{"id":152383,"date":"2025-06-02T15:09:26","date_gmt":"2025-06-02T15:09:26","guid":{"rendered":"https:\/\/www.europesays.com\/uk\/152383\/"},"modified":"2025-06-02T15:09:26","modified_gmt":"2025-06-02T15:09:26","slug":"phylogenetic-inference-reveals-clonal-heterogeneity-in-circulating-tumor-cell-clusters","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/uk\/152383\/","title":{"rendered":"Phylogenetic inference reveals clonal heterogeneity in circulating tumor cell clusters"},"content":{"rendered":"<p>Inclusion criteria and ethical considerations<\/p>\n<p>Between 7.5 and 15\u2009ml of patient blood in EDTA vacutainers was collected upon written informed patient consent. All specimens were obtained at the University Hospital Basel under ethical approval from the Ethics Committee Northwestern and Central Switzerland (EKNZ), in accordance with the Declaration of Helsinki (protocols EKNZ BASEC 2016-00067, EKNZ 2014-329 and EK 321\/10). The patients did not receive any participant compensation. The clinical characteristics of interrogated patients with cancer are included in Supplementary Table <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"supplementary material anchor\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#MOESM3\" target=\"_blank\" rel=\"noopener\">1<\/a>. All mouse experiments were carried out according to institutional and cantonal guidelines (mouse protocol 33688, approved by the cantonal veterinary office of Zurich).<\/p>\n<p>Cell culture<\/p>\n<p>MDA-MB-231 lung metastatic variant 2 (LM2) human breast cancer cells (obtained from J. Massagu\u00e9, Memorial Sloan Kettering Cancer Center) were grown in Dulbecco\u2019s Modified Eagle Medium\/Nutrient Mixture F-12 (Gibco, 11330032) supplemented with 10% FBS (Gibco, A5256801) and 1\u00d7 Antibiotic\u2013Antimycotic (Gibco, 15240062) in a humidified incubator at 37\u2009\u00b0C with 20% O2 and 5% CO2. Human CTC-derived BR16 cells were generated as previously described<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 28\" title=\"Yu, M. et al. Ex vivo culture of circulating breast tumor cells for individualized testing of drug susceptibility. Science 345, 216&#x2013;220 (2014).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR28\" id=\"ref-link-section-d8586208e1129\" target=\"_blank\" rel=\"noopener\">28<\/a> from a patient with hormone receptor-positive breast cancer at the University Hospital Basel and propagated as suspension cultures in a humidified incubator at 37\u2009\u00b0C with 5% O2 and 5% CO2. LM2 and BR16 cells were labeled with a GFP-luciferase construct through lentiviral transduction. Cell lines do not belong to the list of commonly misidentified cell lines (International Cell Line Authentication Committee) and were confirmed negative for common contaminating microorganisms, including mycoplasma, by an independent laboratory. Cells were not authenticated as authentication is not applicable for the BR16 and LM2 cell lines.<\/p>\n<p>Molecular barcoding of LM2 cells<\/p>\n<p>For barcoding experiments, LM2-GFP-luciferase cells were transduced with the CloneTracker XP 5M Barcode-3\u2032 Library in vector pScribe4M-RFP-Puro (Cellecta, BCXP5M3RP-1S-V), containing 4.8 million unique barcode combinations packaged into lentiviral particles. Cells were transduced at a multiplicity of infection below 0.1 to obtain a high proportion of cells with a single, unique barcode integration. Seventy-two hours after lentiviral transduction, barcoded cells were selected based on red fluorescent protein (RFP) signal via fluorescence-activated cell sorting and immediately processed for transplantation into mice.<\/p>\n<p>Mouse experiments<\/p>\n<p>All mouse experiments were carried out according to institutional and cantonal guidelines (mouse protocol number 33688, approved by the cantonal veterinary office of Zurich). Experimental endpoints specified in our approved license, comprising tumor-related factors, as well as behavioral and appearance-related factors, were closely monitored. The tumor size never exceeded the maximum permitted limit of 2,800\u2009mm3. Replacement, reduction and refinement (3R) principles were considered and complied with throughout all experiments. Female NSG mice were purchased from The Jackson Laboratory and kept in pathogen-free conditions in a controlled environment with a room temperature maintained at 22\u2009\u00b1\u20092\u2009\u00b0C and relative humidity at 55\u2009\u00b1\u200910%, according to institutional guidelines. Animals were kept under a standard 12-h light\/12-h dark photoperiod.<\/p>\n<p>Orthotopic breast cancer lesions were generated in eight-week-old to ten-week-old NSG females upon injection of 106 LM2-GFP-luciferase or BR16-GFP-luciferase cells into the mammary fat pad. In both cases, breast cancer cells were inoculated in 100\u2009\u03bcl of 50% Cultrex Reduced Growth Factor Basement Membrane Extract, Type 2, PathClear (BME, R&amp;D Biosystems, 3533-010-02) in Dulbecco\u2019s PBS (Gibco, 14190144). Terminal blood draws through cardiac puncture for CTC analysis were performed after four to five weeks for LM2-NSG and five months for Br16-CDX-NSG models.<\/p>\n<p>For barcoding experiments, barcoded LM2-GFP-luciferase cells were inoculated in a 1:1 mix of BME and DPBS at densities corresponding to 102, 103, 104 and 5\u2009\u00d7\u2009104 cells in 100\u2009\u03bcl. Orthotopic breast cancer lesions of varying barcode complexities were induced upon injection of 100\u2009\u03bcl of generated cell suspensions into the mammary fat pad of female NSG mice. All animals were injected and sacrificed synchronically to prevent variability due to circadian fluctuations. No animals or data points were excluded from the analysis.<\/p>\n<p>CTC capture and immunofluorescence staining<\/p>\n<p>Patient-derived CTCs were captured from unprocessed peripheral blood samples using the FDA-approved microfluidic device Parsortix (ANGLE) equipped with Cell Separation Cassettes (ANGLE, GEN3D6.5). In-cassette staining was performed with antibodies against EpCAM-AF488 (1:50; Cell Signaling Technology, CST5198), HER2-AF488 (1:50; BioLegend, 324410), EGFR-FITC (1:25; GeneTex, GTX11400) and CD45-BV605 (1:25; BioLegend, 304042). Mouse-derived CTCs were captured from 0.8 to 1.2\u2009ml of blood in EDTA tubes (Sarstedt, 41.3395.005) collected through cardiac heart puncture using the Parsortix Cell Separation System as described above and identified based on GFP expression due to stable expression of a GFP-Luciferase reporter. Anti-CD45 staining was carried out to identify CD45-positive cells within the cassette. Microscopic images were processed using the Fiji image processing software (v2.14.0).<\/p>\n<p>For barcoding experiments, CTCs were identified based on the expression of both GFP and RFP, due to stable RFP expression from the integrated barcode cassette. All CTCs were released from Cell Separation Cassettes in reversed flow direction with Dulbecco\u2019s PBS onto ultra-low-attachment plates (Corning, 3471-COR) for downstream procedures.<\/p>\n<p>Micromanipulation of CTCs and CTC clusters<\/p>\n<p>Whenever possible, CTC clusters for exome sequencing were mechanically dissociated through gentle micromanipulation (CellCelector, ALS). Individual cells from dissociated CTC clusters, intact CTC clusters and single CTCs were aspirated using the automated single-cell picking system CellCelector (ALS) and deposited into individual PCR tubes (Axygen, 21-032-501) containing 2.5\u2009\u03bcl RLT Plus lysis buffer (Qiagen, 1053393) and 1\u2009U\u2009\u03bcl\u22121 SUPERase In RNase Inhibitor (Invitrogen, AM2694). Samples were immediately frozen on dry ice and kept at \u221280\u2009<b>\u00b0<\/b>C until further processing.<\/p>\n<p>For barcoding experiments, intact CTC clusters were picked as described above and deposited into individual PCR tubes containing 1\u2009\u03bcl of oligo-dT primer, 1\u2009\u03bcl of dNTP mix and 2.3\u2009\u03bcl of cell lysis buffer (0.2% (vol\/vol) Triton X-100 (Sigma-Aldrich, X-100) and 2\u2009U\u2009\u03bcl\u22121 SUPERase In RNase Inhibitor). Samples were immediately frozen on dry ice and transferred to \u221280 \u00b0C until further processing. All pre-PCR steps were carried out in a PCR cabinet with laminar air flow to reduce environmental contamination.<\/p>\n<p>Primary tumor processing<\/p>\n<p>Barcoded primary tumors were surgically resected from mice after terminal blood sampling, transferred to 50\u2009ml screw-cap tubes (Sarstedt, 62.547.254) containing precooled CO2-Independent Medium (Gibco, 18045-088) and stored on ice until further processing. Subsequently, tumor tissue was transferred to Lysing Matrix S tubes (MP Biomedicals, 116925500) and homogenized on a Precellys 24 tissue homogenizer (Bertin Technologies) for 2\u2009\u00d7\u200920\u2009s at 5,500\u2009rpm. Homogenized tumor tissue was transferred to 50\u2009ml screw-cap tubes and lysed in 18\u2009ml of tissue lysis buffer (40\u2009mM TRIS pH 8, 1% SDS and 50\u2009mM EDTA) supplemented with 100\u2009\u03bcl Proteinase K (Qiagen, 19133) with constant shaking at 55\u2009\u00b0C overnight. The next day, 100\u2009\u03bcl of 100\u2009mg ml\u22121 RNAse A (Qiagen, 19101) was added; tubes were thoroughly mixed through inversion and incubated with constant shaking for 30\u2009min at 37\u2009\u00b0C. After that, tubes were immediately chilled on ice before the addition of 9\u2009ml precooled 7.5\u2009M ammonium acetate solution (Sigma-Aldrich, A2706), followed by thorough mixing through inversion of tubes and rigorous vortexing for 1\u2009min at full speed to reduce the molecular weight of DNA. Subsequently, the tubes were centrifuged at 4,400g for 10\u2009min at 4\u2009\u00b0C to precipitate salts and proteins. DNA was recovered from the supernatant by decanting on top of 20\u2009ml of 100% isopropanol in a fresh 50\u2009ml tube. Tubes were mixed by inversion 50 times and centrifuged at 4,400g for 15\u2009min at 4\u2009\u00b0C to pellet DNA. Supernatants were discarded and DNA pellets were purified twice with precooled 70% ethanol. Ethanol was removed and DNA pellets were dissolved in TE buffer (Invitrogen, 12090015) over constant agitation. Dissolved DNA samples were sheared in 1\u2009ml AFA Fiber milliTUBEs (Covaris, 520135) on a LE220-plus instrument (Covaris) for 60\u2009s with 200 cycles per burst, a duty factor of 10% and a peak incident power of 450 to reduce the molecular weight of DNA and increase PCR efficiency.<\/p>\n<p>Exome sequencing<\/p>\n<p>Exome sequencing of CTC samples was performed based on the previously published G&amp;T-seq protocol<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 29\" title=\"Macaulay, I. C. et al. Separation and parallel sequencing of the genomes and transcriptomes of single cells using G&amp;T-seq. Nat. Protoc. 11, 2081&#x2013;2103 (2016).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR29\" id=\"ref-link-section-d8586208e1227\" target=\"_blank\" rel=\"noopener\">29<\/a>. Genomes and transcriptomes of lysed cells were separated, and genomes were amplified using the GenomiPhi V3 Ready-To-Go DNA Amplification Kit (Cytiva, 25-6601-97). Libraries were prepared using the Nextera XT DNA Library Preparation Kit (Illumina, FC-131-1096); exomes were enriched using the SureSelect XT Human All Exon v6\u2009+\u2009Cosmic Kit (Agilent Technologies, 5190-9308) and sequenced on a HiSeq 2500 instrument (Illumina) in 100\u2009bp paired-end mode.<\/p>\n<p>Exome sequencing analysis<\/p>\n<p>Paired-end reads were aligned to the GRCh38 human reference using BWA-mem algorithm (v0.7.15)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 30\" title=\"Li, H. &amp; Durbin, R. Fast and accurate short read alignment with Burrows&#x2013;Wheeler transform. Bioinformatics 25, 1754&#x2013;1760 (2009).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR30\" id=\"ref-link-section-d8586208e1239\" target=\"_blank\" rel=\"noopener\">30<\/a> and sorted using SAMtools (v.1.7)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 31\" title=\"Li, H. et al. The sequence alignment\/map format and SAMtools. Bioinformatics 25, 2078&#x2013;2079 (2009).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR31\" id=\"ref-link-section-d8586208e1243\" target=\"_blank\" rel=\"noopener\">31<\/a>. Xenograft samples were additionally aligned to the GRCm38 mouse reference genome and assigned to either human or mouse using Disambiguate (v1.0.0)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 32\" title=\"Ahdesm&#xE4;ki, M. J., Gray, S. R., Johnson, J. H. &amp; Lai, Z. Disambiguate: an open-source application for disambiguating two species in next generation sequencing data from grafted samples. F1000Res. 5, 2741 (2016).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR32\" id=\"ref-link-section-d8586208e1247\" target=\"_blank\" rel=\"noopener\">32<\/a>. Reads identified as mouse were removed from subsequent analysis. Deduplication of reads was performed on a per-sample basis using Picard MarkDuplicates (v.2.9.2), and local realignment was performed using the Genome Analysis Toolkit IndelRealigner (v.3.7.0)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 33\" title=\"DePristo, M. A. et al. A framework for variation discovery and genotyping using next-generation DNA sequencing data. Nat. Genet. 43, 491&#x2013;498 (2011).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR33\" id=\"ref-link-section-d8586208e1251\" target=\"_blank\" rel=\"noopener\">33<\/a> at the sample and donor level to improve alignment accuracy around indels. Quality control as well as coverage and exome enrichment statistics were generated using FastQC (v.0.11.8), CollectHsMetrics from Picard suite (v.2.9.0) and QualiMap (v.2.2.1)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 34\" title=\"Okonechnikov, K., Conesa, A. &amp; Garc&#xED;a-Alcalde, F. Qualimap 2: advanced multi-sample quality control for high-throughput sequencing data. Bioinformatics 32, 292&#x2013;294 (2016).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR34\" id=\"ref-link-section-d8586208e1255\" target=\"_blank\" rel=\"noopener\">34<\/a> and visualized using MultiQC (v.0.8)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 35\" title=\"Ewels, P., Magnusson, M., Lundin, S. &amp; K&#xE4;ller, M. MultiQC: summarize analysis results for multiple tools and samples in a single report. Bioinformatics 32, 3047&#x2013;3048 (2016).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR35\" id=\"ref-link-section-d8586208e1260\" target=\"_blank\" rel=\"noopener\">35<\/a>. Mpileup files were generated with SAMtools (parameters: -q 40 -Q 30) at donor level, and variants were called using SCI\u03a6 on all samples from the same donor simultaneously.<\/p>\n<p>Genetic variant annotation<\/p>\n<p>The variant annotation and effect prediction tool SnpEff (v.5.2a)<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 36\" title=\"Cingolani, P. et al. A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w1118; iso-2; iso-3. Fly 6, 80&#x2013;92 (2012).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR36\" id=\"ref-link-section-d8586208e1272\" target=\"_blank\" rel=\"noopener\">36<\/a> was used to classify observed genetic variants by putative impact on protein functionality, using default parameters and variant calling format files as input. The Cancer Genome Interpreter web tool was used to analyse genetic variants by their predicted oncogenic capacity<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 37\" title=\"Tamborero, D. et al. Cancer Genome Interpreter annotates the biological and clinical relevance of tumor alterations. Genome Med. 10, 25 (2018).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR37\" id=\"ref-link-section-d8586208e1276\" target=\"_blank\" rel=\"noopener\">37<\/a>.<\/p>\n<p>Barcode sequencing<\/p>\n<p>Amplified cDNA was obtained for individual CTC cluster samples following the previously published SmartSeq2 protocol<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 38\" title=\"Picelli, S. et al. Full-length RNA-seq from single cells using Smart-seq2. Nat. Protoc. 9, 171&#x2013;181 (2014).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR38\" id=\"ref-link-section-d8586208e1289\" target=\"_blank\" rel=\"noopener\">38<\/a>. Barcode loci were amplified from purified cDNA (CTC cluster samples) or sheared gDNA (primary tumor samples) using the KAPA HiFi HotStart ReadyMix (Kapa Biosystems, KK2602) supplemented with 5% (vol\/vol) DMSO and a set of equimolar pools of staggered primers flanking the barcode locus (final concentration of pools\u2009=\u2009300\u2009nM), following cycling conditions according to the manufacturer&#8217;s recommendations with a primer annealing temperature of 63.5\u2009\u00b0C. Barcode amplicon samples were then submitted to a second PCR step to introduce unique dual indexes, sequencing primer-binding sites and Illumina adapter sequences P5 and P7. All primers used are listed in Supplementary Table <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"supplementary material anchor\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#MOESM3\" target=\"_blank\" rel=\"noopener\">3<\/a>. All PCR steps were performed in a T100 Thermal Cycler (Bio-Rad). Final amplicons were purified using AMPure XP Beads (Beckman Coulter, A63881) and sequenced on an Illumina NovaSeq instrument in 150-base-pair paired-end mode to generate files in FASTQ format.<\/p>\n<p>Barcode analysis<\/p>\n<p>Reads in FASTQ files were aligned to barcode reference sequences using bowtie2 (v2.5.1; parameters: &#8211;local &#8211;score-min L,130,0), considering only reads aligning in full length without mismatch. Resulting SAM files were sorted using Samtools sort (v1.16.1), and the number of read segments mapped to each barcode reference sequence was counted using Samtools idxstats (v1.16.1). The resulting barcode count files were processed in R (v4.2.3, R Foundation for Statistical Computing) for secondary analyses. Taking into consideration an expected single barcode integration event per cell, samples were removed from downstream analyses when the smallest number of distinct barcodes accumulating 90% of total aligned reads was higher than the expected number of cells in the sample, indicating profound background noise contribution as seen in negative control samples. CTC cluster samples were classified as monoclonal or oligoclonal based on the detected barcode distribution, taking into consideration the read count of the most abundant barcode relative to the second most abundant barcode and the number of cells in the corresponding CTC cluster sample. A CTC cluster was determined to be monoclonal whenever the read proportion of the most dominant barcode exceeded the read proportion of the second most abundant barcode multiplied by the number of cells in the cluster. Otherwise, the CTC cluster was determined to be oligoclonal.<\/p>\n<p>Statistics and reproducibility<\/p>\n<p>Statistical testing and visualizations were conducted in R (v4.2.3, R Foundation for Statistical Computing). Graphical illustrations in Figs. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#Fig1\" target=\"_blank\" rel=\"noopener\">1a\u2013c<\/a> and <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#Fig2\" target=\"_blank\" rel=\"noopener\">2a<\/a> and Extended Data Figs. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#Fig4\" target=\"_blank\" rel=\"noopener\">2a<\/a> and <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#Fig5\" target=\"_blank\" rel=\"noopener\">3b<\/a> were generated using BioRender.com and Adobe Illustrator. No statistical method was used to predetermine sample size. For mouse experiments, sample sizes were determined in accordance with the 3R principles and consistent with those reported in previous publications<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 13\" title=\"Szczerba, B. M. et al. Neutrophils escort circulating tumour cells to enable cell cycle progression. Nature 566, 553&#x2013;557 (2019).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR13\" id=\"ref-link-section-d8586208e1324\" target=\"_blank\" rel=\"noopener\">13<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 24\" title=\"Diamantopoulou, Z. et al. The metastatic spread of breast cancer accelerates during sleep. Nature 607, 156&#x2013;162 (2022).\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#ref-CR24\" id=\"ref-link-section-d8586208e1327\" target=\"_blank\" rel=\"noopener\">24<\/a>. No data were excluded from the analyses. All mice were randomized before experiments and blindly selected before tumor cell injection. Two independent animal experiments were performed, confirming the reproducibility of our findings.<\/p>\n<p>Reporting summary<\/p>\n<p>Further information on research design is available in the <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"supplementary material anchor\" href=\"http:\/\/www.nature.com\/articles\/s41588-025-02205-2#MOESM2\" target=\"_blank\" rel=\"noopener\">Nature Portfolio Reporting Summary<\/a> linked to this article.<\/p>\n","protected":false},"excerpt":{"rendered":"Inclusion criteria and ethical considerations Between 7.5 and 15\u2009ml of patient blood in EDTA vacutainers was collected upon&hellip;\n","protected":false},"author":2,"featured_media":152384,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3846],"tags":[3971,3973,3967,1378,3970,3972,3968,267,12371,3969,70,16,15],"class_list":{"0":"post-152383","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-genetics","8":"tag-agriculture","9":"tag-animal-genetics-and-genomics","10":"tag-biomedicine","11":"tag-breast-cancer","12":"tag-cancer-research","13":"tag-gene-function","14":"tag-general","15":"tag-genetics","16":"tag-genome-informatics","17":"tag-human-genetics","18":"tag-science","19":"tag-uk","20":"tag-united-kingdom"},"share_on_mastodon":{"url":"https:\/\/pubeurope.com\/@uk\/114614407241196912","error":""},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/posts\/152383","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/comments?post=152383"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/posts\/152383\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/media\/152384"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/media?parent=152383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/categories?post=152383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/uk\/wp-json\/wp\/v2\/tags?post=152383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}