Gene sets

HK Hanni Ke
ST Shuyan Tang
TG Ting Guo
DH Dong Hou
XJ Xue Jiao
SL Shan Li
WL Wei Luo
BX Bingying Xu
SZ Shidou Zhao
GL Guangyu Li
XZ Xiaoxi Zhang
SX Shuhua Xu
LW Lingbo Wang
YW Yanhua Wu
JW Jiucun Wang
FZ Feng Zhang
YQ Yingying Qin
LJ Li Jin
ZC Zi-Jiang Chen
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Meiosis and meiotic prophase I gene sets were curated based on the functional association per MGI and literature review. The DNA repair gene set and its subsets were curated from the updated Human DNA Repair Genes65 (https://www.mdanderson.org/documents/Labs/Wood-Laboratory/human-dna-repair-genes.html) and the REPAIRtoire dabatase66, whereas genes in the FA set containing 22 FA genes and nine FA-associated genes were compiled by ref. 51 and ref. 67. The mitochondrial function gene set consisting of 255 nuclear genes reported to cause mitochondrial disease was curated from ref. 68, ref. 69 and ref. 70. The autophagy gene set was curated from the Autophagy Database71 and the Human Autophagy Database72. The GenAge set includes 307 genes associated with human aging in the GenAge database73. Gene sets of oxidoreductase activity (GO:0016705) and response to oxidative stress (GO:0006979) were curated based on the Gene Ontology database (http://geneontology.org/).

Other gene sets were curated based on the Kyoto Encyclopedia of Genes and Genomes (KEGG) database (https://www.genome.jp/kegg/), including pathways of cell cycle (PATH:ko04110), DNA replication (PATH:ko03030), longevity regulating (PATH:ko04211), cellular senescence (PATH:ko04218), oxidative phosphorylation (PATH:ko00190), fatty acid metabolism (PATH:hsa01212), ovarian steroidogenesis (PATH:ko04913), GnRH signaling (PATH:ko04912), estrogen signaling (PATH:ko04915), PI3K-Akt signaling (PATH:ko04151), mTOR signaling (PATH:ko04150), FoxO signaling (PATH:ko04068), Hippo signaling (PATH:ko04390), TGF-beta signaling (PATH:ko04350), Hedgehog signaling (PATH:ko04340), Notch signaling (PATH:ko04330), Wnt signaling (PATH:ko04310), RAS signaling (PATH:ko04014), ErbB signaling (PATH:ko04012), JAK-STAT signaling (PATH:ko04630) and p53 signaling (PATH:ko04115). All genes in gene sets are listed in Supplementary Table 10.

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