cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16791646
title: Preventing Duplication of Aid Distribution in Non-Profit Organizations

description: This study was conducted using the Design Science Research (DSR) approach. Ali Gunawan served as the lead author, overseeing research conceptualization, methodology design, and coordination across all DSR stages. Richard Wiputra contributed to artifact design, development, and technical implementation. Ingrid Christiani conducted literature review, requirement analysis, and assisted in artifact refinement. Evaristus Didik was responsible for evaluation design, validation, and providing critical feedback during the communication stage. All authors participated in discussions, contributed to manuscript preparation, and approved the final version for submission.
DOI: 10.15468/dl.sjbux3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD4398"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035731-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evpqkz
title: Occurrence Download

description: A dataset containing 954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Oraesia"
 ]
}

 The dataset includes 954 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035730-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jcp.29586305
title: Supplemental number 1

description: Additional spectra and computed structures
DOI: 10.60893/figshare.jcp.29586305.v1
title: Supplemental number 1

description: Additional spectra and computed structures
DOI: 10.15468/dl.99ddbz
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD4399"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035732-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jcp.29635841
title: Training Data

description: Data used to train the NNPs used in this paper in extended XYZ format.
DOI: 10.60893/figshare.jcp.29635841.v1
title: Training Data

description: Data used to train the NNPs used in this paper in extended XYZ format.
DOI: 10.15468/dl.bfmeac
title: Occurrence Download

description: A dataset containing 71722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Cypripedium calceolus"
 ]
}

 The dataset includes 71722 records from 381 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035692-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6s9zx
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemirhombus soleaeformis"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035733-250802193616735/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/12730313
title: Egypt Gold Prices | Daily Updated
DOI: 10.5281/zenodo.16791555
title: Bigslice Models

description: Big slice models for first relase of DiscERN. Required for installation. Originally published as part of BGC vectorisation method developed by Satria A. Kautsar, JGI.

Original publication: https://github.com/medema-group/bigslice
DOI: 10.5281/zenodo.16791556
title: Bigslice Models

description: Big slice models for first relase of DiscERN. Required for installation. Originally published as part of BGC vectorisation method developed by Satria A. Kautsar, JGI.

Original publication: https://github.com/medema-group/bigslice
DOI: 10.15468/dl.c6epg9
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Citharichthys paetulus"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035735-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2r6ghe
title: Occurrence Download

description: A dataset containing 4312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Spodoptera litura"
 ]
}

 The dataset includes 4312 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035736-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7cqaa
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemirhombus paetulus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035737-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3y4kn
title: Occurrence Download

description: A dataset containing 771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symbolophorus barnardi"
 ]
}

 The dataset includes 771 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035738-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ubpch7
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acronicta major"
 ]
}

 The dataset includes 495 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035739-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tpjk9p
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC7165"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035740-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udz5qx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Praravinia quadribracteolata"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035741-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3c26rs
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC7164"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035742-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14457/nida.the.2004.379
title: ปัจจัยที่มีผลต่อพฤติกรรมการซื้อสินค้าเฮ้าส์แบรนด์ของกลุ่มผู้หญิงในเขตกรุงเทพมหานคร
DOI: 10.14457/nida.the.1967.25
title: การบริหารงานบุคคลของคุรุสภา : บทศึกษาเฉพาะกรณีข้าราชการครู
DOI: 10.14457/nida.the.1966.25
title: ปัญหาการปฏิบัติงานตามอำนาจหน้าที่ของสภาการศึกษาแห่งชาติ : ศึกษาเฉพาะกรณีที่เกี่ยวข้องกับมหาวิทยาลัย
DOI: 10.14457/nida.the.2019.199
title: ปัจจัยที่มีอิทธิพลต่อการมีส่วนร่วมของประชาชนในพื้นที่ที่ก่อให้เกิดความสำเร็จของการท่องเที่ยวโดยชุมชน: กรณีศึกษาชุมชนบ้านบางน้ำผึ้งจังหวัดสมุทรปราการ
DOI: 10.14457/nida.the.2015.258
title: ความสามารถในการถูกตรวจสอบของข้าราชการท้องถิ่น
DOI: 10.14457/nida.the.1966.26
title: พระราชกรณียกิจของพ่อขุนรามคำแหงในการก่อตั้งสถาบันการปกครองของชาติไทย
DOI: 10.14457/nida.the.1972.7
title: กำลังขวัญในการปฏิบัติงานของนักวิชาการ : ศึกษาเฉพาะกรณีนักวิชาการสถานวิจัยประมงทะเล
DOI: 10.14457/nida.the.1967.26
title: การบริหารงานของสำนักงานคณะกรรมการส่งเสริมสินค้าขาออก
DOI: 10.14457/nida.the.1966.27
title: การพัฒนาการศึกษาเพื่อบูรณภาพของจังหวัดชายแดนภาคใต้
DOI: 10.14457/nida.the.1974.6
title: การวางแผนและการปฏิบัติตามแผนของสำนักงานเร่งรัดพัฒนาชนบท จังหวัดเพชรบูรณ์ : ศึกษาเฉพาะกรณีแผนงานถนนชนบท
DOI: 10.14457/nida.the.1970.13
title: ทัศนคติของประชาชนต่อข้าราชการอำเภอ ศึกษาเฉพาะกรณีหมู่บ้านท่าไห ตำบลท่าไห อำเภอเขื่องใน จังหวัดอุบลราชธานี
DOI: 10.14457/nida.the.1967.27
title: การดำเนินการสอบแข่งขันวิชาข้าราชการพลเรือนชั้นตรี
DOI: 10.14457/nida.the.1965.1
title: ปัญหาการเพิ่มประชากรของประเทศไทยต่อการพัฒนาเศรษฐกิจและสังคม
DOI: 10.14457/nida.the.1971.15
title: สถาบันวิชาการทหารบกชั้นสูง : ศึกษากรณีกระบวนการรวมหน่วยงาน
DOI: 10.14457/nida.the.1969.11
title: วิวัฒนาการการควบคุมโรงเรียนจีน
DOI: 10.15468/dl.nzwhzg
title: Occurrence Download

description: A dataset containing 2850 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symbolophorus evermanni"
 ]
}

 The dataset includes 2850 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035743-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14457/nida.the.1969.12
title: การตรวจราชการในระดับกระทรวงของระบบบริหารราชการไทย
DOI: 10.14457/nida.the.2018.251
title: เครือข่ายความร่วมมือในการบริหารจัดการน้ำเพื่อการเกษตร โดยองค์การบริหารส่วนจังหวัดอุบลราชธานี
DOI: 10.14457/nida.the.2020.187
title: การพัฒนาการเรียนรู้ระดับอุดมศึกษาในยุคดิจิทัล: กรณีศึกษาพื้นที่ 3 จังหวัดชายแดนภาคใต้
DOI: 10.14457/nida.the.1972.8
title: เทศบาลนครหลวง : การศึกษามูลเหตุของการจัดตั้งรูปแบบ และปัญหาการบริหาร
DOI: 10.14457/nida.the.1969.13
title: การบริหารพิธีการนำเข้าทางเรือของกรมศุลกากร
DOI: 10.14457/nida.the.1967.28
title: การบริหารงานระดับมัธยมศึกษาของกระทรวงศึกษาธิการ
DOI: 10.14457/nida.the.1969.14
title: การสอบบัญชีภายในเพื่อการบริหารงานของกรมชลประทาน
DOI: 10.14457/nida.the.2015.259
title: ธรรมาภิบาลในการบริหารงานขององค์กรปกครองส่วนท้องถิ่น กรณีศึกษาเทศบาลในอำเภอธัญบุรี จังหวัดปทุมธานี
DOI: 10.14457/nida.the.1969.15
title: การจัดหางานให้เยาวชนทำในระหว่างปิดภาคเรียนฤดูร้อนของกรมแรงงาน : บทศึกษาเฉพาะกรณีการดำเนินงานในจังหวัดพระนครและธนบุรี
DOI: 10.14457/nida.the.1966.28
title: การควบคุมหอพักนักเรียนนักศึกษาของเอกชนโดยทางราชการ
DOI: 10.14457/nida.the.2015.260
title: การศึกษากระบวนการตีตราทางสังคมที่ทำให้บุคคลกลายเป็นผีปอบ
DOI: 10.14457/nida.the.2013.82
title: ทัศนคติของประชาชนต่อการใช้อาวุธปืนในจังหวัดชายแดนภาคใต้ : กรณีศึกษา ตำบลสุไหงปาดี อำเภอสุไหงปาดี จังหวัดนราธิวาส
DOI: 10.14457/nida.the.1966.29
title: การวางแผนปฏิบัติงานของหน่วยพัฒนาการเคลื่อนที่
DOI: 10.15468/dl.z4wv27
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD4625"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035744-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcaejg
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAD4626"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035745-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15684002
title: Data and script for research paper: Exploring Ozone-climate Interactions in Idealized CMIP6 DECK Experiments

description: This dataset contains the data and code to reproduce the figures in the research paper: Exploring Ozone-climate Interactions in Idealized CMIP6 DECK Experiments.
DOI: 10.5281/zenodo.14545385
title: Data and script for research paper: Exploring Ozone-climate Interactions in Idealized CMIP6 DECK Experiments

description: This dataset contains the data and code to reproduce the figures in the research paper: Exploring Ozone-climate Interactions in Idealized CMIP6 DECK Experiments.
DOI: 10.15468/dl.gfjqsu
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myctophum evermanni"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035746-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16791668
title: Supplementary Code for Design and Construction-Oriented Optimization of a High-Performance Solar-Reflective Coating for Asphalt Pavement

description: Jupyter Notebook for diluent recommendation model. Includes interpolation method and usage example.
DOI: 10.5281/zenodo.16791675
title: Geodesic Hard Drive (GHD): Provable AI Memory via Dual-Layer Compression and Immutable Capsule Replay

description: This work establishes prior art for the Geodesic Hard Drive (GHD), a system for AI memory integrity that combines dual-layer compression (symbolic + raw) with immutable capsule replay. The method preserves semantic structure and raw data simultaneously, enabling verifiable memory reconstruction without hallucination drift.

Core contributions include:



Dual-Layer Binding – Symbolic compression and raw data are cryptographically bound via a Poseidon2 hash to ensure deterministic recovery.

Immutable Capsules – Memory states are packaged in sealed capsules supporting zk-verifiable replay.

Replay Integrity Metrics – Capsules include embedded measures of compression quality variance (CQV), symmetry retention, and drift δ without disclosing underlying metric computation.

Scalable Audit Hooks – The design supports low-latency replay verification and role-based access control without exposing opcode logic or graph topology.


This disclosure omits implementation specifics (e.g., curvature replay algorithms, opcode instruction sets, or compression graph structure) to preserve the security posture of commercial deployments. It is intended to establish defensive prior art for the high-level architecture and claims herein.
DOI: 10.5281/zenodo.16791676
title: Geodesic Hard Drive (GHD): Provable AI Memory via Dual-Layer Compression and Immutable Capsule Replay

description: This work establishes prior art for the Geodesic Hard Drive (GHD), a system for AI memory integrity that combines dual-layer compression (symbolic + raw) with immutable capsule replay. The method preserves semantic structure and raw data simultaneously, enabling verifiable memory reconstruction without hallucination drift.

Core contributions include:



Dual-Layer Binding – Symbolic compression and raw data are cryptographically bound via a Poseidon2 hash to ensure deterministic recovery.

Immutable Capsules – Memory states are packaged in sealed capsules supporting zk-verifiable replay.

Replay Integrity Metrics – Capsules include embedded measures of compression quality variance (CQV), symmetry retention, and drift δ without disclosing underlying metric computation.

Scalable Audit Hooks – The design supports low-latency replay verification and role-based access control without exposing opcode logic or graph topology.


This disclosure omits implementation specifics (e.g., curvature replay algorithms, opcode instruction sets, or compression graph structure) to preserve the security posture of commercial deployments. It is intended to establish defensive prior art for the high-level architecture and claims herein.
DOI: 10.15468/dl.2q9fvt
title: Occurrence Download

description: A dataset containing 741 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphurus diomedeanus"
 ]
}

 The dataset includes 741 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035748-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwsvcr
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Praravinia sablanensis"
 ]
}

 The dataset includes 39 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035749-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdamrk
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Material citation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Agrotis ypsilon"
 ]
}

 The dataset includes 104 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035750-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hm8xb
title: Occurrence Download

description: A dataset containing 114762164 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 114762164 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035727-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2hanm
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphurus diomedianus"
 ]
}

 The dataset includes 60 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035751-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7z67w
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pogonatum nudiusculum"
 ]
}

 The dataset includes 168 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035752-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25442/hku.29650904
title: Supporting data for"Cholesterol supply from PI-Activated TREM2+ Macrophages to Tregs Drives Lymph Node Immunosuppressive Pre-Metastatic Niche in Esophageal Squamous Cell Carcinoma"

description: This dataset was designed to investigate the mechanisms by which PI-activated TREM2⁺ macrophages establish an immunosuppressive pre-metastatic microenvironment within esophageal squamous cell carcinoma (ESCC) .lymph nodesImmunofluorescence imaging was used to determine the spatial co-localization of TREM2⁺ macrophages with Tregs and tumor cells in mouse and human lymph nodes. Multi-marker images (e.g., CD68, PANK, TREM2, CD3, CD20) helped delineate the immune cell composition and its anatomical location within the lymph nodes. Flow cytometry was widely used to assess myeloid and T cell subsets in metastatic lymph nodes and IL8-induced changes in spleen and bone marrow mononuclear cells). We used chip-based arrays to assess cytokine signatures and compared the cytokine profiles of tumor lymph nodes with those of control lymph nodes. These data support changes in the pre-metastatic microenvironment. We used chip-based arrays to assess cytokine signatures and compared the cytokine profiles of tumor lymph nodes with those of control lymph nodes. These data support changes in the pre-metastatic microenvironment.Additionally, we performed IVIS imaging to track tumor cell dissemination and evaluate therapeutic interventions.Overall, this dataset provides a data foundation for dissecting the metabolic and immune crosstalk between PI-activated TREM2⁺ macrophages and regulatory T cells, and how this axis orchestrates the formation of a pre-metastatic immunosuppressive microenvironment in ESCC draining lymph nodes.
DOI: 10.25442/hku.29650904.v1
title: Supporting data for"Cholesterol supply from PI-Activated TREM2+ Macrophages to Tregs Drives Lymph Node Immunosuppressive Pre-Metastatic Niche in Esophageal Squamous Cell Carcinoma"

description: This dataset was designed to investigate the mechanisms by which PI-activated TREM2⁺ macrophages establish an immunosuppressive pre-metastatic microenvironment within esophageal squamous cell carcinoma (ESCC) .lymph nodesImmunofluorescence imaging was used to determine the spatial co-localization of TREM2⁺ macrophages with Tregs and tumor cells in mouse and human lymph nodes. Multi-marker images (e.g., CD68, PANK, TREM2, CD3, CD20) helped delineate the immune cell composition and its anatomical location within the lymph nodes. Flow cytometry was widely used to assess myeloid and T cell subsets in metastatic lymph nodes and IL8-induced changes in spleen and bone marrow mononuclear cells). We used chip-based arrays to assess cytokine signatures and compared the cytokine profiles of tumor lymph nodes with those of control lymph nodes. These data support changes in the pre-metastatic microenvironment. We used chip-based arrays to assess cytokine signatures and compared the cytokine profiles of tumor lymph nodes with those of control lymph nodes. These data support changes in the pre-metastatic microenvironment.Additionally, we performed IVIS imaging to track tumor cell dissemination and evaluate therapeutic interventions.Overall, this dataset provides a data foundation for dissecting the metabolic and immune crosstalk between PI-activated TREM2⁺ macrophages and regulatory T cells, and how this axis orchestrates the formation of a pre-metastatic immunosuppressive microenvironment in ESCC draining lymph nodes.