504 -- 518David Conchouso, Amani D. Alma'abadi, Hayedeh Behzad, Mohammed Alarawi, Masahito Hosokawa, Yohei Nishikawa, Haruko Takeyama, Katsuhiko Mineta, Takashi Gojobori. Integration of Droplet Microfluidic Tools for Single-Cell Functional Metagenomics: An Engineering Head Start

Volume 19, Issue 2

169 -- 171Chunyu Huang, Yong Zeng, Wenwei Tu. Single-cell RNA Sequencing Deciphers Immune Landscape of Human Recurrent Miscarriage
172 -- 190Sarthak Sinha, Ansuman T. Satpathy, Weiqiang Zhou, Hongkai Ji, Jo A. Stratton, Arzina Jaffer, Nizar Bahlis, Sorana Morrissy, Jeff A. Biernaskie. Profiling Chromatin Accessibility at Single-cell Resolution
191 -- 207Zhiliang Bai, Graham Su, Rong Fan. Single-cell Analysis Technologies for Immuno-oncology Research: from Mechanistic Delineation to Biomarker Discovery
208 -- 222Feiyang Wang, Wentong Jia, Mengjie Fan, Xuan Shao, Zhilang Li, Yongjie Liu, Yeling Ma, Yu-Xia Li, Rong Li, Qiang Tu, Yan-Ling Wang. Single-cell Immune Landscape of Human Recurrent Miscarriage
223 -- 242Grace E. Lidgerwood, Anne Senabouth, Casey J. A. Smith-Anttila, Vikkitharan Gnanasambandapillai, Dominik C. Kaczorowski, Daniela Amann-Zalcenstein, Erica L. Fletcher, Shalin H. Naik, Alex W. Hewitt, Joseph E. Powell, Alice Pébay. Transcriptomic Profiling of Human Pluripotent Stem Cell-derived Retinal Pigment Epithelium over Time
243 -- 252József Á. Balog, Viktor Honti, Éva Kurucz, Beáta Kari, László G. Puskás, István Andó, Gábor J. Szebeni. Drosophila Hemocytes by Single-cell Mass Cytometry
253 -- 266Xiliang Wang, Yao He, Qiming Zhang, Xianwen Ren, Zemin Zhang. Direct Comparative Analyses of 10X Genomics Chromium and Smart-seq2
267 -- 281Qianhui Huang, Yu Liu, Yuheng Du, Lana X. Garmire. Evaluation of Cell Type Annotation R Packages on Single-cell RNA-seq Data
282 -- 291Zhenlan Liang, Min Li 0007, Ruiqing Zheng, Yu Tian, Xuhua Yan, Jin Chen 0004, Fang-Xiang Wu, Jianxin Wang 0001. SSRE: Cell Type Detection Based on Sparse Subspace Representation and Similarity Enhancement
292 -- 305Kaikun Xie, Zehua Liu, Ning Chen, Ting Chen. redPATH: Reconstructing the Pseudo Development Time of Cell Lineages in Single-cell RNA-seq Data and Applications in Cancer
306 -- 318Jiangyong Wei, Tianshou Zhou, Xinan Zhang, Tianhai Tian. DTFLOW: Inference and Visualization of Single-cell Pseudotime Trajectory Using Diffusion Propagation
319 -- 329Lin Li, Hao Dai, Zhaoyuan Fang, Luonan Chen. c-CSN: Single-cell RNA Sequencing Data Analysis by Conditional Cell-specific Network
330 -- 341Qianqian Song, Jing Su, Lance D. Miller, Wei Zhang. scLM: Automatic Detection of Consensus Gene Clusters Across Multiple Single-cell Datasets

Volume 19, Issue 1

1 -- 12Zheng Zhao, Ke-Nan Zhang, Qiangwei Wang, Guanzhang Li, Fan Zeng, Ying Zhang, Fan Wu, Ruichao Chai, Zheng Wang, Chuanbao Zhang, Wei Zhang, Zhaoshi Bao, Tao Jiang. Chinese Glioma Genome Atlas (CGGA): A Comprehensive Resource with Functional Genomic Data from Chinese Glioma Patients
13 -- 24Boyan Shen, Zhaoming Chen, Chunyu Yu, Taoyu Chen, Minglei Shi, Tingting Li. Computational Screening of Phase-separating Proteins
25 -- 43José Alexandre Ferreira, Marta Relvas-Santos, Andreia Peixoto, André M. N. Silva, Lucio Lara-Santos. Glycoproteogenomics: Setting the Course for Next-generation Cancer Neoantigen Discovery for Cancer Vaccines
44 -- 47Yan Li, Feng Liu 0007. DNA Methylation Reshapes Sex Development in Zebrafish
48 -- 63Xinxin Wang, Xin Ma, Gaobo Wei, Weirui Ma, Zhen Zhang, Xuepeng Chen, Lei Gao, Zhenbo Liu, Yue Yuan, Lizhi Yi, Jun Wang, Toshinobu Tokumoto, Junjiu Huang, Dahua Chen, Jian Zhang, Jiang Liu. The Role of DNA Methylation Reprogramming during Sex Determination and Transition in Zebrafish
64 -- 79Shuang-Ling Wu, Xiaoyi Zhang, Mengqi Chang, Changcai Huang, Jun Qian, Qing Li, Fang Yuan, Lihong Sun, Xinmiao Yu, Xinmiao Cui, Jiayi Jiang, Mengyao Cui, Ye Liu, Huan-Wen Wu, Zhi-Yong Liang, Xiaoyue Wang, Yamei Niu, Wei-Min Tong, Feng Jin. Genome-wide 5-Hydroxymethylcytosine Profiling Analysis Identifies MAP7D1 as A Novel Regulator of Lymph Node Metastasis in Breast Cancer
80 -- 93Yuan Lv, Chen Bu, Jin Meng, Carl Ward, Giacomo Volpe, Jieyi Hu, Mengling Jiang, Lin Guo, Jiekai Chen, Miguel A. Esteban, Xichen Bao, Zhongyi Cheng. Global Profiling of the Lysine Crotonylome in Different Pluripotent States
94 -- 107Xiaohua Xing, Hui Yuan, Hongzhi Liu, Xionghong Tan, Bixing Zhao, Yingchao Wang, Jiahe Ouyang, Minjie Lin, Xiaolong Liu 0005, Aimin Huang. Quantitative Secretome Analysis Reveals Clinical Values of Carbonic Anhydrase II in Hepatocellular Carcinoma
108 -- 122Guang Song, Emily M. Lee, Jian-Bo Pan, Miao Xu, Hee-Sool Rho, Yichen Cheng, Nadia Whitt, Shu Yang, Jennifer Kouznetsova, Carleen Klumpp-Thomas, Samuel G. Michael, Cedric Moore, Ki-Jun Yoon, Kimberly M. Christian, Anton Simeonov, Wenwei Huang, Menghang Xia, Ruili Huang, Madhu Lal-Nag, Hengli Tang, Wei Zheng, Jiang Qian, Hongjun Song, Guo-li Ming, Heng Zhu. An Integrated Systems Biology Approach Identifies the Proteasome as A Critical Host Machinery for ZIKV and DENV Replication
123 -- 139Jie Wang, Michael W. Itgen, Huiju Wang, Yuzhou Gong, Jianping Jiang, Jiatang Li, Cheng Sun, Stanley K. Sessions, Rachel Lockridge Mueller. Gigantic Genomes Provide Empirical Tests of Transposable Element Dynamics Models
140 -- 153Guangyu Wang, Bo Xia, Man Zhou, Jie Lv 0002, Dongyu Zhao, Yanqiang Li, Yiwen Bu, Xin Wang, John P. Cooke, Qi Cao, Min Gyu Lee, Lili Zhang, Kaifu Chen. MACMIC Reveals A Dual Role of CTCF in Epigenetic Regulation of Cell Identity Genes
154 -- 167Zhi Liu, Kai Mi 0002, Zhenjiang Xu, Qiankun Zhang, Xingyin Liu. PM2RA: A Framework for Detecting and Quantifying Relationship Alterations in Microbial Community