protein roles—in terms of their cellular functions from gene ontology—in various protein-protein interaction (PPI) graphs, with each graph corresponding to a different human tissue [41]. positional gene sets are used, motif gene sets and immunological signatures as features and gene ontology sets as labels (121 in total), collected from the Molecular Signatures Database [34]. The average graph contains 2373 nodes, with an average degree of 28.8.

Graph and download economic data for Producer Price Index by Commodity: All Commodities (PPIACO) from Jan 1913 to May 2025 about commodities, PPI, inflation, price index, indexes, price, and USA.

Producer Prices in the United States increased to 148.07 points in May from 147.88 points in April of 2025. This dataset provides the latest reported value for - United States Producer Prices - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Graph and download economic data for Producer Price Index by Industry: Information (PCUAINFOAINFO) from Dec 2006 to May 2025 about information, PPI, industry, inflation, price index, indexes, price, and USA.

Graph and download economic data for Producer Price Index by Commodity: Final Demand: Final Demand Trade Services (PPITSS) from Nov 2009 to May 2025 about final demand, trade, services, PPI, inflation, price index, indexes, price, and USA.

Six human PPI networks. (ZIP)

Overall link prediction performance comparison on six human PPI networks (Precision@k).

Fig1: A schematic diagram of HI-PPI. （a） The preprocess of protein data. The heterogeneous GNN encoder is adopted to extract the latent representation in contact map of protein structure. (b) A PPI graph is constructed based on PPI network and extracted feature. The node representation of each protein is updated iteratively by hyperbolic graph convolutional layer. Subsequently, the importance of pairwise information is controlled by a gating mechanism in interaction-specific network. The resulting embedding of PPI is processed to a classifier for prediction.Fig2: Precision-recall curves of PPI prediction of SHS27K, showing the performance of HI-PPI compared to MAPE-PPI, HIGH-PPI, BaPPI, AFTGAN, LDMGNN and PIPR. (a) Under the BFS partitioning. (b) Under the DFS partitioning. The shade indicates the range between the highest and lowest results.Fig3: Robustness evaluation of HI-PPI against random perturbations with different ratios.Fig4: The performance of four advanced PPI prediction methods on PPI types of SHS27K.Fig5: The visualization of 195 proteins related in 2D hyperbolic space.

In 2023, the annual change of the PPI amounted to -3.3 percent. The PPI for commodities stood at 255.73 in 2023. The Producer Price Index (PPI) program measures the average change over time in the selling prices received by domestic producers for their output. The prices included in the PPI are from the first commercial transaction for many products and some services.

List of the proteins interacting with the subcomplexes of the studied complexes. The file includes three sheets, one for each complex: ELP, mediator head and bc1. (XLS 32 kb)

In November 2024, the producer price index (PPI) in the United States was the highest in the four countries/areas under consideration. That month, its index score stood at above 146, compared to roughly 127 in the Euro Area, which was the second highest in the four areas. Contrarily, China is struggling with a decreasing PPI. The producer price index (PPI) measures the average change over time in the selling prices received by domestic producers for their output.

Producer Prices in the United States increased 2.60 percent in May of 2025 over the same month in the previous year. This dataset provides - United States Producer Prices Change - actual values, historical data, forecast, chart, statistics, economic calendar and news.

United States - Producer Price Index by Industry: Employment Services was 166.19800 Index Dec 1996=100 in May of 2025, according to the United States Federal Reserve. Historically, United States - Producer Price Index by Industry: Employment Services reached a record high of 166.37900 in April of 2025 and a record low of 100.00000 in December of 1996. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Producer Price Index by Industry: Employment Services - last updated from the United States Federal Reserve on June of 2025.

Protein complexes, integrating multiple gene products, perform all sorts of fundamental biological functions in cells. Much effort has been put into identifying protein complexes using computational approaches. A vast majority attempt to research densely connected regions in protein−protein interaction (PPI) network/graph. In this research, we try an alterative approach to analyze protein complexes using hybrid features and present a method to determine whether multiple (more than two) proteins from yeast can form a protein complex. The data set consists of 493 positive protein complexes and 9878 negative protein complexes. Every complex is represented by graph features, where proteins in the complex form a graph (web) of interactions, and features derived from biological properties including protein length, biochemical properties and physicochemical properties. These features are filtered and optimized by Minimum Redundancy Maximum Relevance method, Incremental Feature Selection and Forward Feature Selection, established through a prediction/identification model called Nearest Neighbor Algorithm. Jackknife cross-validation test is employed to evaluate the identification accuracy. As a result, the highest accuracy for the identification of the real protein complexes using filtered features is 69.17%, and feature analysis shows that, among the adopted features, graph features play the main roles in the determination of protein complexes.

Graph and download economic data for Producer Price Index by Industry: Data Processing and Related Services (PCU51825182) from Dec 2003 to May 2025 about information technology, processed, services, PPI, industry, inflation, price index, indexes, price, and USA.

United States - Producer Price Index by Industry: Pharmaceutical Preparation Manufacturing: Primary Products was 1001.58500 Index Jun 1981=100 in May of 2025, according to the United States Federal Reserve. Historically, United States - Producer Price Index by Industry: Pharmaceutical Preparation Manufacturing: Primary Products reached a record high of 1004.98500 in December of 2024 and a record low of 100.00000 in June of 1981. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Producer Price Index by Industry: Pharmaceutical Preparation Manufacturing: Primary Products - last updated from the United States Federal Reserve on July of 2025.

Graph and download economic data for Producer Price Index by Industry: Total Manufacturing Industries (PCUOMFGOMFG) from Dec 1984 to May 2025 about manufacturing, PPI, industry, inflation, price index, indexes, price, and USA.

Graph and download economic data for Producer Price Index by Commodity for Educational Services: Computer Training School Services (WPU521101) from Dec 2008 to Aug 2017 about schools, computers, education, services, commodities, PPI, inflation, price index, indexes, price, and USA.

Graph and download economic data for Producer Price Index by Commodity: Metals and Metal Products: Nonferrous Wire and Cable (WPU102603) from Dec 1982 to May 2025 about nonferrous metals, wired, metals, commodities, PPI, inflation, price index, indexes, price, and USA.

Graph and download economic data for Producer Price Index by Industry: Used Household and Office Goods Moving: Primary Services (PCU484210484210P) from Dec 2003 to May 2025 about used, primary, households, goods, services, PPI, industry, inflation, price index, indexes, price, and USA.