cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8weabk
title: Occurrence Download

description: A dataset containing 46401 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physella acuta"
 ]
}

 The dataset includes 46401 records from 509 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033519-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-ouc113171655
title: Daily Trojan, vol. 55, no. 25, Oct 25, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 25, October 25, 1963.
DOI: 10.25549/uschist-ouc113171700
title: Daily Trojan, vol. 55, no. 34, Nov 8, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 34, November 8, 1963.
DOI: 10.25549/uschist-ouc113171640
title: Daily Trojan, vol. 55, no. 44, Nov 22, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 44, November 22, 1963.
DOI: 10.25549/uschist-ouc113171094
title: Daily Trojan, vol. 54, no. 52, Dec 12, 1962

description: University of Southern California Daily Trojan, vol. 54, no. 52, December 12, 1962.
DOI: 10.25549/uschist-ouc113171886
title: Daily Trojan, vol. 54, no. 59, Feb 6, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 59, February 6, 1963.
DOI: 10.25549/uschist-ouc113171842
title: Daily Trojan, vol. 54, no. 66, Feb 20, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 66, February 20, 1963.
DOI: 10.25549/uschist-ouc113171798
title: Daily Trojan, vol. 54, no. 73, Mar 1, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 73, March 1, 1963.
DOI: 10.25549/uschist-ouc113171790
title: Daily Trojan, vol. 54, no. 76, Mar 6, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 76, March 6, 1963.
DOI: 10.25549/uschist-ouc113171863
title: Daily Trojan, vol. 55, no. 2, Sep 24, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 2, September 24, 1963.
DOI: 10.25549/uschist-ouc113171869
title: Daily Trojan, vol. 55, no. 3, Sep 25, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 3, September 25, 1963.
DOI: 10.25549/uschist-ouc113171765
title: Daily Trojan, vol. 55, no. 19, Oct 17, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 19, October 17, 1963.
DOI: 10.25549/uschist-ouc113171758
title: Daily Trojan, vol. 55, no. 20, Oct 18, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 20, October 18, 1963.
DOI: 10.25549/uschist-ouc113171701
title: Daily Trojan, vol. 55, no. 28, Oct 31, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 28, October 31, 1963.
DOI: 10.25549/uschist-ouc113171740
title: Daily Trojan, vol. 55, no. 48, Dec 4, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 48, December 4, 1963.
DOI: 10.25549/uschist-ouc113171736
title: Daily Trojan, vol. 55, no. 55, Dec 13, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 55, December 13, 1963.
DOI: 10.25549/uschist-ouc113172072
title: Daily Trojan, vol. 55, no. 64, Feb 17, 1964

description: University of Southern California Daily Trojan, vol. 55, no. 63 [sic, i.e. 64], February 17, 1964.
DOI: 10.25549/uschist-ouc113172165
title: Daily Trojan, vol. 55, no. 74, Mar 2, 1964

description: University of Southern California Daily Trojan, vol. 55, no. 73 [sic, i.e. 74], March 2, 1964. This exemplar lacks a complete page 4.
DOI: 10.25549/uschist-ouc113172087
title: Daily Trojan, vol. 55, no. 84, Mar 16, 1964

description: University of Southern California Daily Trojan, vol. 55, no. 83 [sic, i.e. 84], March 16, 1964.
DOI: 10.5067/lis/lis/data601
title: Lightning Imaging Sensor (LIS) on TRMM Backgrounds V5
DOI: 10.25549/uschist-ouc113171880
title: Daily Trojan, vol. 54, no. 77, Mar 7, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 77, March 7, 1963.
DOI: 10.25549/uschist-ouc113171875
title: Daily Trojan, vol. 54, no. 82, Mar 15, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 82, March 15, 1963.
DOI: 10.25549/uschist-ouc113171979
title: Daily Trojan, vol. 54, no. 87, Mar 22, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 87, March 22, 1963.
DOI: 10.25549/uschist-ouc113172061
title: Daily Trojan, vol. 54, no. 90, Mar 27, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 90, March 27, 1963.
DOI: 10.25549/uschist-ouc113171968
title: Daily Trojan, vol. 54, no. 91, Mar 28, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 91, March 28, 1963.
DOI: 10.25549/uschist-ouc113172013
title: The New York Trojan, vol. 54, no. 93, Apr 1, 1963

description: The New York Trojan, vol. 54, no. 93, April 1, 1963.
DOI: 10.25549/uschist-ouc113172063
title: Daily Trojan, vol. 54, no. 94, Apr 2, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 94, April 2, 1963.
DOI: 10.25549/uschist-ouc113172011
title: Daily Trojan, vol. 54, no. 101, Apr 19, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 101, April 19, 1963.
DOI: 10.25549/uschist-ouc113171808
title: Daily Trojan, vol. 54, no. 114, May 8, 1963

description: University of Southern California Daily Trojan, vol. 54, no. 114, May 8, 1963.
DOI: 10.25549/uschist-ouc113171866
title: Summer Trojan, vol. 13, no. 2, June 27, 1963

description: University of Southern California Summer Trojan, vol. 13, no. 2, June 27, 1963.
DOI: 10.25549/uschist-ouc113098799
title: Daily Trojan, vol. 47, no. 54, Dec 2, 1955

description: Southern California Daily Trojan, vol. 47, no. 53 [sic i.e. 54], December 2, 1955.
DOI: 10.25549/uschist-ouc113098807
title: Daily Trojan, vol. 47, no. 59, Dec 9, 1955

description: Southern California Daily Trojan, vol. 47, no. 58 [sic i.e. 59], December 9, 1955.
DOI: 10.25549/uschist-ouc113098868
title: Daily Trojan, vol. 47, no. 64, Dec 16, 1955

description: Southern California Daily Trojan, vol. 47, no. 63 [sic i.e. 64], December 16, 1955.
DOI: 10.25549/uschist-ouc113098731
title: Daily Trojan, vol. 47, no. 80, Feb 21, 1956

description: Southern California Daily Trojan, vol. 47, no. 79 [sic i.e. 80], February 21, 1956.
DOI: 10.25549/uschist-ouc113098713
title: Daily Trojan, vol. 47, no. 84, Feb 27, 1956

description: Southern California Daily Trojan, vol. 47, no. 83 [sic i.e. 84], February 27, 1956.
DOI: 10.25549/uschist-ouc113171706
title: Summer Trojan, vol. 13, no. 4, July 8, 1963

description: University of Southern California Summer Trojan, vol. 13, no. 4, July 8, 1963.
DOI: 10.5281/zenodo.18719809
title: USE OF INFOGRAPHICS IN STUDYING THE FORCE OF FRICTION
DOI: 10.5281/zenodo.18719810
title: USE OF INFOGRAPHICS IN STUDYING THE FORCE OF FRICTION
DOI: 10.25549/uschist-ouc113171749
title: Summer Trojan, vol. 13, no. 5, July 10, 1963

description: University of Southern California Summer Trojan, vol. 13, no. 5, July 10, 1963.
DOI: 10.25549/uschist-ouc113171674
title: Summer Trojan, vol. 13, no. 9, July 24, 1963

description: University of Southern California Summer Trojan, vol. 13, no. 9, July 24, 1963.
DOI: 10.25549/uschist-ouc113171793
title: Daily Trojan, vol. 55, no. 1, Sep 16, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 1, September 16, 1963.
DOI: 10.25549/uschist-ouc113171779
title: Daily Trojan, vol. 55, no. 4, Sep 26, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 4, September 26, 1963. This exemplar lacks page 4.
DOI: 10.15468/dl.fnfm3u
title: Occurrence Download

description: A dataset containing 158831 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithobates catesbeianus"
 ]
}

 The dataset includes 158831 records from 360 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033499-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-ouc113099045
title: Daily Trojan, vol. 47, no. 117, Apr 19, 1956

description: Southern California Daily Trojan, vol. 47, no. 116 [sic i.e. 117], April 19, 1956.
DOI: 10.25549/uschist-ouc113099019
title: Daily Trojan, vol. 47, no. 124, Apr 30, 1956

description: Southern California Daily Trojan, vol. 47, no. 123 [sic i.e. 124], April 30, 1956.
DOI: 10.25549/uschist-ouc113098955
title: Daily Trojan, vol. 47, no. 128, May 4, 1956

description: Southern California Daily Trojan, vol. 47, no. 127 [sic i.e. 128], May 4, 1956.
DOI: 10.25549/uschist-ouc113098989
title: Daily Trojan, vol. 47, no. 129, May 7, 1956

description: Southern California Daily Trojan, vol. 47, no. 128 [sic i.e. 127], May 7, 1956.
DOI: 10.25549/uschist-ouc113098980
title: Daily Trojan, vol. 47, no. 137, May 17, 1956

description: Southern California Daily Trojan, vol. 47, no. 136 [sic i.e. 137], May 17, 1956.
DOI: 10.25549/uschist-ouc113171812
title: Daily Trojan, vol. 55, no. 9, Oct 3, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 9, October 3, 1963.
DOI: 10.25549/uschist-ouc113171695
title: Daily Trojan, vol. 55, no. 24, Oct 24, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 24, October 24, 1963.
DOI: 10.25549/uschist-ouc113171748
title: Daily Trojan, vol. 55, no. 29, Nov 1, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 29, November 1, 1963.
DOI: 10.25549/uschist-ouc113171652
title: Daily Trojan, vol. 55, no. 32, Nov 6, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 32, November 6, 1963.
DOI: 10.25549/uschist-ouc113171650
title: Daily Trojan, vol. 55, no. 42, Nov 20, 1963

description: University of Southern California Daily Trojan, vol. 55, no. 42, November 20, 1963.
DOI: 10.25549/uschist-ouc113098985
title: Daily Trojan, vol. 47, no. 138, May 18, 1956

description: Southern California Daily Trojan, vol. 47, no. 137 [sic i.e. 138], May 18, 1956.
DOI: 10.25549/uschist-ouc113098944
title: Summer News, vol. 11, no. 6, July 12, 1956

description: Summer News, vol. [11], no. 6, July 12, 1956.
DOI: 10.25549/uschist-ouc113098975
title: Daily Trojan, vol. 48, no. 1, Sep 18, 1956

description: Southern California Daily Trojan, vol. 48, no. 1, September 18, 1956.
DOI: 10.25549/uschist-ouc113098959
title: Daily Trojan, vol. 48, no. 5, Sep 27, 1956

description: Southern California Daily Trojan, vol. 48, no. 5, September 27, 1956.
DOI: 10.25549/uschist-ouc113098937
title: Daily Trojan, vol. 48, no. 6, Sep 28, 1956

description: Southern California Daily Trojan, vol. 48, no. 6, September 28, 1956.
DOI: 10.48580/d3qcy.v88
title: Revision of the genus Jezarotes Uchida (Hymenoptera: Ichneumonidae: Acaenitinae), with the description of a new species from Laos
DOI: 10.48580/d3qcx.v84
title: A remarkable new species of Trirammatus Chaudoir (Coleoptera: Carabidae: Pterostichini) from the Valdivian Forest of Chile
DOI: 10.48580/d3qct.v84
title: Trichomycterus giganteus (Siluriformes: Loricarioidea: Trichomycteridae): a new catfish from the Rio Guandu basin, southeastern Brazil
DOI: 10.48580/d3qcv.v81
title: New species of Medetera (Diptera: Dolichopodidae, Medeterinae) from Tibet
DOI: 10.48580/d3qcw.v80
title: Gymnotus ardilai: a new species of Neotropical electric fish (Ostariophysi: Gymnotidae) from the Rio Magdalena Basin of Colombia
DOI: 10.48580/d3qcp.v84
title: in the collection of H. Habeeb
DOI: 10.48580/d3qcq.v79
title: Description of the second fossil Baltic amber species of Monotomidae (Coleoptera: Cucujoidea)
DOI: 10.48580/d3qcr.v85
title: A synopsis of the Castniidae (Lepidoptera) of Trinidad and Tobago
DOI: 10.48580/d3qcs.v82
title: Serromyia diabolica, a new biting midge species from Lebanon (Diptera: Ceratopogonidae)
DOI: 10.48580/d3qcj.v80
title: Description of immature stages of three species of American Cetoniinae (Coleoptera: Scarabaeidae: Cetoniinae)
DOI: 10.48580/d3qcl.v76
title: The Sarcophagidae (Insecta: Diptera) described by Chien-ming Chao and Xue-zhong Zhang
DOI: 10.48580/d3qcd.v76
title: New species of Bombylioidea in Mario Bezzi’s Unpublished Hungarian Museum Manuscript
DOI: 10.48580/d3qcg.v83
title: Two new species of Anthaxia Eschscholtz, 1829 from the A. salicis (Fabricius, 1776) species­group (Coleoptera: Buprestidae)
DOI: 10.48580/d3qch.v80
title: A new cleaner goby of the genus Elacatinus (Teleostei: Gobiidae), from Trindade Island, off Brazil
DOI: 10.48580/d3qc6.v82
title: A revision of Oocyclus Sharp of Mexico and Central America (Coleoptera: Hydrophilidae)
DOI: 10.48580/d3qc8.v80
title: Phloeocharis subtilissima Mannerheim (Staphylinidae: Phloeo­ charinae) and Cephennium gallicum Ganglbauer (Scydmaenidae) new to North America: a case study in the introduction of exotic Coleoptera to the port of Halifax, with new records of other species
DOI: 10.48580/d3qc9.v79
title: Revision of Affecauda Hall & Chambers, 1999 (Digenea: Gyliauchenidae Fukui, 1929), including the description of two new species from fishes of the Indo­West Pacific
DOI: 10.48580/d3qcc.v80
title: New or rare Madagascar tiger beetles — 9. Two new species of the genus Physodeutera Lacordaire, with revised keys to the species of subgenera Diarrhiza Jeannel and Minideutera Moravec (Coleoptera: Cicindelidae)
DOI: 10.48580/d3qbz.v84
title: Ceraspis jaliscoensis, a new species from México (Coleoptera: Scarabaeidae: Melolonthinae)
DOI: 10.48580/d3qc2.v82
title: Review of the genus Hyrtanella (Ephemeroptera: Ephemerellidae)
DOI: 10.48580/d3qc4.v81
title: A new hypogeal species of Oregmopyga Hoy (Hemiptera: Coccoidea: Eriococcidae) from southern California, U. S. A., and a key to species of the genus
DOI: 10.48580/d3qc5.v88
title: A new genus and species of delphacid planthopper (Hemiptera: Fulgoroidea: Delphacidae) from Central America with a preliminary regional species list
DOI: 10.48580/d3qbt.v81
title: First record of the family Heloridae (Hymenoptera: Proctotrupoidea) from Iran, with description of a new species
DOI: 10.48580/d3qbx.v83
title: The beetle family Carabidae of Costa Rica: The genus Epikastea Liebke of the Plochonida Group, with new Neotropical species and notes on their way of life (Insecta: Coleoptera, Lebiini, Agrina)
DOI: 10.48580/d3qby.v86
title: A new species of Schinia Hübner from riparian habitats in the Grand Canyon (Lepidoptera: Noctuidae: Heliothinae)
DOI: 10.17632/3z3rft4hn2
title: Imaging the time course of DNA damage response at a nonrepetitive endogenous locus

description: This dataset contains a subset of raw images from the published work titled "Imaging the time course of DNA damage response at a nonrepetitive endogenous locus" in Cell Reports Methods. The raw images are organized into zip folders according to the figure they correspond to in the manuscript. All images are in .nd2 format and consist of z-stack acquisitions with a step size of 0.35 μm. Most images feature U2OS cells. If RPE1 cells were used (Figure 4), this is indicated in the file name. HEK293T cells were used in Figure 2 to showcase fixation conditions with H2B staining. U2OS cells were used in Figure 2 with etoposide treatment. Each file represents a specific fixation time point following either vfCRISPR activation or electroporation with CRISPR-Cas9, denoted by labels such as 5m (5 minutes), 3h (3 hours), NL (No Light, indicating no vfCRISPR activation), NoEP (No Electroporation), or EP (Electroporation with CRISPR-Cas9). Labeling details include: ACTB and MUC4 loci - Cy5; 53BP1 and H2B - Alexa 555 (A555); γH2AX and BRCA1 - Alexa 488 (A488); Hoechst (DAPI). Fixation conditions in the Figure 2 folder are labeled as: M100 - Methanol; MAA - Methanol:Acetic Acid; M100toMAA - Methanol followed by Methanol:Acetic Acid. Etoposide treatment conditions are denoted as Control (DMSO) or concentrations ranging from 1-100 μM Etoposide. G1 and G2 synchronized U2OS cells are labeled accordingly in the folder for Figure 4.
DOI: 10.17632/3z3rft4hn2.1
title: Imaging the time course of DNA damage response at a nonrepetitive endogenous locus

description: This dataset contains a subset of raw images from the published work titled "Imaging the time course of DNA damage response at a nonrepetitive endogenous locus" in Cell Reports Methods. The raw images are organized into zip folders according to the figure they correspond to in the manuscript. All images are in .nd2 format and consist of z-stack acquisitions with a step size of 0.35 μm. Most images feature U2OS cells. If RPE1 cells were used (Figure 4), this is indicated in the file name. HEK293T cells were used in Figure 2 to showcase fixation conditions with H2B staining. U2OS cells were used in Figure 2 with etoposide treatment. Each file represents a specific fixation time point following either vfCRISPR activation or electroporation with CRISPR-Cas9, denoted by labels such as 5m (5 minutes), 3h (3 hours), NL (No Light, indicating no vfCRISPR activation), NoEP (No Electroporation), or EP (Electroporation with CRISPR-Cas9). Labeling details include: ACTB and MUC4 loci - Cy5; 53BP1 and H2B - Alexa 555 (A555); γH2AX and BRCA1 - Alexa 488 (A488); Hoechst (DAPI). Fixation conditions in the Figure 2 folder are labeled as: M100 - Methanol; MAA - Methanol:Acetic Acid; M100toMAA - Methanol followed by Methanol:Acetic Acid. Etoposide treatment conditions are denoted as Control (DMSO) or concentrations ranging from 1-100 μM Etoposide. G1 and G2 synchronized U2OS cells are labeled accordingly in the folder for Figure 4.
DOI: 10.17632/smxsjgx3tr
title: dataset

description: Indicated fields which must be completed before publishing
DOI: 10.17632/smxsjgx3tr.1
title: dataset

description: Indicated fields which must be completed before publishing
DOI: 10.17632/3gsmsshgbw.3
title: Supplementary data - Clinical and histopathologic features of nutritional deficiency dermatoses

description: Supplementary Table. Demographic and laboratory characteristics of all patients included with nutritional deficiency dermatoses (NDD).
DOI: 10.17632/h4zz8ytbrb
title: DataSet-Bridging the Gap: A Comprehensive Analytical Study of Traditional, Hybrid, and Explainable AI for Bridge Condition Prediction

description: The dataset is downloaded and selected sets used for the journal paper titled "Bridging the Gap: A Comprehensive Analytical Study of Traditional, Hybrid, and Explainable AI for Bridge Condition Prediction" by the same authors.
DOI: 10.17632/h4zz8ytbrb.1
title: DataSet-Bridging the Gap: A Comprehensive Analytical Study of Traditional, Hybrid, and Explainable AI for Bridge Condition Prediction

description: The dataset is downloaded and selected sets used for the journal paper titled "Bridging the Gap: A Comprehensive Analytical Study of Traditional, Hybrid, and Explainable AI for Bridge Condition Prediction" by the same authors.
DOI: 10.17632/956gt333hk.1
title: Bangladesh IoT Environmental Dataset (BIED)

description: The Bangladesh IoT Environmental Dataset (BIED) is a curated collection of realistic IoT sensor readings representing diverse environmental conditions across Bangladesh’s urban, rural, coastal, agricultural, and industrial regions.
It simulates continuous monitoring of critical environmental parameters such as temperature, humidity, air quality, CO₂ levels, soil moisture, and rainfall, following realistic diurnal, seasonal, and regional variations.
BIED aims to support AI, IoT, and environmental research by providing Bangladesh-contextualized sensor data suitable for analysis, prediction, and system validation.

Features:
1. Environmental Variables: Temperature (°C), Humidity (%), Air Quality Index (AQI), CO₂ (ppm), Soil Moisture (%), Rainfall (mm), Light Intensity (lux).
2. Temporal Resolution: Hourly readings over several simulated days.
3. Regional Coverage: Urban (Dhaka), Rural (Rajshahi), Coastal (Khulna), Industrial (Narayanganj), Agricultural (Bogura).
4. Sensor Behavior Modeling: Includes realistic drift, noise, and fluctuation patterns mimicking real-world sensor data.

Potential Applications: 
1. Smart Agriculture: Predict soil moisture and rainfall patterns for irrigation planning.
2. Smart City Systems: Model urban air quality and temperature control.
3. Climate Research: Analyze coastal zone trends and early warning modeling.
4. Anomaly Detection: Detect faulty sensor behaviors in IoT systems.
5. AI & TinyML Training: Build and deploy embedded ML models for environmental monitoring.
6. IoT Platform Testing: Validate IoT dashboards, edge computing systems, and cloud integration pipelines.
7. Data Structure: CSV format with timestamps, location tags, and sensor values.
8. Data Size: ~10,000+ records (customizable for research needs).
DOI: 10.17632/ts9g74fvhg
title: Dataset for "PD-L1 mRNA Expression Correlates with Tumor Growth Rate in Giant Cell Tumor of Bone: A Volumetric MRI Analysis"

description: This dataset contains de-identified clinical, imaging, and molecular data from 14 patients with extremity giant cell tumor of bone (GCTB) treated at a single tertiary center between January 2020 and December 2024. The dataset was generated to investigate the relationship between PD-L1 mRNA expression and MRI-based volumetric tumor growth rate.

The Excel file includes two sheets:
Clinical_Volumetric_Data – patient-level demographics, tumor site, preoperative denosumab use, volumetric MRI data (volumes, voxel parameters), and qPCR-derived ΔCt, ΔΔCt, and fold-change values.

PCR_Triplicate_Data – raw qPCR cycle threshold (Ct) values for PD-L1 and β-actin measured in triplicate for each sample.

ΔCt and ΔΔCt values were computed according to the 2^−ΔΔCt method, using β-actin as the endogenous reference and normal skeletal muscle as the control. Tumor growth rate was defined as the change in MRI-measured tumor volume between two preoperative scans divided by the interval in months.

All patient identifiers have been removed, and no protected health information is included. This dataset supports the findings reported in the corresponding manuscript, providing transparency and enabling further exploration of molecular–imaging correlations in GCTB.
DOI: 10.17632/ts9g74fvhg.1
title: Dataset for "PD-L1 mRNA Expression Correlates with Tumor Growth Rate in Giant Cell Tumor of Bone: A Volumetric MRI Analysis"

description: This dataset contains de-identified clinical, imaging, and molecular data from 14 patients with extremity giant cell tumor of bone (GCTB) treated at a single tertiary center between January 2020 and December 2024. The dataset was generated to investigate the relationship between PD-L1 mRNA expression and MRI-based volumetric tumor growth rate.

The Excel file includes two sheets:
Clinical_Volumetric_Data – patient-level demographics, tumor site, preoperative denosumab use, volumetric MRI data (volumes, voxel parameters), and qPCR-derived ΔCt, ΔΔCt, and fold-change values.

PCR_Triplicate_Data – raw qPCR cycle threshold (Ct) values for PD-L1 and β-actin measured in triplicate for each sample.

ΔCt and ΔΔCt values were computed according to the 2^−ΔΔCt method, using β-actin as the endogenous reference and normal skeletal muscle as the control. Tumor growth rate was defined as the change in MRI-measured tumor volume between two preoperative scans divided by the interval in months.

All patient identifiers have been removed, and no protected health information is included. This dataset supports the findings reported in the corresponding manuscript, providing transparency and enabling further exploration of molecular–imaging correlations in GCTB.
DOI: 10.17632/r467ppbgyt
title: How Digital Intelligence affect Export upgrading of Manufacturing industry: Firm-level evidence from China
DOI: 10.17632/r467ppbgyt.1
title: How Digital Intelligence affect Export upgrading of Manufacturing industry: Firm-level evidence from China