728 x 90

Hepatocytes promote liver metastasis of pancreatic cancer by providing serine – Nature

Hepatocytes promote liver metastasis of pancreatic cancer by providing serine – Nature

Human samples Snap-frozen and formalin-fixed paraffin-embedded (FFPE) liver tissue sections from de-identified patients with PDAC and individuals without PDAC were obtained from the Rapid Autopsy Program at the University of Nebraska Medical Center (UNMC), in accordance with institutional review board (IRB) approval (IRB 091-01). Written informed consent for the research use of these specimens was

Human samples

Snap-frozen and formalin-fixed paraffin-embedded (FFPE) liver tissue sections from de-identified patients with PDAC and individuals without PDAC were obtained from the Rapid Autopsy Program at the University of Nebraska Medical Center (UNMC), in accordance with institutional review board (IRB) approval (IRB 091-01). Written informed consent for the research use of these specimens was obtained from all participants in accordance with the approved protocol. To ensure specimen quality, organs were collected within 3 h post-mortem, after which tissues were either flash-frozen in liquid nitrogen or immediately fixed in formalin. For histological analyses, FFPE tissues were sectioned at a thickness of 4 μm and mounted onto charged glass slides. Tissue homogenates were prepared from snap-frozen samples using Lysis Buffer (R&D Systems, 895347) and a bead-based tissue lyser (TissueLyser LT; QIAGEN), according to the manufacturers’ protocols.

Immunohistochemistry and immunofluorescence (manual staining)

FFPE sections of mouse and human liver tissue (5 µm) were baked at 65 °C for 1 h, cooled to room temperature, deparaffinized in xylene and rehydrated through a graded ethanol series. Antigen retrieval was performed by heating sections in 0.05 M sodium citrate buffer (pH 6.0) for 20 min using a microwave oven. Endogenous peroxidase activity was quenched by incubation in 3% hydrogen peroxide in methanol for 10 min. Sections were blocked for 1 h at room temperature with 2.5% horse serum (Vector Laboratories, MP-7800-15) for immunohistochemistry (IHC) or with 10% normal goat serum (NGS; Vector Laboratories, S-1000-20) for immunofluorescence. Sections were incubated overnight at 4 °C in a humidified chamber with primary antibodies: anti-PHGDH (Sigma, HPA021241, 1:100), anti-albumin (Abcam, ab106582, 1:200), anti-CK19 (DSHB, TROMA-III, 1:100), anti-Ki67 (Abcam, ab15580, 1:400), and anti-FOXO3A (Cell Signaling Technology, 2497, 1:200).

For chromogenic IHC, signal detection was performed using the VECTASTAIN Elite ABC-HRP kit (Vector Laboratories, PK-6100) according to the manufacturer’s instructions, followed by development with the DAB Substrate Kit (Vector Laboratories, SK-4100). Sections were counterstained with haematoxylin (Vector Laboratories, H-3401), dehydrated through graded ethanol, cleared in xylene and mounted with Permount mounting medium (Thermo Fisher Scientific, SP15-100). Bright-field images were acquired using an Aperio digital slide scanner (Leica Biosystems) using a 20× objective lens. For immunofluorescence, sections were washed and incubated with fluorescently conjugated secondary antibodies (1:1,000, Supplementary Table 2) at room temperature for 1 h, followed by nuclear counterstaining with DAPI. Some samples that were included in analyses of liver weight or whole-section tumour burden were not included in immunostaining quantification when extensive necrosis, tissue disruption, poor section quality or staining artefacts prevented reliable assessment of marker-positive cells or staining intensity.

For quantification of PHGDH IHC intensity, chromogenic PHGDH IHC images were analysed using ImageScope (Leica Biosystems), as previously described6. Tumour and hepatocyte regions were annotated manually, and staining intensity was quantified using the Positive Pixel Count v.9 algorithm. Pixels were classified as negative (0–100), weak (100–175) or strong (175–200) on the basis of intensity thresholds. For quantification of PHGDH immunofluorescence intensity, images were analysed using ZEN lite (ZEISS, v.3.8.99) and Fiji (ImageJ 1.54g; Java 1.8.0_345) to measure fluorescence intensities. Colocalization analysis is described in ‘Colocalization analysis’ below. For mouse samples, five to eight randomly selected tissue sections per group were analysed for IHC. For human samples, all available patient specimens were included in the IHC analysis (n = 32 for normal liver samples and n = 32 for liver-metastasis samples). For immunofluorescence-based correlation analyses, three randomly selected individuals per group were analysed, with three fields per individual.

PGP9.5 immunohistochemistry (automated staining)

For PGP9.5 staining, 5-μm-thick sections were prepared and immunostained on a Leica BondRX automated stainer, according to the manufacturer’s instructions. In brief, tissues underwent deparaffinization online, followed by epitope retrieval for 20 min at 100 °C with Leica Biosystems ER1 (pH 6) solution (Leica, AR9961) and endogenous peroxidase activity blocking with H2O2. Sections were then incubated with primary antibodies against PGP9.5 (Abcam, ab108986) at a 1:350 dilution for 15 min at ambient temperature. Primary antibodies were detected with the anti-rabbit HRP-conjugated polymer and 3,3′-diaminobenzidine (DAB) substrate that are provided in the Leica BOND Polymer Refine Detection System (DS9800). Finally, samples were counterstained with haematoxylin, dehydrated and coverslipped with Permount. Slides were scanned at 40× on a Hamamatsu Nanozoomer (2.0-HT) whole-slide scanner using NDP.scan (v.3.4.2). For quantification of PGP9.5 IHC, 4–13 randomly selected fields per mouse at 40× magnification were analysed, depending on the size of the metastatic lesions, to determine the PGP9.5-positive area. Regions containing necrosis or overt non-specific staining were excluded from the analysis. Quantification of DAB-positive areas was performed using Fiji (ImageJ). Colour deconvolution (H-DAB) was applied to separate the DAB signal, followed by background subtraction and fixed thresholding applied uniformly across all images. The percentage of DAB-positive area relative to the total image area was calculated automatically. For each mouse, values are presented as the mean of the analysed fields. Statistical analysis was performed by one-way ANOVA followed by Holm–Šídák’s post-hoc multiple-comparison tests.

Colocalization analysis

Fluorescence imaging was performed on a ZEISS spinning-disk confocal microscope. DAPI was excited at 353 nm and emission was collected at 465 nm; albumin was excited at 488 nm and emission was collected at 509 nm; and FOXO3A was excited at 587 nm and emission was collected at 610 nm. Acquisition settings were kept constant across experimental conditions to enable direct comparison of signal intensity and colocalization. Colocalization between FOXO3A and nuclear DAPI staining was quantified using the Coloc 2 plug-in in Fiji (ImageJ, v.2.1.0). To minimize diffuse background signal, manual background subtraction was applied uniformly across images by subtracting an intensity value of 112 from the DAPI channel and 107 from the FOXO3A channel in human samples. In mouse samples, 73 was subtracted from the DAPI channel and 80 was subtracted from the FOXO3A channel across both images to reduce background and improve statistical colocalization. Regions of interest (ROIs) were drawn over nuclei with a strong DAPI signal to ensure analysis was restricted to areas with clear nuclear staining. Within each ROI, Coloc 2 was run to calculate colocalization statistics, including Pearson’s correlation coefficient and Spearman’s rank correlation. Default Coloc 2 settings were used unless otherwise noted. For mouse liver-metastasis samples treated with the CXCR2 inhibitor, DAPI staining occasionally appeared more diffuse than it did in vehicle-treated controls, which can reduce the dynamic range of pixel-intensity-based colocalization metrics (particularly Pearson’s correlation). Pearson’s and Spearman’s coefficients were therefore interpreted in conjunction with a qualitative assessment of FOXO3A signal distribution. In these samples, the FOXO3A signal in hepatocytes showed a round, punctate pattern consistent with nuclear localization.

Quantification of metastatic burden in the liver

Metastatic burden in the liver was quantified using H&E-stained sections. For each mouse, H&E-stained sections from multiple liver lobes were scanned at 20× magnification using an Aperio digital slide scanner (Leica Biosystems). Whole-slide H&E images were analysed using MetFinder, a deep-learning-based tool for automated quantification of metastatic tumour burden in mouse organs (https://metfinder.org/)27. MetFinder automatically annotated each whole-slide image into normal liver and metastatic tumour regions. The resulting heat maps were carefully inspected to verify appropriate annotation, and metastatic burden was calculated as the percentage of metastatic tumour area relative to the total liver section area.

Cell culture

The human pancreatic cancer cell lines PaTu8902 and MiaPaCa2 and the mouse hepatocyte cell line AML12 were obtained from the American Type Culture Collection (ATCC) or DSMZ. PaTu8902 and MiaPaCa2 cells were cultured in DMEM (Corning) supplemented with 10% fetal bovine serum (FBS; Atlanta Biologicals, S11550H). AML12 cells were maintained in DMEM/F12 (Corning) supplemented with 10% FBS, 10 µg ml−1 insulin, 5.5 µg ml−1 transferrin, 5 ng ml−1 selenium and 40 ng ml−1 dexamethasone (Gibco). All media were supplemented with 1% penicillin–streptomycin (Gibco). The primary mouse PDAC cell line HY19636 was established from pancreatic tumours derived from KPC genetically engineered mouse models (LSL-KrasG12D/+; Trp53flox/+; p48-Cre), as described previously9. HY19636 cells were genetically modified to silence or overexpress genes of interest using CRISPR–Cas9-based approaches. All mouse PDAC cell lines were cultured in DMEM (Corning) supplemented with 10% FBS and 1% penicillin–streptomycin (Gibco). Primary mouse hepatocytes were isolated from C57BL/6 mice as described elsewhere in the Methods. Isolated primary mouse hepatocytes were plated on 0.01% collagen-coated culture plates and maintained for 6–10 days in Williams’ E medium (Corning) supplemented with 1% GlutaMAX (Gibco) and 1% penicillin–streptomycin (Gibco). All cells were cultured at 37 °C in a humidified incubator with 5% CO2. Cultures were routinely confirmed to be mycoplasma free using the MycoAlert Detection Kit (Lonza) or PCR-based assays. Cell lines were periodically authenticated by short tandem repeat profiling, and low-passage cultures were maintained in a centralized laboratory cell bank. For experiments using media containing different concentrations of serine and glycine, basal DMEM containing 2.78 mM (0.5 g l−1) glucose, 4 mM glutamine and 1 mM sodium pyruvate was supplemented as indicated with serine and glycine at 400 µM (high SG), 150 µM (low SG), or 0 µM (−SG), and with 10% dialysed FBS, unless otherwise noted.

Reagents

For pharmacological inhibition of CXCR2 and PI3K, SB225002 (Selleck, S7651) and BKM120 (buparlisib; Selleck, S2247) were used, respectively. SB225002 was prepared as a 20 mg ml−1 stock solution in DMSO, and BKM120 was prepared in DMSO. For in vitro experiments, SB225002 and BKM120 were used at final concentrations of 100 nM and 50 nM, respectively, unless otherwise indicated. Vehicle control samples received an equivalent volume of DMSO. Recombinant mouse CXCL5 (LIX) (rCXCL5; R&D Systems, 433-MC-025) and a CXCL5-neutralizing antibody (R&D Systems, MAB433-100) were used at final concentrations of 500 ng ml−1 and 2,000 ng ml−1, respectively.

Isolation of mouse hepatocytes

Primary mouse hepatocytes were isolated using a two-step collagenase digestion method as described previously28. Mice were anaesthetized, and a midline abdominal incision was made. After placement of a medium-sized ligation clip (Teleflex, 002200) on the inferior vena cava (IVC) immediately below the diaphragm and above the liver, the IVC was cannulated with a 20-gauge infusion catheter. The liver was first perfused with 20 ml pre-warmed perfusion buffer consisting of Hank’s balanced salt solution (HBSS) without Ca2+, Mg2+ or phenol red, supplemented with 10 mM HEPES and 0.5 mM EGTA (pH 7.4), at 37 °C and a flow rate of 7 ml min−1. The portal vein was severed to allow drainage of blood and perfusion buffer. Subsequently, the liver was perfused with 30 ml of digestion buffer composed of HBSS containing Ca2+, Mg2+ and phenol red, supplemented with 10 mM HEPES and 25 µg ml−1 Liberase TM (Sigma-Aldrich, 5401127001), at a flow rate of 5 ml min−1 for 6 min. After digestion, the liver was carefully excised and transferred to a 10-cm culture dish containing HBSS without Ca2+ and Mg2+. The liver capsule was gently torn, and hepatocytes were released into the buffer by gentle agitation. The resulting cell suspension was collected using a 25-ml serological pipette, filtered through a 70-µm cell strainer and centrifuged at 40g for 1 min at 4 °C without deceleration. The supernatant was aspirated, and the cell pellet was resuspended in HBSS. This low-speed centrifugation step was repeated several times to remove debris and non-parenchymal cells. The final pellet was resuspended in 10 ml Williams’ E medium (Corning) and mixed with an equal volume of Percoll solution, followed by centrifugation at 200g for 10 min at 4 °C. The resulting hepatocyte-enriched pellet was used for primary culture or downstream cell-sorting experiments.

Plasmids and generation of stable cell lines

To generate control (sgTOM), Phgdh-knockout or Cxcl5-knockout PDAC cell lines, the lentiviral CRISPR–Cas9 vector lentiCRISPRv2 (a gift from F. Zhang; Addgene plasmid 52961) was used. Single-guide RNAs (sgRNAs) targeting the indicated genes were cloned into the lentiCRISPRv2 backbone according to the standard protocol. The sgRNA target sequences were as follows:

sgTOM: 5′-GGCCACGAGTTCGAGATCGA-3′

sgPhgdh_1: 5′-TGAGCCCGGAATACGAGCAG-3′

sgPhgdh_2: 5′-AGGTGCTCCCTACCAAGCCG-3′

sgCxcl5_1: 5′-ATGGCGAGATGGAACCGCTG-3′

sgCxcl5_2: 5′-TTCCTCAGTCATAGCCGCAA-3′.

After lentiviral transduction, single-cell-derived clones were generated using a MoFlo XDP cell sorter (Beckman Coulter) and subsequently screened for efficient gene knockout. To minimize potential off-target effects and clonal variability, multiple independently derived clones with validated knockout were pooled and used for downstream experiments. For Phgdh or Cxcl5 knockout, clones generated using two independent sgRNAs were pooled before analysis. Rescue experiments were performed using the doxycycline-inducible lentiviral expression vector pCW57.1 carrying either wild-type or catalytically inactive human PHGDH (Addgene plasmids 154916 and 154903), which were gifts from R. Possemato and M. Pacold. Lentiviral transduction was performed according to standard protocols, and transduced cells were selected with puromycin (2 µg ml−1). For the generation of GFP-expressing sgTOM and mCherry-expressing sgPhgdh PDAC cell lines, MIGR1 (Addgene, 27490) and pMSCV-IRES-mCherry FP (Addgene, 52114; a gift from W. Pear) were used. AML12 cells with stable knockout of Cxcr2 or Foxo3a were generated using sgRNAs cloned into the pSpCas9(BB)-2A-GFP (PX458) vector (Addgene plasmid 48138). The sgRNA target sequences were as follows: sgCxcr2, 5′-TACGCAGTACGACCCTCAAA-3′; sgFoxo3a-sg1, 5′-GGACTGTCGTCTGCCGACTC-3′; and sgFoxo3a-sg2, 5′-TCTCGATGGCGCGGGTGATC-3′. For Foxo3a knockout, clones generated using the two independent sgRNAs were pooled before analysis. For ectopic expression of human FOXO3A, AML12 cells were transfected with pcDNA3-Flag-FOXO3A/FKHRL1 (wild type; Addgene plasmid 10708) or pcDNA3-Flag-FOXO3A/FKHRL1-AAA, a non-phosphorylatable mutant (Addgene plasmid 10709).

For transfection of retroviral plasmids, HEK293FT cells were co-transfected with the retroviral vector and the packaging plasmids pHit60 and VSVG at a 0.5:0.25:0.25 ratio. For transfection of lentiviral vectors, HEK293FT cells were co-transfected with the lentiviral vector and the packaging plasmids psPAX2 (Addgene plasmid 12260) and pMD2.G (Addgene plasmid 12259) at a 0.5:0.25:0.25 ratio. Lipofectamine 3000 (Thermo Fisher Scientific) was used as the transfection reagent according to the manufacturer’s instructions. Viral supernatants were collected 48 h and 72 h after transfection, filtered through a 0.45-µm filter and used for infection in the presence of polybrene (8 µg ml−1; EMD Millipore).

Mouse experiments

Intrasplenic and orthotopic injections of PDAC cells were performed as described previously29. In brief, mice were anaesthetized by intraperitoneal administration of ketamine and xylazine. After anaesthesia, a small incision was made in the top-left region of the abdomen, and either the pancreas or the spleen was gently exteriorized. For intrasplenic injection, PDAC cells were suspended in 100 µl PBS and loaded into an insulin syringe (28-gauge needle; BD, 329461) pre-filled with 100 µl PBS. The externalized spleen was divided using ligating clips (Teleflex, 002200), and cells were injected into the distal hemispleen. After injection, the splenic vein was ligated at the splenic hilum using ligating clips (Teleflex, 001200), and the injected hemispleen was surgically removed. For orthotopic pancreatic implantation, PDAC cells were resuspended in 20 µl of a 1:1 mixture of Matrigel (Corning, 356231) and HBSS and injected into the pancreatic tail using insulin syringes fitted with a 29-gauge needle (BD, 324702). Unless otherwise specified, 5 × 105 cells (for end-point assays) or 2.5 × 105 cells (for survival analysis) were used for intrasplenic injections, whereas 5 × 104 cells were injected for orthotopic pancreatic implantation.

For the orthotopic implantation followed by primary tumour resection (PTR) model (Fig. 5f–i), primary tumours were surgically resected 3 weeks after orthotopic implantation by distal pancreatectomy with splenectomy, essentially as described previously21. In brief, under anaesthesia, a sharp midline laparotomy was performed, with an optional left subcostal ‘hockey-stick’ extension as needed. The peritoneum was entered with electrocautery, and the pancreatic tail tumour was elevated without direct manipulation of the tumour mass by handling non-tumour pancreatic tissue (no-touch technique). Adhesions to surrounding structures were divided sharply or with electrocautery. Normal pancreas was identified and separated from gastric tissue, and two medium-sized ligating clips (Horizon, 002200) were applied proximal to the gross tumour edge to include draining vasculature. The pancreas was transected between the clips, and dissection was continued along the connective tissue plane between the tumour or spleen and the stomach until the superior splenic pole vasculature was encountered. Small-sized clips (Horizon 001200) were applied to the superior attachment between spleen and stomach, and the specimen was removed. The surgical field was confirmed to be haemostatic before closing the peritoneum and skin. Mice were euthanized at week 7 (4 weeks after PTR), and livers were collected for downstream analyses.

When the procedure was complete, the peritoneum was closed with 3-0 VICRYL violet sutures (Ethicon, J311H), and the skin incision was closed using the BD AutoClip wound closure system (BD). Mice were euthanized at the experimental end point, and livers or pancreatic tumours were collected for downstream analyses. For survival studies, mice were monitored daily and euthanized after reaching predefined humane end points in accordance with the Institutional Animal Care and Use Committee (IACUC) of New York University (NYU) Grossman School of Medicine.

For mouse experiments, C57BL/6J and NCr nude mice aged 8–10 weeks were used. Female mice were used in all experiments unless otherwise specified. Mice were fed either an AA control diet (ENVIGO, TD.01084) or a −SG diet (ENVIGO, TD.180296) for 15 days before tumour-cell implantation and were maintained on the same diet until the experimental end point. For pharmacological inhibition of CXCR2, mice were treated with the CXCR2 antagonist SB225002 (Selleck, S7651) or vehicle control by oral gavage at a dose of 1 mg kg−1. The vehicle consisted of 2% DMSO, 30% polyethylene glycol (PEG) and 5% Tween 20. Drug administration began 48 h after tumour-cell implantation and continued throughout the study period until euthanasia, with dosing performed every other day.

The experiments in this study were performed in compliance with the NYU IACUC, under protocols IA16-00507 and IA16-01331. All mouse experiments were performed in a specific-pathogen-free conventional animal facility. Mice were maintained in pre-sterilized, disposable irradiated cages supplied with irradiated chow and acidified drinking water. Microisolator cages were housed on ventilated rack systems. Sample sizes were determined empirically on the basis of preliminary experiments, and no formal statistical power calculations were performed. Investigators were not blinded to group allocation, because knowledge of treatment groups was required for proper execution of the experimental procedures. Tumour weight, an objective end-point measurement, was assessed only at the experimental end point after euthanasia and tumour collection. In accordance with the approved IACUC protocol, mice bearing palpable tumours were regularly examined, and tumour dimensions were assessed by palpation. Mice were euthanized if a tumour exceeded 2 cm in any dimension. No pancreatic tumours reached this limit. For the liver-metastasis models, the IACUC protocol did not specify a maximum liver size or weight; mice were instead monitored for general condition and body-weight loss and were euthanized if their body weight decreased by more than 20% from baseline. This body-weight limit was not exceeded in any of the liver-metastasis experiments.

In vivo hepatocyte-specific gene knockout using AAV-based CRISPR

In vivo hepatocyte-specific knockout of Phgdh or Cxcr2 was performed as described previously12 (Extended Data Fig. 2a). AAV vectors expressing sgRNAs were generated using the AAV2/8-U6-sgRNA-TBG-iCre-WPRE plasmid as the backbone. Plasmid construction and sgRNA cloning were performed by GenScript. The sgRNA target sequences were as follows:

sgScr (control): 5′-TACACGTCGCTAGGTTGCCC-3′

sgPhgdh: 5′-AGGTGCTCCCTACCAAGCCG-3′

sgCxcr2: 5′- TACGCAGTACGACCCTCAAA-3′.

Plasmids were submitted to the Viral Vector Core at the University of Iowa for AAV production. Rosa26-LSL-Cas9-EGFP mice on a C57BL/6J background were obtained from the Jackson Laboratory (strain 026175). Male and female homozygous Rosa26-LSL-Cas9-EGFP mice aged 6–8 weeks were used. Male mice were used only in the experiment shown in Extended Data Fig. 2e; female mice were used in all other experiments. Mice were injected retro-orbitally with AAV particles carrying either control sgRNA (sgScr) or sgRNAs targeting Phgdh or Cxcr2 at a dose of 5 × 1011 genome copies per mouse. One week after AAV administration, Cas9-expressing mice were injected intrasplenically with PDAC cells for downstream analyses.

For validation of knockout efficiency, hepatocytes were isolated from mice seven days after AAV injection, and EGFP-positive hepatocytes were sorted using a MoFlo cell sorter (Beckman Coulter). Sorted cells were subsequently subjected to western blot analysis.

RNA extraction

Total RNA was extracted from cells cultured in vitro or isolated by cell sorting using the PureLink RNA Mini Kit (Thermo Fisher Scientific, 12183025), according to the manufacturer’s instructions. For transwell co-culture experiments, total RNA was extracted from hepatocytes and cancer cells plated in the bottom chamber of a six-well Boyden co-culture plate (Greiner Bio-One, 657610) using the same kit.

Immunoblotting

Whole-cell protein lysates were prepared from hepatocytes or cancer cells cultured under monoculture or co-culture conditions using radioimmunoprecipitation assay (RIPA) buffer (Sigma-Aldrich, 20-188) supplemented with protease and phosphatase inhibitor cocktails (Roche). Protein lysates were separated on 4–20% gradient gels (Bio-Rad, 4561096) and transferred to polyvinylidene fluoride (PVDF) membranes (Merck Millipore, IPVH00010) using Tris–glycine transfer buffer containing 10% methanol. Membranes were blocked with 3% bovine serum albumin (BSA; Sigma-Aldrich, A2058) for at least 1 h at room temperature and incubated with primary antibodies overnight at 4 °C at the following dilutions: PHGDH (1:1,000; Sigma-Aldrich, HPA021241), AKT (1:1,000; Cell Signaling Technology (CST), 4691), phospho-AKT (1:1,000; CST, 9271), CXCL5 (LIX) (mouse) (1:300; R&D Systems, MAB433-100), CXCR2 (1:1,000; Invitrogen, PA1-31217), FOXO3A (1:1,000; CST, FOXO3A (75D8) rabbit monoclonal antibody, 2497S), phospho-FOXO3A (Ser315) (1:500; Proteintech, 28755-1-AP) and phospho-FOXO3A (Ser253) (1:500; Invitrogen, PA5-36816) and β-actin (1:1,000; Sigma-Aldrich, A5441). Membranes were washed at least three times (15 min each) with Tris-buffered saline containing 0.1% Tween 20 (TBST) and incubated with horseradish peroxidase (HRP)-conjugated secondary antibodies (anti-mouse IgG (1:5,000; CST, 7076S) or anti-rabbit IgG (1:5,000; CST, 7074S)) for 1 h at room temperature. Signals were detected using an enhanced chemiluminescence (ECL) detection system (Bio-Rad, 1705061), and images were acquired using a ChemiDoc imaging system (Image Lab Touch Software, BIO-RAD, v.2.3.0.07). When reliable signals could not be obtained after membrane stripping and reprobing, equal amounts of protein lysate were loaded onto separate gels and processed in parallel. These instances are indicated in the legends to Supplementary Fig. 1, which contains the uncropped gel and blot source images.

qPCR

Total RNA was reverse-transcribed using SuperScript VILO IV Reverse Transcriptase (Thermo Fisher Scientific) with oligo(dT) primers to generate complementary DNA (cDNA). qPCR was performed using SYBR Green Supermix (Bio-Rad) using the CFX Manager software (Bio-Rad, v.3.1.1517.0823). Relative mRNA expression levels were calculated using the ΔCt method and normalized to Actb mRNA expression. The sequences of qPCR primers were as follows: Phgdh forward, 5′-GACGTGAACTTGGTGAACGC-3′; Phgdh reverse, 5′-AGACAGCTCCGTTGAGCATC-3′; Psat1 forward, 5′-GCCTGAGACAGCGAACCAATG-3′; Psat1 reverse, 5′-CATGGTGCTAAGGCGACAGC-3′; Psph forward, 5′-AACTGGTTCTCCCGTCATCG-3′; Psph reverse, 5′-CTCTTAAAAGCGCCGAACCG-3′; Actb forward, 5′-CGATATCGCTGCGCTGGTC-3′; Actb reverse, 5′-CCACGATGGAGGGGAATACAG-3′; Cxcl5 forward, 5′-TAAAAGGGGTGCAGTGGGTT-3′; Cxcl5 reverse, 5′-GAGCACCAGCTCGGGATATG-3′.

All primers were specific for mouse genes.

Bulk RNA-seq

Bulk RNA-seq library preparation, FASTQ generation, read alignment to the reference genome using HISAT2 (v.2.2.1), read mapping and differential gene-expression analysis using DESeq2 (v.1.44.0) were performed by Novogene. Differentially regulated genes (log2-transformed fold change ≤ −2 and P < 0.05) were subjected to GSEA for pathway analysis. Enrichment scores and corresponding P values are reported in the figures.

GSEA

Differential expression results were converted into ranked gene lists for GSEA by selecting all genes with available log2(fold change) values and assigning each a ranking metric equal to the log2(fold change) from the DE analysis. The ranked list was saved as a two-column, tab-delimited text file with the first column containing gene symbols and the second containing the ranking metric, with no header line and unique ranking values.

The KEGG pathway ‘FoxO signalling pathway – Mus musculus (house mouse)’ (mmu04068) gene set was obtained from the KEGG database (https://www.genome.jp/dbget-bin/www_bget?path:mmu04068). The list of Mus musculus gene symbols was extracted from the ‘Genes’ section of the pathway entry and formatted into Gene Matrix Transposed (GMT) format, consisting of a single line with the pathway ID in the first column, a brief description in the second column and the gene symbols separated by tab characters in subsequent columns.

GSEA was performed in R (v.4.4.2) using the clusterProfiler package (v.4.14.6). Ranked gene lists were read into R and converted into named numeric vectors sorted in decreasing order of the ranking metric. The mmu04068 GMT file was read using read.gmt() and supplied as the TERM2GENE argument to the GSEA() function. All available genes were tested (pvalueCutoff = 1) to enable subsequent filtering. Enrichment plots were generated with the gseaplot2() function from the enrichplot package (v.1.26.6).

ORA

Raw gene-expression data were processed and differential expression analysis was performed using DESeq2. Genes were annotated with Entrez Gene IDs using the bitr function from the clusterProfiler R package and the org.Mm.eg.db mouse genome annotation database (v.3.20.0). Genes with Padj < 0.05 and absolute log2(fold change) > 1 were considered significantly differentially expressed.

To identify enriched biological pathways, ORA was performed using the enrichKEGG function from clusterProfiler, specifying the mouse organism (mmu). Resulting enriched pathways were filtered for significance at an FDR threshold of 5% ( Padj < 0.05). Pathway annotations were converted to human-readable gene symbols using setReadable. Visualization of the top enriched KEGG pathways was performed with the dotplot function.

Cell sorting

For isolation of hepatocytes from mouse livers with or without liver metastases, crude hepatocyte suspensions obtained as described elsewhere in the Methods were further purified by fluorescence-activated cell sorting using a MoFlo cell sorter (Beckman Coulter). Dead cells were excluded by DAPI staining. In in vivo hepatocyte-specific knockout experiments, EGFP-positive hepatocytes that are indicative of successful Cas9-mediated gene editing were isolated by cell sorting for downstream analyses. For the isolation of GFP- or mCherry-expressing PDAC cells from mouse liver metastases, metastatic liver nodules were excised, mechanically minced with scissors and enzymatically digested in DMEM containing 1 mg ml−1 collagenase IV (Gibco), 100 µg ml−1 DNase I (Roche), 1% FBS, 10 mM HEPES and 2% antibiotic–antimycotic (Thermo Fisher Scientific) for 40 min at 37 °C in the dark, with gentle agitation every 10 min. Digested tissues were washed twice with DMEM containing 10% FBS and filtered through a 40-µm nylon mesh strainer (Corning). Cell suspensions were treated with ACK lysis buffer (Thermo Fisher Scientific) for 10 min at 4 °C in the dark to remove red blood cells, followed by sorting of GFP- or mCherry-positive PDAC cells using a MoFlo cell sorter (Beckman Coulter). In all sorting experiments, dead cells were excluded by DAPI staining. Sorted cells were used for protein extraction, RNA extraction or in vitro culture for the collection of CM.

Flow cytometry

EdU incorporation in PDAC cells grown in direct co-culture with mouse hepatocytes was assessed using the Click-iT Plus EdU Alexa Fluor 647 Flow Cytometry Assay Kit (Thermo Fisher Scientific, C10634), according to the manufacturer’s instructions. In brief, mCherry-labelled Phgdh-knockout HY19636 cells were mixed with mouse hepatocytes at a 1:1 ratio (1,500 cells each per well) and seeded into 12-well plates. After overnight incubation in complete DMEM, cells were washed with PBS and cultured in basal DMEM, with or without SG supplementation, for 48 h. Cells were then treated with 10 μM EdU for 60 min, collected by trypsinization and fixed. EdU incorporation was detected following the manufacturer’s protocol. Flow cytometric analysis was performed using a BD LSR II UV flow cytometer, and EdU uptake was quantified specifically in mCherry-positive PDAC cells.

Transwell co-culture experiments

For transwell co-culture experiments, primary mouse hepatocytes or AML12 cells were seeded onto collagen-coated plates at a density of 12,000 cells per well for 6-well plates or 3,000 cells per well for 24-well plates. PDAC cells (15,000 cells per well) were seeded separately onto 1.0-µm pore-size transwell inserts (Greiner Bio-One, 657610). In selected experiments, the configuration was reversed, with PDAC cells seeded in the bottom wells and hepatocytes seeded onto the transwell inserts.

After overnight attachment, cells were gently washed with PBS, and the culture medium was replaced with basal DMEM containing 2.78 mM glucose, 4 mM glutamine and 1 mM sodium pyruvate, supplemented with 10% dialysed FBS and either 400 µM (high), 150 µM (low) or 0 µM (null) serine and glycine. Co-cultures were maintained for the indicated time periods and subsequently underwent protein extraction, RNA extraction or intracellular metabolite analysis, as described below. For glucose tracing experiments, co-cultures were processed as described in ‘Metabolomics’ below.

Metabolomics

For 13C6-glucose tracing experiments, PDAC cells and hepatocytes were plated either as monocultures or in transwell co-culture configurations, as described previously30,31,32. After two washes with PBS, cells were cultured in basal DMEM without glucose for 12 h and subsequently incubated in basal DMEM supplemented with 25 mM 13C6-glucose (Cambridge Isotope Laboratories, CLM-1396) for an additional 24 h.

To remove residual medium and contaminants, cells were rinsed with 0.9% NaCl prepared in high-performance-liquid-chromatography-grade water. Metabolites were extracted using 80% methanol containing 1 µg norvaline as an internal standard. AA standards (Cambridge Isotope Laboratories, MSK-A2-1.2) were included for metabolite identification and quantification. Cell extracts were vortexed for 15 min at 4 °C and centrifuged at maximum speed for 10 min to separate insoluble material. Polar metabolites were collected from the aqueous phase, and 300 µl of each sample was transferred into polypropylene vials (Agilent Technologies, 5190-2243) and dried under vacuum using a SpeedVac concentrator (Thermo Fisher Scientific Savant, SPD111V). Dried metabolites were derivatized by incubation with 20 µl methoxyamine hydrochloride (20 mg ml−1 in pyridine; freshly prepared) for 60 min at 37 °C, followed by incubation with 20 µl MTBSTFA containing 1% tert-butyldimethylchlorosilane (t-BDMSC) for 30 min at 37 °C. Samples were analysed with a 7890B gas chromatograph coupled to a 5977B mass spectrometer (Agilent Technologies) equipped with a DB-35ms Ultra Inert column (Agilent Technologies, 122-3832UI) using Agilent MassHunter GC/MS Acquisition (v.B.07.05.2479). The GC–MS parameters, quantification and correction for natural isotope abundances were performed as described previously31,33,34.

Growth assays

PDAC cells were seeded either as monocultures or in transwell co-culture with hepatocytes in 24-well plates as described in the previous section. Cells were cultured for 5 days or for the indicated time periods in medium containing high or low SG concentrations. At the end of the culture period, PDAC cells were washed with PBS, fixed with ice-cold methanol (pre-chilled at −20 °C) and stained with crystal violet solution (0.5% w/v in methanol). After incubation for 20 min at room temperature with gentle rocking, plates were washed thoroughly under running tap water and air-dried for 2 h or overnight. Crystal violet staining was then solubilized with 300 µl methanol per well and transferred to 96-well plates, and absorbance was measured at 570 nm using a SpectraMax M5 plate reader (Agilent) with SoftMax Pro (Molecular Devices, v.7.0).

Chromatin immunoprecipitation

Chromatin immunoprecipitation (ChIP) was performed using the SimpleChIP Enzymatic Chromatin IP Kit (Magnetic Beads) (CST, 9003) according to the manufacturer’s instructions, with minor modifications. AML12 hepatocytes were cultured alone or co-cultured with PDAC cells (Phgdh-KO HY19636 cells) using transwell assays (see ‘Transwell co-culture experiments’ for details) and treated as indicated. Experimental conditions included AML12 monoculture, AML12–PDAC co-culture and co-culture in the presence of CXCR2 or PI3K inhibitors. After treatment, cells were cross-linked, nuclei were isolated and chromatin was digested as per the kit protocol. After resuspension, the samples were sonicated in Diagenode Bioruptor for 15 cycles with 60 s on and 60 s off at 4 °C. For each immunoprecipitation, 5–10 μg of digested chromatin was incubated overnight at 4 °C with rotation with an anti-FOXO3 antibody (1:200, CST, 2497). Normal IgG supplied with the kit was used as a negative control. A 2% aliquot of chromatin was reserved as input control. Immunocomplexes were captured and washed sequentially with low- and high-salt buffers according to the manufacturer’s instructions. Chromatin was eluted, cross-links were reversed and DNA was purified using the spin columns provided with the kit. Purified DNA was analysed by qPCR using primers targeting putative FOXO-binding regions (TGTTT-core FOXO consensus-like motifs) in the Phgdh promoter (P1 and P2) and a distal gene-body region (P3; negative control)18 (Fig. 4h). Primer sequences: P1, Fw CTGGGCCAGAGAAGGGAAAG, Rv GCCTGTGCTGTTACCTCCAT; P2, Fw TGAGATTTAATTCCCTCGTGGAG, Rv GTGAGCTTTAACACGCACGAT; and P3, Fw ACAGTAAGGCGCTCAGTCAC, Rv TGGCTGGATTCAGTAACGGC). ChIP–qPCR signals were normalized to the 2% input sample and enrichment was expressed as the FOXO3 immunoprecipitation relative to IgG control (FOXO3/IgG).

Dual-reporter analysis

PHGDH promoter activity was assessed using the Secrete-Pair Gaussia luciferase/secreted alkaline phosphatase (GLuc/SEAP) dual luminescence assay system (GeneCopoeia, LF031) together with a GLuc reporter construct containing the mouse Phgdh promoter (GeneCopoeia, MPRM60654). Mouse hepatocyte AML12 cells, in which endogenous Foxo3a was knocked out and reconstituted with human wild-type FOXO3A or a FOXO3A(AAA) mutant, were transfected with the GLuc/SEAP reporter vectors using Lipofectamine 3000 transfection reagent (Thermo Fisher Scientific) according to the manufacturer’s instructions. Forty-eight hours after transfection, cells were co-cultured with PDAC cells for an additional 48 h in 12-well plates under conditions described elsewhere. CM (200 µl per well) was collected and transferred to 96-well plates for luminescence measurements. GLuc and SEAP activities were measured using a SpectraMax M5 plate reader (Agilent) with SoftMax Pro (Molecular Devices, v.7.0) following the manufacturer’s instructions. Each experimental condition was analysed using three biological replicates per group. GLuc luminescence values were normalized to the corresponding SEAP signals to control for transfection efficiency, and results were expressed as fold change relative to the wild-type group. The experiment was independently repeated twice.

D-serine and L-serine assay

For Fig. 3e, concentrations of D-serine and L-serine were measured using a DL-Serine Assay kit (Abcam, 241027) according to the manufacturer’s instructions. In brief, PDAC cells cultured under monoculture or co-culture conditions were collected and centrifuged, followed by pretreatment with the sample clean-up mix provided in the kit. Samples were then deproteinized and clarified by centrifugation through 3-kDa molecular weight cut-off filters (Amicon Ultra-0.5 Centrifugal Filter; MilliporeSigma, UFC5003). Processed samples, together with d-serine standards supplied with the kit, were subjected to fluorescence-based quantification using a SpectraMax M5 plate reader (Agilent) with SoftMax Pro (Molecular Devices, v.7.0) (excitation/emission = 535/587 nm). Concentrations of d-serine and l-serine were calculated according to the manufacturer’s protocol.

Isolation of TIF from mouse livers

Isolation of TIF was adapted from previously established protocols35,36,37 with minor modifications. Freshly isolated mouse livers were cut into small pieces (1–3 mm3) in ice-cold PBS supplemented with a protease inhibitor cocktail. Tissue fragments were carefully transferred into 15-ml tubes using pre-chilled glass pipettes, washed briefly with PBS and resuspended in an equal volume of PBS relative to tissue volume. Samples were incubated at 37 °C in a CO2 incubator for 1 h with occasional gentle tapping, followed by centrifugation at 1,000g for 8 min at 4 °C. The supernatant was transferred to a pre-chilled microcentrifuge tube using a pre-chilled glass pipette and centrifuged at 2,000g for 15 min at 4 °C. The resulting supernatant was further clarified by centrifugation at 20,000g for 30 min at 4 °C. The clarified supernatant was concentrated using a vacuum concentrator for 1 h to obtain TIF at a final protein concentration of approximately 2–5 mg ml−1 per liver from C57BL/6 mice. TIF samples were isolated from three to five mice per group. Sample purity was assessed using a lactate dehydrogenase (LDH) assay kit (Abcam, ab102526) according to the manufacturer’s instructions. Samples exhibiting less than 10% cytotoxicity were snap-frozen, stored at −80 °C and used for subsequent analyses.

Enzyme-linked immunosorbent assay

The concentrations of CXCL5 and NGF in CM from PDAC cells, TIF derived from mouse tissues and tissue homogenates of human tissues were measured using ELISA kits for human CXCL5 (R&D Systems, DY254), mouse CXCL5 (R&D Systems, MX000) and mouse NGF (LSBio, LS-F5156), according to the manufacturers’ instructions. In brief, CM from mouse PDAC cells cultured with or without hepatocyte co-culture was collected 24 h after medium replacement and centrifuged at low speed to remove cellular debris. The resulting clarified supernatants were then subjected to enzyme-linked immunosorbent assay (ELISA). The preparation of TIF from mouse liver tissue and tissue homogenates from frozen human liver tissue is described elsewhere in the Methods.

For CXCL5 ELISA using homogenates of snap-frozen liver-metastasis tissues from autopsy samples (Fig. 3c), PHGDH status was assigned for each ELISA sample based on PHGDH immunostaining of corresponding metastatic lesions in available sections, and samples were grouped as PHGDH-strong versus PHGDH-weak/negative on the basis of PHGDH staining intensity in metastatic tumour cells. Because the ELISA samples were prepared from frozen tissue pieces, the set of samples used for ELISA did not necessarily match one-to-one with the FFPE specimens used for quantitative PHGDH evaluation in both tumour cells and hepatocytes (Fig. 1a,b). In some cases, although PHGDH staining was performed to categorize the frozen-tissue ELISA samples, the corresponding FFPE sections lacked sufficient hepatocytes to score hepatocyte PHGDH, and those cases were therefore excluded from the analyses in Fig. 1a,b.

Statistical analysis and reproducibility

Statistical analyses were performed using GraphPad Prism (v.9.0 and v.10.5.0). For comparisons between two groups, two-tailed unpaired Welch’s t-tests were used. For experiments involving more than two groups, one-way ANOVA followed by Tukey’s multiple-comparisons or Holm–Šídák’s post-hoc multiple-comparison tests was applied. P < 0.05 was considered statistically significant. For stacked isotopologue distribution plots, statistical significance was assessed for each isotopologue by two-way ANOVA followed by Tukey’s multiple-comparisons test. Exact P values are provided in the corresponding source data files. Data are presented as mean ± s.d. or as individual data points, as indicated in the figure legends. For bar graphs, each symbol represents one biologically independent sample unless otherwise stated. Immunoblot experiments were independently repeated at least twice with similar results. For in vivo studies, each intrasplenic or intrapancreatic injection cohort represents one independent experiment from multiple repeats; the number of biologically independent mice per group (n) is indicated in the corresponding figure legends, and each symbol represents one mouse.

Reporting summary

Further information on research design is available in the Nature Portfolio Reporting Summary linked to this article.

For more tech updates, stay tuned to our blog.

Posts Carousel

Latest Posts

Top Authors

Most Commented

Featured Videos