cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k532b7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cultellus maximus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058930-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ge9mx7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus dimidiatus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058931-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gc7wvn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus dimidiatus",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058932-250827131500795/datasets/export for details.
DOI: 10.15468/dl.v2x3cp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus dimidiatus",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058933-250827131500795/datasets/export for details.
DOI: 10.15468/dl.2ewnga
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cultellus scalprum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058935-250827131500795/datasets/export for details.
DOI: 10.15468/dl.k4jzd2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus dimidiatus",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058936-250827131500795/datasets/export for details.
DOI: 10.15468/dl.w293zm
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ensis arcuatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 179 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058938-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87e683
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus dimidiatus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058937-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.324a2a
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus dimidiatus",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058939-250827131500795/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.28973396
title: A multi-regional input-output database linking Chinese subnational regions and global economies

description: In this database, we develop a subnational and international coupling (SIC) MRIO in 2017, covering 30 sectors, 30 provinces in China and 66 countries & economies. We employ macro-level aggregated data, micro-level structural data and large language models (LLMs) to construct the SIC method. Our SIC MRIO captures the interplay between international and subnational economic flows, reflecting the emerging dual structure of production and consumption networks in the global landscape.
DOI: 10.6084/m9.figshare.28973396.v3
title: A multi-regional input-output database linking Chinese subnational regions and global economies

description: In this database, we develop a subnational and international coupling (SIC) MRIO in 2017, covering 30 sectors, 30 provinces in China and 66 countries & economies. We employ macro-level aggregated data, micro-level structural data and large language models (LLMs) to construct the SIC method. Our SIC MRIO captures the interplay between international and subnational economic flows, reflecting the emerging dual structure of production and consumption networks in the global landscape.
DOI: 10.6084/m9.figshare.28973396.v2
title: A multi-regional input-output database linking Chinese subnational regions and global economies

description: In this database, we develop a subnational and international coupling (SIC) MRIO in 2017, covering 30 sectors, 30 provinces in China and 66 countries & economies. We employ macro-level aggregated data, micro-level structural data and large language models (LLMs) to construct the SIC method. Our SIC MRIO captures the interplay between international and subnational economic flows, reflecting the emerging dual structure of production and consumption networks in the global landscape.
DOI: 10.6084/m9.figshare.30119845
title: Open flowers per day

description: Open flowers per day
DOI: 10.6084/m9.figshare.30119845.v1
title: Open flowers per day

description: Open flowers per day
DOI: 10.15468/dl.7maaxn
title: Occurrence Download

description: A dataset containing 3606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ensis ensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 3606 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058940-250827131500795/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.30119749
title: Phenophases by individuals - circular analysis

description: Phenology data: how many individuals presented each phenophase analyzed per month of observation
DOI: 10.15468/dl.ypzhut
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus dimidiatus",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058941-250827131500795/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.30119749.v1
title: Circular_analyses_parviflora.xlsx

description: Phenology data: how many individuals presented each phenophase analyzed per month of observation
DOI: 10.6084/m9.figshare.30119749.v2
title: Phenophases by individuals - circular analysis

description: Phenology data: how many individuals presented each phenophase analyzed per month of observation
DOI: 10.5281/zenodo.17112804
title: Model and VLT/CRIRES+ spectra of DENIS J0255-4700 (de Regt et al. 2024)

description: Spectral data of DENIS J0255-4700 used in the cross-correlation analysis described in the paper: "The ESO SupJup Survey. I. Chemical and isotopic characterisation of the late L-dwarf DENIS J0255-4700 with CRIRES+", as published in de Regt et al. (2024) (doi: 10.1051/0004-6361/202348508).
DOI: 10.5281/zenodo.17112805
title: Model and VLT/CRIRES+ spectra of DENIS J0255-4700 (de Regt et al. 2024)

description: Spectral data of DENIS J0255-4700 used in the cross-correlation analysis described in the paper: "The ESO SupJup Survey. I. Chemical and isotopic characterisation of the late L-dwarf DENIS J0255-4700 with CRIRES+", as published in de Regt et al. (2024) (doi: 10.1051/0004-6361/202348508).
DOI: 10.6084/m9.figshare.30119839
title: Pollen: total quantity, pollen viability, and pollen-to-ovule ratio.

description: Pollen: total quantity, pollen viability, and pollen-to-ovule ratio.Total number of ovules per flower also available in the file.
DOI: 10.6084/m9.figshare.30119839.v2
title: Pollen: total quantity, pollen viability, and pollen-to-ovule ratio.

description: Pollen: total quantity, pollen viability, and pollen-to-ovule ratio.Total number of ovules per flower also available in the file.
DOI: 10.6084/m9.figshare.30119839.v1
title: Pollen

description: Pollen: total quantity, pollen viability, and pollen-to-ovule ratio.Total number of ovules per flower also available in the file.
DOI: 10.6084/m9.figshare.30119752
title: Measurements of the length of the inflorescences and the number of flower buds per inflorescence

description: Measurements of the length of the inflorescences and the number of flower buds per inflorescence
DOI: 10.6084/m9.figshare.30119752.v2
title: Measurements of the length of the inflorescences and the number of flower buds per inflorescence

description: Measurements of the length of the inflorescences and the number of flower buds per inflorescence
DOI: 10.6084/m9.figshare.30119752.v1
title: Inflorescences 2.xlsx

description: Measurements of the length of the inflorescences and the number of flower buds per inflorescence
DOI: 10.5281/zenodo.17112890
title: python_bivittatus_spades_01.fasta.gz
DOI: 10.5281/zenodo.17112891
title: python_bivittatus_spades_01.fasta.gz
DOI: 10.15468/dl.x3vhb9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ensis goreensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058943-250827131500795/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.30119707
title: Driven dynamics of localization phase transition in the Aubry-Andr\'{e} model with a initial gapless state

description: Recently, the driven dynamics of localization phase transitions have garnered growing interest.However, studies so far have mainly considered initial localized states, whose driven dynamics follow Kibble-Zurek mechanism (KZM).In this study, we investigate the non-equilibrium dynamics of the localization phase transition in the Aubry-Andr\'e (AA) model starting from a gapless extended state, which violates the adiabatic-impulse scenario of KZM.By linearly driving the quasiperiodic potential strength across the critical point, we numerically simulate the driven dynamics and analyze the scaling behavior of both the inverse participation ratio ($\mathcal{I}$) and the dynamic deviation from the instantaneous ground state energy $(\mathcal{D})$.We demonstrate that the driven dynamics with initial extended states satisfies the finite-time scaling (FTS) criterion.The scaling functions governing the driven dynamics of both $\mathcal{I}$ and $\mathcal{D}$ have been derived and numerically validated.We found that the scaling functions of the two order parameters exhibit significant differences at large $R$ and small $R$, and also differ considerably from the scaling functions when the initial state is localized, highlighting the crucial role of initial state behavior.The established scaling laws remain robust across a wide range of system sizes and driving rates, providing testable predictions for experimental realizations.
DOI: 10.6084/m9.figshare.30119707.v1
title: Driven dynamics of localization phase transition in the Aubry-Andr\'{e} model with a initial gapless state

description: Recently, the driven dynamics of localization phase transitions have garnered growing interest.However, studies so far have mainly considered initial localized states, whose driven dynamics follow Kibble-Zurek mechanism (KZM).In this study, we investigate the non-equilibrium dynamics of the localization phase transition in the Aubry-Andr\'e (AA) model starting from a gapless extended state, which violates the adiabatic-impulse scenario of KZM.By linearly driving the quasiperiodic potential strength across the critical point, we numerically simulate the driven dynamics and analyze the scaling behavior of both the inverse participation ratio ($\mathcal{I}$) and the dynamic deviation from the instantaneous ground state energy $(\mathcal{D})$.We demonstrate that the driven dynamics with initial extended states satisfies the finite-time scaling (FTS) criterion.The scaling functions governing the driven dynamics of both $\mathcal{I}$ and $\mathcal{D}$ have been derived and numerically validated.We found that the scaling functions of the two order parameters exhibit significant differences at large $R$ and small $R$, and also differ considerably from the scaling functions when the initial state is localized, highlighting the crucial role of initial state behavior.The established scaling laws remain robust across a wide range of system sizes and driving rates, providing testable predictions for experimental realizations.
DOI: 10.15468/dl.7xwxpc
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus hemipterus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058944-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xmx5k6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus hemipterus",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058945-250827131500795/datasets/export for details.
DOI: 10.15468/dl.8y7qvy
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carpophilus hemipterus",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058946-250827131500795/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.30119806
title: NTAD

description: 有效的散斑抑制和边缘保留仍然是SAR图像滤波的核心挑战。SAR 图像由于其相干成像机制而本质上受到散斑的影响。这种斑点会降低图像质量并使后续分析复杂化。传统的各向异性扩散 （AD） 滤光片在边缘检测和精细细节保留方面存在局限性。为了解决合成孔径雷达（SAR）图像中固有的散斑问题，提出了一种新的去斑点范式——中性理论各向异性扩散（NTAD）。在 NTAD 中，由偏微分方程 （PDE） 控制的各向异性扩散与中核理论的不确定性量化形式主义协同融合。不确定性、真性和假性成员资格被明确编码到扩散张量中，从而赋予经典 AD 框架增强的对 SAR 散斑的鲁棒性，同时保留与诊断相关的边缘结构。与传统的AD方法相比，所提出的方法提高了边缘定位精度，同时实现了卓越的散斑减少和结构细节保留。在3个SAR图像场景上的实验表明，所提出的NTAD方法产生了明显的过滤性能。
DOI: 10.6084/m9.figshare.30119806.v1
title: NTAD

description: 有效的散斑抑制和边缘保留仍然是SAR图像滤波的核心挑战。SAR 图像由于其相干成像机制而本质上受到散斑的影响。这种斑点会降低图像质量并使后续分析复杂化。传统的各向异性扩散 （AD） 滤光片在边缘检测和精细细节保留方面存在局限性。为了解决合成孔径雷达（SAR）图像中固有的散斑问题，提出了一种新的去斑点范式——中性理论各向异性扩散（NTAD）。在 NTAD 中，由偏微分方程 （PDE） 控制的各向异性扩散与中核理论的不确定性量化形式主义协同融合。不确定性、真性和假性成员资格被明确编码到扩散张量中，从而赋予经典 AD 框架增强的对 SAR 散斑的鲁棒性，同时保留与诊断相关的边缘结构。与传统的AD方法相比，所提出的方法提高了边缘定位精度，同时实现了卓越的散斑减少和结构细节保留。在3个SAR图像场景上的实验表明，所提出的NTAD方法产生了明显的过滤性能。
DOI: 10.15468/dl.32r4jz
title: Occurrence Download

description: A dataset containing 52693 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Circaea alpina"
 ]
}

 The dataset includes 52693 records from 721 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058829-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2b7rkf
title: Occurrence Download

description: A dataset containing 24612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ensis leei",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 24612 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058948-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7483/opendata.cms.kr69.4rhl
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-300_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.7483/opendata.cms.7jtb.m15u
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-350_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.j65t.5rhg
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-350_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.7483/opendata.cms.gy95.dfvv
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-400_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.15468/dl.kggjew
title: Occurrence Download

description: A dataset containing 91832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-6.54676 36.83535,-5.74407 35.77201,-4.27068 36.64944,-4.34084 37.41954,-4.873 37.69972,-6.01573 37.4702,-6.54676 36.83535))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 91832 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069871-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7483/opendata.cms.zyfn.yqep
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-400_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.7483/opendata.cms.aqtk.z09i
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-450_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.lefp.xgvg
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-450_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.7483/opendata.cms.k7rs.ykbm
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-500_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.7g7k.s33v
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-500_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.7483/opendata.cms.lcjh.mfe5
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-600_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.7483/opendata.cms.urey.u9ei
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-600_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16NanoAODv9-106X_mcRun2_asymptotic_v17-v1/NANOAODSIM
DOI: 10.7483/opendata.cms.zrq0.vipr
title: /NMSSM_XToYHTo2W2BTo4Q2B_MX-4000_MY-60_TuneCP5_13TeV-madgraph-pythia8/RunIISummer20UL16MiniAODv2-106X_mcRun2_asymptotic_v17-v2/MINIAODSIM
DOI: 10.5281/zenodo.12634114
title: Dataset related to article "Neonicotinoid pesticides affect developing neurons in experi-mental mouse models and in human induced pluripotent stem cell (iPSC)-derived neural cultures and organoids"
DOI: 10.5281/zenodo.13743052
title: Data and code for "Human neural dynamics of real-world and imagined navigation"

description: Please download the zip file

Unzip it on your computer

Run the plot_FigureX.m scripts in Matlab

The scripts generate the panels for the manuscript's figures

Figure panels are saved in subfolders for your review
DOI: 10.5281/zenodo.14293431
title: Integration of clinical, pathological, radiological, and transcriptomic data improves prediction for first-line immunotherapy outcome in metastatic non-small cell lung cancer

description: This repository contains the radiomic, pathomic, and transcriptomic features used in: "Integration of clinical, pathological, radiological, and transcriptomic data improves prediction for first-line immunotherapy outcome in metastatic non-small cell lung cancer"

The cohort includes 317 metastatic non-small cell lung cancer (NSCLC) patients treated with first-line immunotherapy (pembrolizumab), with or without concomitant chemotherapy, at Institut Curie (Paris, France). At baseline, the following data were collected:



Clinical information from routine care

18F-FDG PET/CT scans, from which radiomic features were extracted

Digitized pathological slides, from which pathomic features were extracted

Bulk RNA-seq profiles from solid biopsies, from which transcriptomic features were extracted


These features were used as inputs to multimodal machine learning pipelines designed to predict immunotherapy outcomes.

Clinical data availability: Due to patient privacy requirements, curated clinical data could not be shared in this repository. They are available upon request to Nicolas Girard and Emmanuel Barillot. Immunotherapy outcomes (i.e., OS, PFS, and best observed RECIST response) are available in this repository.

* Please refer to README.md for more details about each modality as well as contact information

* Associated journal article: Captier, N., Lerousseau, M., Orlhac, F. et al. Integration of clinical, pathological, radiological, and transcriptomic data improves prediction for first-line immunotherapy outcome in metastatic non-small cell lung cancer. Nat Commun 16, 614 (2025).
DOI: 10.7910/dvn/ufqpif
title: A12_23892.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/926f59ec-5f7f-4169-a2e9-5a5db173af88'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/926f59ec-5f7f-4169-a2e9-5a5db173af88
DOI: 10.7910/dvn/m9ljt8
title: A12_23893.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/82c194ba-b6cd-4a98-b2ec-857bf025ed7c'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/82c194ba-b6cd-4a98-b2ec-857bf025ed7c
DOI: 10.7910/dvn/mspyz5
title: A12_23894.JPG

description: Link to OCHRE database: &lt;a href = ''http://pi.lib.uchicago.edu/1001/org/ochre/3ce07914-8444-407e-a663-74a581aed2b1'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/3ce07914-8444-407e-a663-74a581aed2b1