cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zaxjn6
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euchone pallida",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 167 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043826-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4ph57
title: Occurrence Download

description: A dataset containing 1400 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bauhinia championii"
 ]
}

 The dataset includes 1400 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043827-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65hwks
title: Occurrence Download

description: A dataset containing 1734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urochloa serrata",
 "Continent is Africa"
 ]
}

 The dataset includes 1734 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043828-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17834008
title: Turboshaft Blade Corrosion Image Collection

description: The dataset uses the following image stems: positive (with corrosion) samples originate from10_l, 13_l, 13_p, 13_s, 1_l, 1_p, 2_l, 2_p, 2_s, 4_p, 7_l, and 9_p,while negative (without corrosion) samples come from10_p, 10_s, 11_l, 11_p, 11_s, 12_l, 12_p, 12_s, 1_s, 3_l, 3_p, 3_s, 4_l, 4_s, 5_l, 5_p, 5_s, 6_l, 6_p, 6_s, 7_p, 7_s, 8_l, 8_p, 8_s, 9_l, and 9_s.
DOI: 10.5281/zenodo.17834007
title: Turboshaft Blade Corrosion Image Collection

description: The dataset uses the following image stems: positive (with corrosion) samples originate from10_l, 13_l, 13_p, 13_s, 1_l, 1_p, 2_l, 2_p, 2_s, 4_p, 7_l, and 9_p,while negative (without corrosion) samples come from10_p, 10_s, 11_l, 11_p, 11_s, 12_l, 12_p, 12_s, 1_s, 3_l, 3_p, 3_s, 4_l, 4_s, 5_l, 5_p, 5_s, 6_l, 6_p, 6_s, 7_p, 7_s, 8_l, 8_p, 8_s, 9_l, and 9_s.
DOI: 10.5281/zenodo.17189983
title: Improving Remote Sensing Ecological Assessment in Arid Re-gions: Revealing Divergent Environmental Drivers with a Du-al-Index Framework in the Tarim Basin
title: Remote Sensing Ecological Index of TRB

description: In this study, we developed a zonally adaptive ecological assessment framework tailored to the heterogeneous landscape of the Tarim River Basin. Utilizing MODIS remote sensing products, we constructed a Remote Sensing Ecological Index for desert zones by incorporating surface albedo to enhance sensitivity to arid ecosystem dy-namics (ARSEI). Meanwhile, the traditional Remote Sensing Ecological Index (RSEI) was applied in non-desert regions. These two indices were harmonized through standardized transformation to generate a Composite Remote Sensing Ecological Index (CoRSEI), enabling an integrative ecological quality assessment across the entire basin. Building upon this, multivariate statistical methods and machine learning models were employed to explore spatial and temporal patterns of ecological quality change and to identify region-specific environmental drivers. This integrated approach provides new insights into the interactions between ecological processes and environmental condi-tions under arid climate constraints, offering theoretical support for regional ecological monitoring and adaptive management.
DOI: 10.5281/zenodo.17189984
title: Improving Remote Sensing Ecological Assessment in Arid Re-gions: Revealing Divergent Environmental Drivers with a Du-al-Index Framework in the Tarim Basin
title: Remote Sensing Ecological Index of TRB

description: In this study, we developed a zonally adaptive ecological assessment framework tailored to the heterogeneous landscape of the Tarim River Basin. Utilizing MODIS remote sensing products, we constructed a Remote Sensing Ecological Index for desert zones by incorporating surface albedo to enhance sensitivity to arid ecosystem dy-namics (ARSEI). Meanwhile, the traditional Remote Sensing Ecological Index (RSEI) was applied in non-desert regions. These two indices were harmonized through standardized transformation to generate a Composite Remote Sensing Ecological Index (CoRSEI), enabling an integrative ecological quality assessment across the entire basin. Building upon this, multivariate statistical methods and machine learning models were employed to explore spatial and temporal patterns of ecological quality change and to identify region-specific environmental drivers. This integrated approach provides new insights into the interactions between ecological processes and environmental condi-tions under arid climate constraints, offering theoretical support for regional ecological monitoring and adaptive management.
DOI: 10.15468/dd.bxgufy
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.15468/dl.nmnq97
title: Occurrence Download

description: A dataset containing 772 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-106.001343 34.766553, -106.042129 34.817434, -106.107957 34.817434, -106.067146 34.766553, -106.001343 34.766553))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 772 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043829-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yp97s
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((58.52054 23.58961, 58.53108 23.58961, 58.52876 23.58125, 58.56036 23.58125, 58.55804 23.57289, 58.56857 23.57289, 58.56626 23.56453, 58.58732 23.56453, 58.58963 23.57289, 58.5791 23.57289, 58.58142 23.58125, 58.57089 23.58125, 58.57551 23.59797, 58.56498 23.59797, 58.5673 23.60633, 58.55676 23.60633, 58.55908 23.6147, 58.54855 23.6147, 58.55318 23.63142, 58.53212 23.63142, 58.52054 23.58961))",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 265 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043830-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyrrbe
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Delia platura",
 "Year 2005-2024"
 ]
}

 The dataset includes 201 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043832-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30845576
title: <b>Green manure enhances ecological pest management</b>

description: <b>Green manure enhances ecological pest management by triggering systemic resistance in rice through reshaped rhizosphere microbiome</b>
DOI: 10.6084/m9.figshare.30845576.v1
title: <b>Green manure enhances ecological pest management</b>

description: <b>Green manure enhances ecological pest management by triggering systemic resistance in rice through reshaped rhizosphere microbiome</b>
DOI: 10.15468/dl.h9az7q
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jasmineira caeca",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043831-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14085604
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.fjc54j
title: Occurrence Download

description: A dataset containing 570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urochloa stigmatisata",
 "Continent is Africa"
 ]
}

 The dataset includes 570 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043835-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/6j2j-ve91
title: NBDL-HSJ5FXV3J8X4D8
DOI: 10.25919/a12g-cz97
title: NBDL-HSJ5FXV4G8X9CW
DOI: 10.15468/dl.ux5vku
title: Occurrence Download

description: A dataset containing 486 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhopalosiphum padi",
 "Year 2005-2024"
 ]
}

 The dataset includes 486 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043834-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/fyrw-dw23
title: NBDL-HSJ5FXV6M8XC9M
DOI: 10.25919/55tb-6f09
title: NBDL-HSJ5FXV5P8XEV0
DOI: 10.25919/a47p-1t24
title: NBDL-HSJ5FXVAM8XA04
DOI: 10.15468/dl.s38p2n
title: Occurrence Download

description: A dataset containing 90132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ciconia episcopus, Ciconia episcopus microscelis, Ciconia episcopus episcopus, Ciconia episcopus neglecta)"
 ]
}

 The dataset includes 90132 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043792-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/pv4t-c513
title: NBDL-HSJ5FXV9P8XMNG
DOI: 10.25919/tb3c-9c90
title: NBDL-HSJ5FXVBJ8XBY8
DOI: 10.25919/98wp-vt39
title: NBDL-HSJ5FXVDP8XJC0
DOI: 10.25919/vcy7-w267
title: NBDL-HSJ5FXV8G8XQ7C
DOI: 10.25919/wcn5-pc69
title: NBDL-HSJ5FXVCG8XWHW
DOI: 10.25919/dryd-ah90
title: NBDL-HSJ5FXVEM8XKTM
DOI: 10.25919/m1v9-sd89
title: NBDL-HSJ5FXVFJ8XH8R
DOI: 10.25919/ffa8-7x52
title: NBDL-HSJ5FXVGG8XT8C
DOI: 10.25919/661h-qw78
title: NBDL-HSJ5FXVKJ8XZ38
DOI: 10.25919/yma7-hs42
title: NBDL-HSJ5FXVMG8W02W
DOI: 10.25919/e48k-wj57
title: NBDL-HSJ5FXVNP8W1H0
DOI: 10.15468/dl.phgw2h
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-104.581644 34.904376, -104.612927 34.943736, -104.663867 34.943736, -104.632570 34.904376, -104.581644 34.904376))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 188 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043837-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykwtj8
title: Occurrence Download

description: A dataset containing 895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycorma delicatula",
 "Year 2005-2024"
 ]
}

 The dataset includes 895 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043836-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtnxuk
title: Occurrence Download

description: A dataset containing 96 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.countrycode = 'CN'
 AND (CAST(occurrence.taxonkey AS INTEGER) = 5275373 OR CAST(occurrence.acceptedtaxonkey AS INTEGER) = 5275373 OR CAST(occurrence.kingdomkey AS INTEGER) = 5275373 OR CAST(occurrence.phylumkey AS INTEGER) = 5275373 OR CAST(occurrence.classkey AS INTEGER) = 5275373 OR CAST(occurrence.orderkey AS INTEGER) = 5275373 OR CAST(occurrence.familykey AS INTEGER) = 5275373 OR CAST(occurrence.genuskey AS INTEGER) = 5275373 OR CAST(occurrence.specieskey AS INTEGER) = 5275373)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 96 records were derived from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043809-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48512/xcv8518190
title: Eaton Radiocarbon Dates

description: This dataset presents radiocarbon dates from Eaton and the Nahrwold 2 site.
DOI: 10.15468/dl.29gvke
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perkinsiana antarctica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 63 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043838-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cvwrv
title: Occurrence Download

description: A dataset containing 2179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Urochloa trichopus",
 "Continent is Africa"
 ]
}

 The dataset includes 2179 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043840-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2urat
title: Occurrence Download

description: A dataset containing 1827 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Classic localities of endemic beetles (Coleoptera) from the Western Balkans"
 ]
}

 The dataset includes 1827 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043841-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17852611
title: Dataset files for "AI-Guided CAR Designs and AKT3 Degradation Synergize to Enhance Bispecific and Trispecific CAR-T Cell Persistence and Overcome Antigen Escape"

description: This repository contains the following data in two zipped folders: 

1) RNA_Sequencing 2)RNA_Sequencing_2 

This contains RNA Sequencing Raw (FASTQ) and Processed data files for conditions :

·      CON-b20/19- CAR-T cells isolated from control mice (CON; tumor only)

·     TR-b20/19- Early tumor re-challenge (TR) group that had received three sequential tumor injections and b20/19 CAR-T cell therapy
DOI: 10.5281/zenodo.17852612
title: Dataset files for "AI-Guided CAR Designs and AKT3 Degradation Synergize to Enhance Bispecific and Trispecific CAR-T Cell Persistence and Overcome Antigen Escape"

description: This repository contains the following data in two zipped folders: 

1) RNA_Sequencing 2)RNA_Sequencing_2 

This contains RNA Sequencing Raw (FASTQ) and Processed data files for conditions :

·      CON-b20/19- CAR-T cells isolated from control mice (CON; tumor only)

·     TR-b20/19- Early tumor re-challenge (TR) group that had received three sequential tumor injections and b20/19 CAR-T cell therapy
DOI: 10.15468/dl.7hm2ef
title: Occurrence Download

description: A dataset containing 1192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-101.927886 34.892259, -101.958431 34.931710, -102.009488 34.931710, -101.978927 34.892259, -101.927886 34.892259))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1192 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043842-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yj8qu9
title: Occurrence Download

description: A dataset containing 529919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Bubo virginianus)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 529919 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043789-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/71rx-wh92
title: "Multi-modal Femoral Head Imaging Dataset"

description: "We have uploaded data from 10 patients, and other data will be uploaded gradually in the future.In this work, we construct a Multi-modal Femoral Head Imaging (MFHI) dataset. To the best of our knowledge, this is the first multi-modal medical image dataset for ONFH staging. Specifically, we collect complete CT, MRI, and X-ray data of 209 patients from the Chinese PLA General Hospital. Each patient underwent imaging examination with a multi-slice CT scanner to obtain CT data, a 3.0T superconducting magnetic resonance imaging system to obtain T1-weighted MRI data, and a digital X-ray imaging system to obtain X-ray data. To ensure the structure consistency between multi-modal data, we select to use the coronal-view of CT and MRI data, and the AP-view of X-ray data. For each CT or MRI data, considering that the frames at the start and end positions are irrelevant to the femoral head, we discard the first 20% and last 20% frames, and then select 20 frames (left: 10, right: 10) from the remaining frames as the data of interest. These data are combined with the corresponding X-ray data to form 20 groups of multi-modal data. In addition, as the femoral head only exists in a local region of CT, MRI, and X-ray data, we pre-train a YOLOv8 model to detect the femoral head region to generate the pre-processed multi-modal data, where each image has a resolution of 512\u00d7512. Finally, we invite two orthopedics experts to annotate the pre-processed multi-modal data into four stages: I, II, III, and IV. In summary, we obtain 4,180 groups of multi-modal data, where 3,140 groups from 157 patients and 1,040 groups from 52 patients are defined as the training and test sets, respectively."
DOI: 10.15468/dl.w3365d
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Perkinsiana milae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043843-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30142642
title: Rare variant polygenic risk scores using WES and IMP

description: <br>Rare variant polygenic scores (rvPRS) are being developed to improve phenotype prediction, yet a standardized construction protocol remains unavailable. We sought to establish an optimal rvPRS protocol using whole exome sequencing (WES) and imputed genotype (IMP) data from 502,369 UK Biobank participants and to evaluate its predictive performance compared to common variant PRS (cvPRS). rvPRS models were constructed for 13 binary and 5 quantitative traits using gene-burden and single-SNP associations and assessed via <i>R</i><sup>2</sup>, perSD OR/Beta, NRI, and IDI. Single-SNP-based rvPRS outperformed gene-burden models, and IMP-derived rvPRS generally surpassed WES-derived models. For 6 of 12 validated traits, combined tPRS (cvPRS + rvPRS) improved prediction over cvPRS alone. IMP data also showed a stronger correlation between heritability and rvPRS association strength. This study provides a practical rvPRS protocol applicable across traits and underscores the potential of rare variants to enhance phenotype prediction.
DOI: 10.6084/m9.figshare.30142642.v2
title: Rare variant polygenic risk scores using WES and IMP

description: <br>Rare variant polygenic scores (rvPRS) are being developed to improve phenotype prediction, yet a standardized construction protocol remains unavailable. We sought to establish an optimal rvPRS protocol using whole exome sequencing (WES) and imputed genotype (IMP) data from 502,369 UK Biobank participants and to evaluate its predictive performance compared to common variant PRS (cvPRS). rvPRS models were constructed for 13 binary and 5 quantitative traits using gene-burden and single-SNP associations and assessed via <i>R</i><sup>2</sup>, perSD OR/Beta, NRI, and IDI. Single-SNP-based rvPRS outperformed gene-burden models, and IMP-derived rvPRS generally surpassed WES-derived models. For 6 of 12 validated traits, combined tPRS (cvPRS + rvPRS) improved prediction over cvPRS alone. IMP data also showed a stronger correlation between heritability and rvPRS association strength. This study provides a practical rvPRS protocol applicable across traits and underscores the potential of rare variants to enhance phenotype prediction.