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

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Striga macrantha",
 "Continent is Africa"
 ]
}

 The dataset includes 422 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043438-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6w8y8
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Eleginus nawaga"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043436-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdj5sd
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aglaophamus trissophyllus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 261 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17874863
title: Mendelian randomization analysis IVs table
DOI: 10.5281/zenodo.17874862
title: Mendelian randomization analysis IVs table
DOI: 10.15468/dl.hc53f6
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Eleginus nawaga"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043441-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55nkbq
title: Occurrence Download

description: A dataset containing 1369 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.78258 7.61782,-76.58833 7.61782,-76.58833 7.82217,-76.78258 7.82217,-76.78258 7.61782))",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 1369 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043442-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ja5xkk
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((100.10278 0.86261,100.70046 -0.7376,103.72746 -0.42913,103.16833 1.26742,101.43311 2.07684,100.10278 0.86261))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes aegypti"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043440-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8suzvn
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Striga passargei",
 "Continent is Africa"
 ]
}

 The dataset includes 126 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043443-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vhfbw
title: Occurrence Download

description: A dataset containing 1102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-107.939612 37.190974, -107.984854 37.241600, -108.050855 37.241600, -108.005585 37.190974, -107.939612 37.190974))",
 "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 1102 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043444-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17874878
title: Equivalence of Schrödinger Wavefunction and Volumic‑Tension Field (CRVD Framework)
DOI: 10.5281/zenodo.17874877
title: Equivalence of Schrödinger Wavefunction and Volumic‑Tension Field (CRVD Framework)
DOI: 10.15468/dl.kt4jn5
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aglaophamus virginis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 44 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043445-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17874822
title: SURUNKALI IMMOBILIZATSION STRESSDA NATRIY, KALIY VA MAGNIY IONLARINING PLAZMADAGI DINAMIK O'ZGARISHLARI VA ULARNING BUYRAK FUNKSIYASI BILAN BOG'LIQLIGI

description: Surunkali immobilizatsion stress (SIS) tashqi muhitning psixofiziologik omil sifatida tananing gomeostatik jarayonlariga, xususan, ion muvozanati va buyrak funksiyasiga kuchli ta'sir ko‘rsatadi. Ushbu sharhli maqolaning maqsadi 2015-2025 yillarda o‘tkazilgan zamonaviy tadqiqotlar asosida SIS sharoitida plazmadagi asosiy elektrolitlar – natriy (Na⁺), kaliy (K⁺) va magniy (Mg²⁺) ionlarining dinamikasini, ularning o‘zaro bog‘liqligini va buyrakning ekskretor, filtratsion va endokrin faoliyati bilan o‘zaro munosabatini tizimli tahli qilishdir. Maqolada stressga javoban giperaktivlashgan gipotalamo-gipofiz-adrenal (HGA) o‘qi va renin-angiotenzin-aldosteron tizimi (RAAT) faolligi natijasida yuzaga keladigan elektrolit almashinuvidagi o‘zgarishlar chuqur ko‘rib chiqiladi. [1] Adrenal korteks tomonidan kortizol va aldosteron sekretsiyasining ortishi natriyning tubulialarda qayso‘rilishini kuchaytirib, gipernatriyemiya va gipervolemiyaga olib kelishi, shu bilan birga kaliy va magniyning ortirilgan chiqarilishi giperkaliyemiya va gipomagniyemiya rivojlanishi mexanizmlari tahlil qilinadi. [2] Bunday elektrolit nosimmetriyasining o‘z navbatida buyrak tomirlarining qisqaruvchanligi, o‘tkazuvchanligi va glomerulyar filtratsiya darajasiga (GFD) ta’siri, shuningdek, vazopressin (ADH) faolligining o‘zgarishi natijasida suv-elektrolit balansining yanada buzilishi dalillari keltiriladi. [3] Maqolada, shuningdek, SISning uzoq muddatli ta’siri natijasida paydo bo‘lishi mumkin bo‘lgan buyrak disfunktsiyasi, arteriyalar gipertenziyasi va to‘qimalarda metabolik o‘zgarishlar xavfi muhokama qilinadi. Tadqiqotlarning amaliy ahamiyati stressni nazorat qilish va elektrolit terapiyasining yangi usullarini ishlab chiqish uchun ilmiy asos yaratishda, shuningdek, yurak-qon tomir, buyrak va metabolik kasalliklar profilaktikasida yondashuvlarni takomillashtirishda namoyon bo‘ladi. [4]
DOI: 10.5281/zenodo.17874821
title: SURUNKALI IMMOBILIZATSION STRESSDA NATRIY, KALIY VA MAGNIY IONLARINING PLAZMADAGI DINAMIK O'ZGARISHLARI VA ULARNING BUYRAK FUNKSIYASI BILAN BOG'LIQLIGI

description: Surunkali immobilizatsion stress (SIS) tashqi muhitning psixofiziologik omil sifatida tananing gomeostatik jarayonlariga, xususan, ion muvozanati va buyrak funksiyasiga kuchli ta'sir ko‘rsatadi. Ushbu sharhli maqolaning maqsadi 2015-2025 yillarda o‘tkazilgan zamonaviy tadqiqotlar asosida SIS sharoitida plazmadagi asosiy elektrolitlar – natriy (Na⁺), kaliy (K⁺) va magniy (Mg²⁺) ionlarining dinamikasini, ularning o‘zaro bog‘liqligini va buyrakning ekskretor, filtratsion va endokrin faoliyati bilan o‘zaro munosabatini tizimli tahli qilishdir. Maqolada stressga javoban giperaktivlashgan gipotalamo-gipofiz-adrenal (HGA) o‘qi va renin-angiotenzin-aldosteron tizimi (RAAT) faolligi natijasida yuzaga keladigan elektrolit almashinuvidagi o‘zgarishlar chuqur ko‘rib chiqiladi. [1] Adrenal korteks tomonidan kortizol va aldosteron sekretsiyasining ortishi natriyning tubulialarda qayso‘rilishini kuchaytirib, gipernatriyemiya va gipervolemiyaga olib kelishi, shu bilan birga kaliy va magniyning ortirilgan chiqarilishi giperkaliyemiya va gipomagniyemiya rivojlanishi mexanizmlari tahlil qilinadi. [2] Bunday elektrolit nosimmetriyasining o‘z navbatida buyrak tomirlarining qisqaruvchanligi, o‘tkazuvchanligi va glomerulyar filtratsiya darajasiga (GFD) ta’siri, shuningdek, vazopressin (ADH) faolligining o‘zgarishi natijasida suv-elektrolit balansining yanada buzilishi dalillari keltiriladi. [3] Maqolada, shuningdek, SISning uzoq muddatli ta’siri natijasida paydo bo‘lishi mumkin bo‘lgan buyrak disfunktsiyasi, arteriyalar gipertenziyasi va to‘qimalarda metabolik o‘zgarishlar xavfi muhokama qilinadi. Tadqiqotlarning amaliy ahamiyati stressni nazorat qilish va elektrolit terapiyasining yangi usullarini ishlab chiqish uchun ilmiy asos yaratishda, shuningdek, yurak-qon tomir, buyrak va metabolik kasalliklar profilaktikasida yondashuvlarni takomillashtirishda namoyon bo‘ladi. [4]
DOI: 10.15468/dl.dv3qyb
title: Occurrence Download

description: A dataset containing 611647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is eButterfly Surveys",
 "Year 2000-2025"
 ]
}

 The dataset includes 611647 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043433-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u5amhm
title: Occurrence Download

description: A dataset containing 1011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-79.70119 -6.30786,-79.60637 -6.30786,-79.60637 -6.21604,-79.70119 -6.21604,-79.70119 -6.30786))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1011 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043446-251120083545085/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/14083560
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.g9bey3
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((100.10278 0.86261,100.70046 -0.7376,103.72746 -0.42913,103.16833 1.26742,101.43311 2.07684,100.10278 0.86261))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes aegypti"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043448-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gbr2p
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Eleginus nawaga"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043447-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9r4w57
title: Occurrence Download

description: A dataset containing 1096 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-105.040004 37.358143, -105.085563 37.410208, -105.153476 37.410208, -105.107888 37.358143, -105.040004 37.358143))",
 "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 1096 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043451-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svh99f
title: Occurrence Download

description: A dataset containing 1337 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strophanthus hispidus",
 "Continent is Africa"
 ]
}

 The dataset includes 1337 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043449-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3pcw5
title: Occurrence Download

description: A dataset containing 675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nephtys ferruginea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 675 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043452-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5d8xy6
title: Occurrence Download

description: A dataset containing 4075 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera tigris tigris",
 "Year 1900-2025"
 ]
}

 The dataset includes 4075 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043453-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ay65ak
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((116.95478 28.80143,123.17919 28.80143,123.17919 33.34497,116.95478 33.34497,116.95478 28.80143))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hypericaceae"
 ]
}

 The dataset includes 506 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043454-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hujw9
title: Occurrence Download

description: A dataset containing 613967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-2.130763 53.63843, -2.1446 53.63843, -2.186108 53.63843, -2.185785 53.62859, -2.199619 53.62859, -2.227287 53.62859, -2.22663 53.60892, -2.24046 53.60892, -2.24013 53.59908, -2.253958 53.59908, -2.253294 53.57942, -2.267118 53.57942, -2.266784 53.56959, -2.335893 53.56959, -2.336237 53.57942, -2.363885 53.57942, -2.364233 53.58925, -2.378059 53.58925, -2.37876 53.60892, -2.40642 53.60892, -2.406775 53.61875, -2.420607 53.61875, -2.420965 53.62859, -2.448633 53.62859, -2.44791 53.60892, -2.46174 53.60892, -2.461377 53.59908, -2.475205 53.59908, -2.489033 53.59908, -2.4883 53.57942, -2.502124 53.57942, -2.501755 53.56959, -2.487933 53.56959, -2.487567 53.55976, -2.473747 53.55976, -2.473383 53.54993, -2.459566 53.54993, -2.459204 53.5401, -2.445388 53.5401, -2.445029 53.53027, -2.431215 53.53027, -2.430144 53.50079, -2.402529 53.50079, -2.402177 53.49096, -2.388371 53.49096, -2.387671 53.47131, -2.401472 53.47131, -2.40112 53.46149, -2.41492 53.46149, -2.428719 53.46149, -2.428008 53.44185, -2.441804 53.44185, -2.441447 53.43203, -2.45524 53.43203, -2.454522 53.41239, -2.413154 53.41239, -2.413507 53.42221, -2.385924 53.42221, -2.385575 53.41239, -2.371785 53.41239, -2.370055 53.36331, -2.328717 53.36331, -2.329056 53.37312, -2.315275 53.37312, -2.315613 53.38294, -2.288046 53.38294, -2.287712 53.37312, -2.273931 53.37312, -2.273599 53.36331, -2.25982 53.36331, -2.25949 53.3535, -2.245713 53.3535, -2.244732 53.32406, -2.258503 53.32406, -2.258174 53.31425, -2.230636 53.31425, -2.23096 53.32406, -2.217189 53.32406, -2.203418 53.32406, -2.204059 53.34368, -2.190284 53.34368, -2.190603 53.3535, -2.163049 53.3535, -2.149271 53.3535, -2.149585 53.36331, -2.122026 53.36331, -2.108246 53.36331, -2.108554 53.37312, -2.094773 53.37312, -2.09569 53.40257, -2.081903 53.40257, -2.082207 53.41239, -2.068418 53.41239, -2.069023 53.43203, -2.055229 53.43203, -2.056132 53.46149, -2.042332 53.46149, -2.042632 53.47131, -2.02883 53.47131, -2.029723 53.50079, -2.04353 53.50079, -2.04383 53.51061, -2.05764 53.51061, -2.058245 53.53027, -2.044431 53.53027, -2.044731 53.5401, -2.058547 53.5401, -2.059456 53.56959, -2.073278 53.56959, -2.073889 53.58925, -2.087715 53.58925, -2.08833 53.60892, -2.10216 53.60892, -2.103091 53.63843, -2.089255 53.63843, -2.089564 53.64826, -2.131078 53.64826, -2.130763 53.63843))",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 613967 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043406-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qen2dt
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-105.376026 37.347660, -105.421416 37.399385, -105.488885 37.399385, -105.443467 37.347660, -105.376026 37.347660))",
 "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 373 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043457-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4erdy
title: Occurrence Download

description: A dataset containing 2363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Strophanthus sarmentosus",
 "Continent is Africa"
 ]
}

 The dataset includes 2363 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043455-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzb5cv
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratonereis antarctica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043456-251120083545085/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.30845069
title: Supplementary Material for: Reply to Letter received about manuscript 'Safety and Efficacy of Moderate vs High Intensity Statin Therapy After Nontraumatic Intracerebral Hemorrhage: A Real-World Evidence Analysis'

description: Medicine
DOI: 10.6084/m9.figshare.30845069.v1
title: Supplementary Material for: Reply to Letter received about manuscript 'Safety and Efficacy of Moderate vs High Intensity Statin Therapy After Nontraumatic Intracerebral Hemorrhage: A Real-World Evidence Analysis'

description: Medicine
DOI: 10.6084/m9.figshare.30845072
title: Supplementary Material for: Extracellular vesicle-based urinary proteomic signatures predict remission and relapse in primary membranous nephropathy

description: Background: Primary membranous nephropathy (PMN) is one of the leading causes of nephrotic syndrome in adults, but reliable prognostic assessment tools remain limited. Although traditional clinical parameters and serum anti-PLA2R antibodies constitute cornerstones of prognosis assessment, they fail to fully capture the heterogeneity of PMN treatment responses. Identification of multidimensional prognostic risk factors facilitates further guidance for treatment in PMN patients. This study aimed to identify novel urinary protein signatures predictive of clinical remission and delineate molecular subtypes associated with relapse.
Methods: We performed quantitative proteomic profiling on extracellular vesicles (uEVs) isolated from baseline urine samples of 86 biopsy-confirmed PMN patients using nanoflow high-performance liquid chromatography–tandem mass spectrometry (nanoHPLC-MS/MS). The primary endpoints were clinical remission (complete or partial remission) and time to clinical remission. A prognostic model was developed by screening 101 machine learning algorithms, with the final risk score derived from a random survival forest and stepwise Cox regression, internally validated via bootstrap resampling. Relapse-associated molecular subtypes were identified using non-negative matrix factorization (NMF).
Results: During a median follow-up of 8 months (IQR: 3.4-18.5), 76.1% of patients achieved remission, with a median time to remission of 11.2 months (95%CI: 6.2-18.0). The four-protein risk model (PON1, ACTBL2, RDX, TPP1) effectively stratified patients into high- and low-risk groups (Harrell's C-index = 0.729). The combined model integrating this proteomic signature with clinical features (anti-PLA2R Ab, age, eGFR) demonstrated superior predictive performance (Harrell's C-index = 0.744) compared to the clinical-feature-only model (Harrell's C-index = 0.636). To improve clinical applicability, we developed a web-based interactive Shiny application for PMN patients individualized risk prediction. Additionally, proteomic clustering identified three distinct molecular subtypes (PMN1-3), with subtype PMN2 emerging as an independent predictor of relapse (OR = 10.26, 95% CI: 1.68–81.97; P &lt; 0.05).
Conclusion: The combined model incorporating four non-invasive urinary proteomic signature and clinical characteristics significantly improved performance of predicting clinical remission in PMN patients compared to the clinical-feature-only model. Furthermore, molecular subtyping of the urinary proteome can identify patients at high risk for relapse. These findings provide a foundation for integrating advanced proteomics into personalized prognostic assessment for PMN patients, pending external validation in larger cohorts.