cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15003731
title: Transcriptome-Small Molecule Interaction Network (TSI-Net)

description: Transcriptome-small molecule interaction network (TSI-Net) data, based on the paper "Construction of Multi-Modal Transcriptome-Small Molecule Interaction Networks from High-Throughput Measurements to Study Human Complex Traits" (doi: https://doi.org/10.1101/2025.01.22.634403).

 

*Please cite the accompanying publication when using these datasets*

 

The dataset includes 5 files:



"LLFS_TSINet_modules.tsv": This file contains TSI-Net modules inferred from non-diabetic and non-cancer participants of the Long Life Family Study cohort (U19AG063893). Each row represents a single TSI-Net module. The first column contains the module identifier, and from the second column onwards, the gene and small molecule IDs included in the module are listed. There are 388 multi-modal modules in this file.

"LLFS_TSINet_interactions.csv": This file contains gene-small molecule interactions in the LLFS TSI-Net. It includes the following columns:



"gene_id": Ensemble gene ids

"small_molecule": Small molecule names

"module": Module identifier

"source": Indicates the origin of the small molecule profiles. The source is either "polars", representing polar metabolomics profiles, or "lipids", representing lipidomics profiles.

"pval": P-value of the gene-small molecule associations

"Beta" Regression coefficient of the gene-small molecule associations



"knowledge_guided_TSINet_modules.tsv": This file contains TSI-Net modules inferred based on established gene-level modules from the 2019 DREAM Challenge (https://doi.org/10.1038/s41592-019-0509-5). The original sources of these gene-level modules include the STRINGdb protein–protein interaction (PPI) networks, InWeb PPI networks, and GEO co-expression networks. These gene-level modules were integrated with small molecule profiles from the LLFS cohort to construct the knowledge-guided TSI-Net modules. The first column contains the module identifier, and from the second column onwards, the gene and small molecule IDs included in the module are listed. There are 563 multi-modal modules in this file.

"knowledge_guided_TSINet_interactions.csv": This file contains gene-small molecule interactions in the knowledge-guided TSI-Nets. It includes the following columns:



"gene_id": Ensemble gene ids

"small_molecule": Small molecule names

"module": Module identifier

"source": Indicates the origin of the small molecule profiles. The source is either "polars", representing polar metabolomics profiles, or "lipids", representing lipidomics profiles.

"pval": P-value of the gene-small molecule associations

"Beta" Regression coefficient of the gene-small molecule associations



"polars_cid.csv": This metadata file includes the PubChem IDs (CIDs) for the polar metabolomics profiles. It contains two columns:



"small_molecule": The names of small molecules as they appear in the TSI-Net module and interaction files

"CID": PubChem ID
DOI: 10.5281/zenodo.15003732
title: Transcriptome-Small Molecule Interaction Network (TSI-Net)

description: Transcriptome-small molecule interaction network (TSI-Net) data, based on the paper "Construction of Multi-Modal Transcriptome-Small Molecule Interaction Networks from High-Throughput Measurements to Study Human Complex Traits" (doi: https://doi.org/10.1101/2025.01.22.634403).

 

*Please cite the accompanying publication when using these datasets*

 

The dataset includes 5 files:



"LLFS_TSINet_modules.tsv": This file contains TSI-Net modules inferred from non-diabetic and non-cancer participants of the Long Life Family Study cohort (U19AG063893). Each row represents a single TSI-Net module. The first column contains the module identifier, and from the second column onwards, the gene and small molecule IDs included in the module are listed. There are 388 multi-modal modules in this file.

"LLFS_TSINet_interactions.csv": This file contains gene-small molecule interactions in the LLFS TSI-Net. It includes the following columns:



"gene_id": Ensemble gene ids

"small_molecule": Small molecule names

"module": Module identifier

"source": Indicates the origin of the small molecule profiles. The source is either "polars", representing polar metabolomics profiles, or "lipids", representing lipidomics profiles.

"pval": P-value of the gene-small molecule associations

"Beta" Regression coefficient of the gene-small molecule associations



"knowledge_guided_TSINet_modules.tsv": This file contains TSI-Net modules inferred based on established gene-level modules from the 2019 DREAM Challenge (https://doi.org/10.1038/s41592-019-0509-5). The original sources of these gene-level modules include the STRINGdb protein–protein interaction (PPI) networks, InWeb PPI networks, and GEO co-expression networks. These gene-level modules were integrated with small molecule profiles from the LLFS cohort to construct the knowledge-guided TSI-Net modules. The first column contains the module identifier, and from the second column onwards, the gene and small molecule IDs included in the module are listed. There are 563 multi-modal modules in this file.

"knowledge_guided_TSINet_interactions.csv": This file contains gene-small molecule interactions in the knowledge-guided TSI-Nets. It includes the following columns:



"gene_id": Ensemble gene ids

"small_molecule": Small molecule names

"module": Module identifier

"source": Indicates the origin of the small molecule profiles. The source is either "polars", representing polar metabolomics profiles, or "lipids", representing lipidomics profiles.

"pval": P-value of the gene-small molecule associations

"Beta" Regression coefficient of the gene-small molecule associations



"polars_cid.csv": This metadata file includes the PubChem IDs (CIDs) for the polar metabolomics profiles. It contains two columns:



"small_molecule": The names of small molecules as they appear in the TSI-Net module and interaction files

"CID": PubChem ID
DOI: 10.15468/dl.rjunse
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Signiphora borinquensis Quezada, DeBach & Rosen, 1973",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001708-250310093411724/datasets/export for details.
DOI: 10.5281/zenodo.15003890
title: GCC 5G Services Market 2025 To 2034

description: GCC 5g Services Market Size, Trends and Insights By Communication Type (Massive Machine-type Communications (mMTC), Ultra-reliable and Low Latency Communications (uRLLC), Enhanced Mobile Broadband (eMBB), Fixed Wireless Access (FWA)), By Industry (Healthcare, Transport and Logistics, Automotive, Media and Entertainment, IT and Telecom, Others), By End User (Enterprises, Individual), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the GCC 5G Services Market analysis conducted by the CMI Team, the GCC 5g Services Market is expected to record a CAGR of 26.72% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 4.33 Billion. By 2034, the valuation is anticipated to reach USD 36.52 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=63206
DOI: 10.5281/zenodo.15003891
title: GCC 5G Services Market 2025 To 2034

description: GCC 5g Services Market Size, Trends and Insights By Communication Type (Massive Machine-type Communications (mMTC), Ultra-reliable and Low Latency Communications (uRLLC), Enhanced Mobile Broadband (eMBB), Fixed Wireless Access (FWA)), By Industry (Healthcare, Transport and Logistics, Automotive, Media and Entertainment, IT and Telecom, Others), By End User (Enterprises, Individual), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the GCC 5G Services Market analysis conducted by the CMI Team, the GCC 5g Services Market is expected to record a CAGR of 26.72% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 4.33 Billion. By 2034, the valuation is anticipated to reach USD 36.52 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=63206
DOI: 10.5281/zenodo.15003892
title: Tilang Syariah ( Muhammad Adam Alimulloh 1312400216)
DOI: 10.5281/zenodo.15003893
title: Tilang Syariah ( Muhammad Adam Alimulloh 1312400216)
DOI: 10.15468/dl.k6ke2c
title: Occurrence Download

description: A dataset containing 6980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Metasequoia glyptostroboides H.H.Hu & W.C.Cheng"
 ]
}

 The dataset includes 6980 records from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001709-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44524
title: Correspondence, 1982 - 1991 June 29

description: Memo - re: security - from: Gil Ray; to: Commissioners and staff. Letter - re: victim's account of police abuse and assault, Johnny Cochran's mishandling of case and conducting legal businnes and affairs with the defendant City of Los Angeles - from: Herbert B Avery, Sr, MD; to: Warren Christopher. Collection of material addressed to Richard Drooyan, including: memo re Loyola Law School library resources, IAD investigation files - research forms, impressions from review of investigations of civilian complaints, etc. Memo - re: bills relevant to police use of excessive force pending in the California legislature - from: Jon Varat; to: Warren Christopher. Collection of material addressed to Richard Drooyan, including: correspondances, Independent Commission sessions schedule, interview, etc., 1982 - 1991 June 29. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.meean6
title: Occurrence Download

description: A dataset containing 10991 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingOrg is 5ed21d03-f836-45bd-a554-0a4791108798",
 "PublishingOrg is c76cf030-2a95-11da-9cc1-b8a03c50a862",
 "PublishingOrg is bc092ff0-02e4-11dc-991f-b8a03c50a862",
 "PublishingOrg is bb108780-00da-49a7-ba12-40a25192a626",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "PublishingOrg is b4640710-8e03-11d8-b956-b8a03c50a862",
 "PublishingOrg is d5778510-eb28-11da-8629-b8a03c50a862",
 "PublishingOrg is 2cd829bb-b713-433d-99cf-64bef11e5b3e",
 "PublishingOrg is ee45975b-3d89-42b5-ac7a-c03f47b6dcb4"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Crangonidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10991 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001510-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpcx8k
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium nemorale L.O.Williams"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169794-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45314
title: Reviews / summaries of complaints & personnel files (1987-1990), 1991-05-24

description: Internal Affairs Division investigative file - research forms, random sample of complaints (1987-1990), 1991 May 24. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.25549/independent-c69-45210
title: Complaint phone interviews, 1991 June 3-19

description: Summaries complaint phone interviews, 1991 June 6-19. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.hu0fbo
title: Occurrence Download

description: A dataset containing 27961 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "Year 1965-2017",
 "Geometry POLYGON ((-74.6630859375 36.70365959719456, -94.7021484375 37.055177106660814, -103.0517578125 37.020098201368114, -103.271484375 37.020098201368114, -103.3154296875 32.175612478499325, -106.8310546875 32.36140331527543, -106.9189453125 31.16580958786196, -103.0517578125 28.304380682962783, -101.953125 29.267232865200878, -98.349609375 25.24469595130604, -96.1083984375 25.958044673317843, -92.373046875 28.38173504322308, -85.869140625 28.22697003891834, -82.880859375 25.363882272740256, -84.1552734375 24.766784522874453, -81.38671875 23.885837699862005, -80.7275390625 24.327076540018634, -79.89257812499999 24.726874870506972, -79.62890625 26.07652055985697, -79.541015625 27.176469131898898, -80.57373046875 29.401319510041485, -79.73876953125 31.541089879585808, -75.5419921875 34.57895241036948, -74.4873046875 36.10237644873644, -74.6630859375 36.70365959719456))",
 "HasCoordinate is true",
 "TaxonKey is Mammalia",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27961 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001510-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wymcfb
title: Occurrence Download

description: A dataset containing 2654 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucommia ulmoides Oliv."
 ]
}

 The dataset includes 2654 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169796-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpkcc2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium nephrolepidis Schltr."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169797-230224095556074/datasets/export for details.
DOI: 10.25549/independent-c69-45205
title: Complaint phone interviews, 1991 June 3-19

description: Summaries complaint phone interviews, 1991 June 6-19. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.blk20w
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Quercus semecarpifolia Sm.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 98 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001510-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-45346
title: Reviews / summaries of complaints & personnel files (1987-1990), 1991-05-24

description: Internal Affairs Division investigative file - research forms, random sample of complaints (1987-1990), 1991 May 24. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.pg3hvs
title: Occurrence Download

description: A dataset containing 1531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Specimen, Occurrence evidence)",
 "Continent is South America",
 "Country is Peru",
 "Issue is Geodetic datum assumed WGS84",
 "IucnRedListCategory is one of (NT, VU, EN, CR)",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 2000-2020"
 ]
}

 The dataset includes 1531 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169741-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nudtj
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Conopias cinchoneti (Tschudi, 1844)"
 ]
}

 The dataset includes 495 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001511-150204170955391/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xcka6s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium morotaiense J.J.Sm."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169745-230224095556074/datasets/export for details.
DOI: 10.25549/independent-c69-45372
title: Reviews / summaries of complaints & personnel files (1987-1990), 1991-05-24

description: Internal Affairs Division investigative file - research forms, random sample of complaints (1987-1990), 1991 May 24. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.38fnug
title: Occurrence Download

description: A dataset containing 2038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Morus alba L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2038 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001511-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3j8j89
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "GadmGid is IND",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Moschiola indica (Gray, 1852)",
 "Year 2014-2024"
 ]
}

 The dataset includes 32 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049811-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44508
title: Correspondence, 1982 - 1991 June 29

description: Memo - re: security - from: Gil Ray; to: Commissioners and staff. Letter - re: victim's account of police abuse and assault, Johnny Cochran's mishandling of case and conducting legal businnes and affairs with the defendant City of Los Angeles - from: Herbert B Avery, Sr, MD; to: Warren Christopher. Collection of material addressed to Richard Drooyan, including: memo re Loyola Law School library resources, IAD investigation files - research forms, impressions from review of investigations of civilian complaints, etc. Memo - re: bills relevant to police use of excessive force pending in the California legislature - from: Jon Varat; to: Warren Christopher. Collection of material addressed to Richard Drooyan, including: correspondances, Independent Commission sessions schedule, interview, etc., 1982 - 1991 June 29. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.jgmuse
title: Occurrence Download

description: A dataset containing 1113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calluella yunnanensis Boulenger, 1919"
 ]
}

 The dataset includes 1113 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001511-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.