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Li WJ, Diao DC, Lin JX, Wang JH, Liao WL, Tang X, Xie JX, Ao L, Zhang XY, Yi XJ, Feng XC, Li HM, Lu XQ. [Feasibility of a three-sided encapsulation procedure based on fascia anatomy in laparoscopic lateral lymph node dissection for middle and low rectal cancer]. Zhonghua Wei Chang Wai Ke Za Zhi 2023; 26:968-976. [PMID: 37849268 DOI: 10.3760/cma.j.cn441530-20230525-00181] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 10/19/2023]
Abstract
Objective: To explore the feasibility and value of performing a three-sided encapsulation procedure based on fascia anatomy in laparoscopic lateral lymph node dissection (LLND) for middle and low rectal cancer. Methods: This was a retrospective review. The study cohort comprised patients who met the diagnostic criteria for rectal cancer according to the Chinese Guidelines for the Diagnosis and Treatment of Colorectal Cancer, had a short lymph node diameter of >5 mm on the lateral side within the 15 days before surgery, were evaluated as feasible candidates for laparoscopic total mesorectal excision+LLND surgery, had been diagnosed with low or intermediate level rectal cancer, and whose tumor was less than 8 cm away from the anal verge according to pathological examination of the operative specimen. Patients with a history of other malignant tumors of the abdomen or with incomplete follow-up data were excluded. Forty-two patients with middle and low rectal cancer who had undergone lateral lymph node dissection in diagnosis and treatment center of Gastrointestinal Cancer of Guangdong Hospital of Chinese Medicine from Jan.2018 to Dec.2022 were enrolled. There were 24 men (57.1%) and 18 women (42.9%) aged 58.4±11.8 years and the median BMI was 22.5 (19.3-24.1) kg/m2. The main point of the three-sided encapsulation procedure is to expand the external side medial to the external iliac artery and vein, narrowing the range of exterior side dissection. The anterior-medial side is designed to expand the vesical fascia to define the range of anterior-medial side extension. The internal side is fully extended to the ureterohypogastric nerve fascia; the distal point of the caudal extension reaches the level of the Alcock canal and the bottom reaches the piriformis, enabling dissection of the obturator nerve and No.283 lymph nodes. No.263D lymph nodes are dissected by exposing the internal iliac artery and its branches, dissecting the group No.263P lymph nodes, and severing the inferior vesical artery. Finally, the lateral lymphatic tissue is completely resected. Relevant variables were recorded, including the number of lateral lymph nodes detected, the rate of lymph node metastasis, operation duration, intraoperative blood loss, postoperative complications, postoperative hospital stay, and 3-year overall survival rate. Results: Laparoscopic surgery was successfully completed in all patients with no conversions to open surgery and no intraoperative complications. Twenty-seven (64.3%) of the study patients underwent left-sided LLND, 10 (23.8%) right-sided LLND, and five (11.9%) bilateral LLND, with lymph nodes cleared on both sides. All patients' lymph nodes were examined pathologically. A median of 17.0 (11.7, 26.0) lymph nodes was detected, the median of lateral lymph nodes being 5.0 (2.0, 10.2). The median operation time was 254.5 (199.0, 325.2) minutes. The median intra-operative blood loss was 50.0 (30.0, 100.0) mL. All patients were diagnosed with adenocarcinoma by pathological examination of the operative specimen. Two patients developed postoperative intestinal obstruction, one lymphatic leakage, and one a perineal incision infection. There were no cases of anastomotic leakage. The median postoperative hospital stay was 6.0 (5.0, 7.0) days and the median follow-up time 23.5 (9.0, 36.7) months. During follow-up, three patients (7.1%) died of tumor recurrence and metastasis. Two (4.8%) experienced mild urinary dysfunction, and one (2.4%) had moderate postoperative erectile dysfunction. One patient (2.4%) was found to have prostate and lung metastases 3 month after surgery. The 3-year overall survival rate was 74.4%. Conclusions: Three sided encapsulation is a safe and feasible procedure for LLND, achieving accurate and complete clearance of lateral lymphatic tissue.
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Affiliation(s)
- W J Li
- The Second Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou 510405, China
| | - D C Diao
- Department of Gastrointestinal Surgery, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou 510120, China
| | - J X Lin
- The Second Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou 510405, China
| | - J H Wang
- The Second Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou 510405, China
| | - W L Liao
- The Second Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou 510405, China
| | - X Tang
- The Second Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou 510405, China
| | - J X Xie
- The Second Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou 510405, China
| | - L Ao
- Department of Gastrointestinal Surgery, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou 510120, China
| | - X Y Zhang
- The Second Clinical Medical School, Guangzhou University of Chinese Medicine, Guangzhou 510405, China
| | - X J Yi
- Department of Gastrointestinal Surgery, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou 510120, China
| | - X C Feng
- Department of Gastrointestinal Surgery, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou 510120, China
| | - H M Li
- Department of Gastrointestinal Surgery, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou 510120, China
| | - X Q Lu
- Department of Gastrointestinal Surgery, Guangdong Provincial Hospital of Traditional Chinese Medicine, Guangzhou 510120, China
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King DA, Smith AR, Pineda G, Nakano M, Michelini F, Goedegebuure SP, Thyparambil S, Liao WL, McCormick A, Ju J, Cioffi M, Zhang X, Hundal J, Griffith M, Grandori C, Pollastro M, Rosati R, Margossian A, Chatterjee P, Ainge T, Flory M, Ocampo P, Chen LM, Poultsides GA, Baron AD, Chang DT, Herman JM, Gillanders WE, Park H, Hoos WA, Nichols M, Fisher GA, Kuo CJ. Complete Remission of Widely Metastatic Human Epidermal Growth Factor Receptor 2-Amplified Pancreatic Adenocarcinoma After Precision Immune and Targeted Therapy With Description of Sequencing and Organoid Correlates. JCO Precis Oncol 2023; 7:e2100489. [PMID: 37079860 PMCID: PMC10309581 DOI: 10.1200/po.21.00489] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Accepted: 02/10/2023] [Indexed: 04/22/2023] Open
Affiliation(s)
- Daniel A. King
- Northwell Health Cancer Institute and Feinstein Institute of Research, Lake Success, NY
| | | | | | - Michitaka Nakano
- Department of Medicine, Divisions of Hematology and Oncology, Stanford University School of Medicine, Stanford, CA
| | | | - S. Peter Goedegebuure
- Department of Surgery, Washington University School of Medicine in St Louis, St Louis, MO
| | | | | | - Aaron McCormick
- Department of Medicine, Divisions of Hematology and Oncology, Stanford University School of Medicine, Stanford, CA
| | - Jihang Ju
- Department of Medicine, Divisions of Hematology and Oncology, Stanford University School of Medicine, Stanford, CA
| | | | - Xiuli Zhang
- Department of Surgery, Washington University School of Medicine in St Louis, St Louis, MO
| | - Jasreet Hundal
- Department of Surgery, Washington University School of Medicine in St Louis, St Louis, MO
| | - Malachi Griffith
- Department of Medicine, Washington University School of Medicine, St Louis, MO
| | | | | | | | | | | | | | - Marta Flory
- Department of Radiology, Stanford University, Stanford, CA
| | - Paolo Ocampo
- Personalized Healthcare, Genentech, Inc, South San Francisco, CA
| | - Lee-may Chen
- Department of Gynecologic Oncology, University of California at San Francisco, San Francisco, CA
| | - George A. Poultsides
- Department of Surgery, Section of Surgical Oncology, Stanford University, Stanford, CA
| | - Ari D. Baron
- Division of Hematology Oncology, California Pacific Medical Center, San Francisco, CA
| | - Daniel T. Chang
- Department of Radiation Oncology, Stanford Cancer Institute, Stanford, CA
| | - Joseph M. Herman
- Department of Radiation Oncology and Northwell Health Cancer Institute, Lake Success, NY
| | - William E. Gillanders
- Department of Surgery, Washington University School of Medicine in St Louis, St Louis, MO
| | - Haeseong Park
- Department of Medicine, Division of Oncology, Washington University School of Medicine in St Louis
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Thyparambil SP, Liao WL, Heaton R, Strasbaugh A, Melkie MA, Ling X. Proteomic profiling of antibody-drug conjugate (ADC) biomarkers in pancreatic cancer. J Clin Oncol 2023. [DOI: 10.1200/jco.2023.41.4_suppl.671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
671 Background: Pancreatic cancer (PaC) is a highly fatal disease with a 5-year survival rate of 5-10%. Effective screening is not available, and most patients (50-55%) present with metastatic (50%-55%) disease at diagnosis. For patients with advanced PaC, the standard chemotherapy combinations include FOLFIRINOX and/or gemcitabine/nab-paclitaxel which has results in a overall survival of 7-11 months. The lack of effective therapies underscores the importance of exploring other agents. We propose that quantitating therapy-associated protein biomarkers including markers of antibody-drug conjugates (ADC) can improve treatment personalization for PaC. Methods: FFPE tumor tissues from 185 clinical PaC patients were microdissected and solubilized for mass spectrometry-based targeted proteomic analysis. We quantified biomarkers for ADCs simultaneously from 2-3 section of FFPE. These biomarkers include antibody targets such as EGFR, HER2, HER3, FRalpha, and Trop2 and payload biomarkers of sensitivity (TOPO1) and resistance (TUBB3). The multiplexed assay also quantified additional 65 clinically relevant protein biomarkers for chemotherapy, immunotherapy and targeted therapy. Results: Expression of EGFR was observed in majority of samples (88%) while only overexpressed ( > 1000 amol/µg) in 3% of samples. HER2 was expressed in half of patients (52%) and overexpressed ( > 750 amol/µg) in 5% of cases while the rest of HER2 protein expression ranged from 300 -750 amol/µg which corresponds to low Her2 expression. Trop2 was expressed in majority of patients (91%) with a 25x distribution between lowest and highest expressor. Other ADC biomarkers include HER3(55%, 5x), Axl (24%, 12x), Mesothelin (65%, 58x), Folate receptor alpha (10%, 17x). Expression of TUBB3 (77%, 8x) and TOPO1 (92%, 8x) in antibody target-positive subset may suggest resistance or response for several known payloads, such as taxanes and irinotecan/deruxtecan/govitecan, respectively. Conclusions: There is currently no approved ADC for pancreatic cancer, but several ADC clinical trials are underway. Quantitative proteomics identified antibody targets as well as markers of resistance or response to payloads for a variety of approved and investigational ADC therapies, which could aid in patient stratification in ADC clinical trials.
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Affiliation(s)
| | | | | | | | | | - Xuefeng Ling
- Stanford University Medical Center, Stanford University, Palo Alto, CA
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Thyparambil SP, Liao WL, Heaton R, Zhang G, Strasbaugh A, Melkie M, Ling XB. Abstract 4099: Clinical survey of Trop2 antibody drug conjugate target and payload biomarkers in multiple cancer indications using multiplex mass spectrometry. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-4099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Trop2 is overexpressed in many cancers and currently Trop2 ADC is approved in TNBC. In ADC drug design, it is imperative to assess not only the levels of the receptor but also the payload biomarkers. We have developed a multiplex mass spectrometry method to quantitate 72 actionable proteins from FFPE samples that requires minimal tissue (2-3 sections). This panel includes chemotherapy, targeted therapy and immunotherapy agents. The test is run in our CAP, CLIA, and NYSDOH approved laboratory. For this study, we examined a subset of samples run in the clinical lab for the levels of Trop2 (target biomarker) and payload biomarkers (Topo1, TUBB3). Topo1 is a chemosensitive marker for irinotecan, while TUBB3 is a chemoresistance marker for tubulin inhibitors.
Methods: FFPE tissue sections from 1140 clinical samples from a variety of cancers were examined. These include breast (n=318), colorectal (n=228), ovarian (n=199), GBM (n=69), NSCLC (n=169), HNSCC (n=91), and Gastric cancer (n=66). Two sections (10 µ) of FFPE tissue were cut on DIRECTOR slides and only the tumor areas were laser microdissected for downstream analysis which resulted in tryptic peptides. 1µg of peptides (~4000 cells) along with heavy peptides was injected into a triple quad mass spec and 72 biomarkers were quantitated concurrently.
Results: Trop2 showed a wide range of expression in various cancers. Almost all (95%)breast cancer samples expressed Trop2 which exhibited a wide range (93x; 157 - 14650 amol/µg). Topo1 and TUBB3 were expressed in 93% and 60% of samples respectively. 1/4th of NSCLC does not express Trop2 and there is a 106x difference in expression of Trop2 in NSCLC. Topo1 was expressed in almost all samples while TUBB3 was expressed in 80% of NSCLC. Majority of ovarian cancer samples (85%), HNSCC (89%), Gastric cancer (88%) samples expressed Trop2 with a 113x, 134x, 47x difference in expression. Chemosensitive biomarker Topo1 was expressed in almost all ovarian (96%), HNSCC (91%) and Gastric (99%) cancer samples. Chemoresistant marker TUBB3 was expressed in 66% of ovarian cancer, 44% of HNSCC and 45% of gastric cancer samples. In contrast to above cancers, only 10% of Glioblastoma samples express Trop2 and only 3/4th of GBMs express Topo1.
Discussion: In a randomly selected group of cancers, we have found Trop2 is expressed in majority of Breast, Ovarian, Lung, HNSCC and gastric cancers and minimal expression in GBM. Given the range of expression of anti-tubulin resistance marker in many solid tumors, a payload biomarker guided clinical trial is highly recommended in ADCs that employ anti-tubulin inhibitors. In contrast, wide expression of chemosensitive biomarker for Topo1 payload makes it a promising candidate for many solid tumors. Further studies are warranted to determine the level of target and payload biomarkers that will be required for a clinical response.
Citation Format: Sheeno P. Thyparambil, Wei-Li Liao, Robert Heaton, Guolin Zhang, Amanda Strasbaugh, Marya Melkie, Xuefeng B. Ling. Clinical survey of Trop2 antibody drug conjugate target and payload biomarkers in multiple cancer indications using multiplex mass spectrometry [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 4099.
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Thyparambil SP, Zhu X, Zhang Y, Sun H, Peng J, Cai S, Li Y, Fu C, Bao P, Hao S, Li Z, Ding Y, Yao X, Liao WL, Heaton R, Han Z, Tian L, Schilling J, Sylvester KG, Ling X. Deviation from the precisely timed age-associated patterns revealed by blood metabolomics to find CRC patients at risk of relapse at the CRC diagnosis. J Clin Oncol 2022. [DOI: 10.1200/jco.2022.40.4_suppl.206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
206 Background: Human serum metabolome profiles have been analyzed to explore the molecular changes that occur with aging. We hypothesized that deep metabolic profiling of sera with different ages would allow the identification of distinct metabolic chronologic patterns as a normal biological baseline to study personal aging. We further hypothesized that metabolic assessment of this chronologic deviation, resulting from advanced precancerous lesion (APL) and stage I/II/III CRC, from the normal reference baseline, would be instrumental for prognosis of relapse revealing underlying pathophysiology. Methods: A cohort of normal (n=3,616, training; n=1,170, testing), 631 advanced adenoma, 1,019 stage I, 404 stage II and 417 stage III serum samples were assembled. Innovative global LCMS metabolomic production were applied to deep profile these subjects. Identification of the age-associated molecular patterns in normal subjects, modeled with an elastic net algorithm, established the reference baseline to mirror a metabolic clock. CRC associated deviation from the precise chronologically paced metabolic patterns was quantified to associate the clinical endpoints of relapse, OSF and PFS, and to identify the tightly associated metabolic pathways. Results: We observed that for those CRCs, the predicted metabolic age can differ from the chronological age with consistent variations, resulting “older” or “younger” metabolic age subgroup in reference to the chronological age. Significant disruptions from the normal baseline were observed in CRCs patients, and consistent stage specific patterns were observed. Outlier, “Older” or “younger” metabolic age subgroup, CRC patients were found with significant future relapse enrichment. Predictive models were derived to case find the patients at risk of future relapse at the CRC diagnosis timepoint. Conclusions: Deviations from the meticulously timed metabolic aging patterns may provide utility to allow prognosis of future clinical endpoints of relapse and overall survival. Close examination of the underlying metabolic pathways, associated with CRC stage specific metabolic patterns, disrupting the baseline ageotypes, not only may improve the sensitivity and specificity of prognostic tests of CRC relapse, but also shed new insights into CRC therapeutics.
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Affiliation(s)
| | | | | | - Hui Sun
- Shanghai Pulmonary Hospital/Tongji University School of Medicine, Shanghai, China
| | - Junjie Peng
- Fudan University Shanghai Cancer Center, Shanghai, China
| | - Sanjun Cai
- Department of Colorectal Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Yaqi Li
- Department of Colorectal Surgery, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Chen Fu
- Shanghai Municipal Center for Disease Control & Prevention, Shanghai, China
| | - Pingping Bao
- Shanghai Municipal Center for Disease Control & Prevention, Shanghai, China
| | - Shiying Hao
- Stanford University Medical Center, Stanford University, Stanford, CA
| | | | | | | | | | | | | | - Lu Tian
- Department of Health and Research Policy, Stanford University School of Medicine, Stanford, CA
| | | | - Karl G. Sylvester
- Stanford University Medical Center, Stanford University, Palo Alto, CA
| | - Xuefeng Ling
- Stanford University Medical Center, Stanford University, Palo Alto, CA
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6
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Mittal SK, Bansal A, Abdo J, Driscoll O, Oh S, Thyparambil SP, Liao WL, Heaton R, Hagen CE, Hartley C. Quantitative proteomic profiling of esophageal adenocarcinoma tumors to assess prevalence of approved targets and elucidate novel biomarkers. J Clin Oncol 2022. [DOI: 10.1200/jco.2022.40.4_suppl.343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
343 Background: Esophageal adenocarcinoma (EAC) continues to have extremely poor prognosis despite advances in surgical and oncological regimens. Targeted and immune therapy hold promise to improve outcomes in solid tumors including EAC. At present HER-2 and anti-PD-L1 therapies are approved by the FDA for EAC. Additionally, off-label use of EGFR directed therapy has been reported. The aim of this study is to measure expression of 80+ oncoproteins in EAC using multiplexed mass spectrometry to elucidate expression of currently approved-drug targets and explore promising new targets for drug development. Methods: After Institutional Review Board approval (Mayo Clinic and KUMC), EAC patients whose tumors were resected via esophagectomy before chemotherapy and/or radiation were identified. Normal esophageal mucosa samples with no history of EAC were also retrieved for analysis. Tissue sections were microdissected to exclude stroma from adenocarcinoma cells. Isolated EAC cells were solubilized for mass spectrometry-based quantitation of more than 80 clinically relevant tumor markers. Results: 55 EAC tissues were analyzed. HER2, PD-L1 and EGFR were overexpressed only in 16.3%, 0%, and 0% of patients, respectively. New oncoproteins #2 and #6 were noted to have high (7,634.0 and 27,222.6 attomoles/ug) and consistent (98.1% and 94.5%) overexpression in EAC samples. Expression of HER2, oncoproteins #2 and #6 were significantly higher in EAC compared to normal esophageal mucosa. There was no statistical difference in the expression of PD-L1 and EGFR between EAC and normal samples. Conclusions: Mass spectrometry revealed a very low prevalence of target oncoproteins in EAC for currently used drugs. Our study potentially reveals alternate markers which are near universally present at high levels and should be further explored for targeted treatment.[Table: see text]
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Affiliation(s)
- Sumeet K. Mittal
- Norton Thoracic Institute, St. Joseph’s Hospital and Medical Center, Dignity Health, Phoenix, AZ
| | - Ajay Bansal
- Department of Gastroenterology and Hepatology, University of Kansas Medical Center, Kansas City, KS
| | - Joe Abdo
- Stella Diagnostics, Inc., Salt Lake City, UT
| | - Olivia Driscoll
- Department of Biochemistry, Georgetown University Medical Center, Washington, DC
| | - Seyun Oh
- Department of Biochemistry, Georgetown University Medical Center, Washington, DC
| | | | | | | | - Catherine E. Hagen
- Department of Pathology and Laboratory Medicine, Mayo Clinic, Rochester, MN
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Huang Q, Hao S, You J, Yao X, Li Z, Schilling J, Thyparambil S, Liao WL, Zhou X, Mo L, Ladella S, Davies-Balch SR, Zhao H, Fan D, Whitin JC, Cohen HJ, McElhinney DB, Wong RJ, Shaw GM, Stevenson DK, Sylvester KG, Ling XB. Early-pregnancy prediction of risk for pre-eclampsia using maternal blood leptin/ceramide ratio: discovery and confirmation. BMJ Open 2021; 11:e050963. [PMID: 34824115 PMCID: PMC8627403 DOI: 10.1136/bmjopen-2021-050963] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE This study aimed to develop a blood test for the prediction of pre-eclampsia (PE) early in gestation. We hypothesised that the longitudinal measurements of circulating adipokines and sphingolipids in maternal serum over the course of pregnancy could identify novel prognostic biomarkers that are predictive of impending event of PE early in gestation. STUDY DESIGN Retrospective discovery and longitudinal confirmation. SETTING Maternity units from two US hospitals. PARTICIPANTS Six previously published studies of placental tissue (78 PE and 95 non-PE) were compiled for genomic discovery, maternal sera from 15 women (7 non-PE and 8 PE) enrolled at ProMedDx were used for sphingolipidomic discovery, and maternal sera from 40 women (20 non-PE and 20 PE) enrolled at Stanford University were used for longitudinal observation. OUTCOME MEASURES Biomarker candidates from discovery were longitudinally confirmed and compared in parallel to the ratio of placental growth factor (PlGF) and soluble fms-like tyrosine kinase (sFlt-1) using the same cohort. The datasets were generated by enzyme-linked immunosorbent and liquid chromatography-tandem mass spectrometric assays. RESULTS Our discovery integrating genomic and sphingolipidomic analysis identified leptin (Lep) and ceramide (Cer) (d18:1/25:0) as novel biomarkers for early gestational assessment of PE. Our longitudinal observation revealed a marked elevation of Lep/Cer (d18:1/25:0) ratio in maternal serum at a median of 23 weeks' gestation among women with impending PE as compared with women with uncomplicated pregnancy. The Lep/Cer (d18:1/25:0) ratio significantly outperformed the established sFlt-1/PlGF ratio in predicting impending event of PE with superior sensitivity (85% vs 20%) and area under curve (0.92 vs 0.52) from 5 to 25 weeks of gestation. CONCLUSIONS Our study demonstrated the longitudinal measurement of maternal Lep/Cer (d18:1/25:0) ratio allows the non-invasive assessment of PE to identify pregnancy at high risk in early gestation, outperforming the established sFlt-1/PlGF ratio test.
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Affiliation(s)
| | - Shiying Hao
- Department of Cardiothoracic Surgery, Stanford University, Stanford, California, USA
- Clinical and Translational Research Program, Betty Irene Moore Children's Heart Center, Lucile Packard Children's Hospital, Palo Alto, California, USA
| | - Jin You
- Department of Bioengineering, University of California Riverside, Riverside, California, USA
| | | | - Zhen Li
- Department of Surgery, Stanford University, Stanford, California, USA
- Binhai Industrial Technology Research Institute, Zhejiang University, Tianjin, China
- School of Electrical Engineering, Southeast University, Nanjing, China
| | | | | | | | - Xin Zhou
- Tianjin Key Laboratory of Cardiovascular Remodeling and Target Organ Injury, Pingjin Hospital Heart Center, Tianjin, China
| | - Lihong Mo
- Department of Obstetrics and Gynecology, University of California San Francisco, Fresno, California, USA
| | - Subhashini Ladella
- Department of Obstetrics and Gynecology, University of California San Francisco, Fresno, California, USA
| | | | - Hangyi Zhao
- Department of Mathematics, Stanford University, Stanford, California, USA
| | - David Fan
- Department of Statistics and Applied Probability, University of California Santa Barbara, Santa Barbara, California, USA
| | - John C Whitin
- Department of Pediatrics, Stanford University, Stanford, California, USA
| | - Harvey J Cohen
- Department of Pediatrics, Stanford University, Stanford, California, USA
| | - Doff B McElhinney
- Department of Cardiothoracic Surgery, Stanford University, Stanford, California, USA
- Clinical and Translational Research Program, Betty Irene Moore Children's Heart Center, Lucile Packard Children's Hospital, Palo Alto, California, USA
| | - Ronald J Wong
- Department of Pediatrics, Stanford University, Stanford, California, USA
| | - Gary M Shaw
- Department of Pediatrics, Stanford University, Stanford, California, USA
| | - David K Stevenson
- Department of Pediatrics, Stanford University, Stanford, California, USA
| | - Karl G Sylvester
- Department of Surgery, Stanford University, Stanford, California, USA
| | - Xuefeng B Ling
- Department of Surgery, Stanford University, Stanford, California, USA
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Liu X, Zhang Y, Zhu X, Thyparambil SP, Liao WL, Zheng XB, You J, Masood A, Li Z, Yang G, Yao X, Hao S, Heaton R, Schilling J, Sylvester KG, Liao J, Gao F, Lan P, Ling X, Wu X. Multi-omics longitudinal analyses in stages I to III CRC patients: Surveillance liquid biopsy test to predict early recurrence and enable risk-stratified postoperative CRC management. J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.15_suppl.3613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
3613 Background: One-third of colorectal cancer (CRC) recurs following curative surgery and chemotherapy. Accordingly, novel methods are needed to predict recurrence to enable clinical course mitigating strategies. Serial monitoring of plasma by mass spectrometry (MS) and multi-omics modeling (MMO) of CRC relapse chronology provide the framework for liquid biopsy test development to supersede existing imaging modalities such as CT scans according to relapse related pathologies. We hypothesized that plasma MS and MMO analysis of relapse related pathologies can deconvolute high risk stratification for CRC recurrence within the cancer continuum of care pre/post-surgery and/or pre/post adjuvant chemotherapy (ACT). Methods: 189 CRC patients (Stage I-III) underwent one of three treatment modalities: Modality 1 (Surgery followed by ACT), Modality 2 (Surgery only), Modality 3 (Neoadjuvant chemotherapy followed by surgery and ACT). Plasma samples (n = 441) were collected from patients before surgery, 30 days post-op, and every 3 months until death or month 24 whichever came first. The MMO approach was used to analyze biological features encompassing native peptides, proteins, metabolites, lipids, and ceramides. MMO panels were developed comprising the significantly perturbed features as per the treatment modalities. These panels were used to predict relapse from plasma collected pre-op, 30-day post-op or after adjuvant chemotherapy. CEA levels were monitored in parallel. Results: Follow-up data was available for 135 patients (Stage I-III) and 25/135 had evidence of radiological recurrence. Irrespective of the treatment modality, longitudinal follow-up using the MMO panel was able to predict disease recurrence greater than 7 months before clinical progression was confirmed by CT scan. There was no significant correlation between longitudinal CEA levels and recurrence status, hence CEA levels alone did not provide any lead time advantage over the MMO panel or radiological surveillance. Kaplan-Meier (KM) survival analysis revealed that patients that were MMO panel positive had a poor survival irrespective of treatment modalities used: Modality 1 (HR = 6.2, p value = 0.003, test immediately post-surgery and immediately before ACT; HR = 31.6, p value = 0.01, test immediately after ACT); Modality 2 (HR = 11.2; p value = 0.01, test immediately after-surgery); Modality 3 (HR > 40, p value = 0.08, test immediately after neo-ACT and before-surgery; HR > 40, p value = 0.004, test immediately after-surgery). Conclusions: The MMO panel predicts CRC recurrence several months prior to detection by conventional CT scans, thus providing opportunity for alternative therapeutic strategies much earlier in the disease course.
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Affiliation(s)
- Xuanhui Liu
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Yani Zhang
- mProbe Inc, Rockville, MD 20850, Rockville, MD
| | - Xiurui Zhu
- mProbe Inc, Rockville, MD 20850, Rockville, MD
| | | | - Wei-Li Liao
- mProbe Inc, Rockville, MD 20850, Rockville, MD
| | - Xiao-bin Zheng
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Jin You
- University of California, Riverside, Riverside, CA 92521, Riverside, CA
| | | | - Zhen Li
- mProbe Inc, Rockville, MD 20850, Rockville, MD
| | - Gabriel Yang
- Stanford University Medical Center, Stanford University, Stanford
| | | | - Shiying Hao
- Stanford University Medical Center, Stanford University, Stanford, CA
| | | | | | - Karl G. Sylvester
- Stanford University Medical Center, Stanford University, Palo Alto, CA
| | - Jiayu Liao
- University of California, Riverside, Riverside, CA 92521, Riverside
| | - Feng Gao
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Ping Lan
- Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Xuefeng Ling
- Stanford University Medical Center, Stanford University, Palo Alto, CA
| | - Xiaojian Wu
- Department of Colorectal Surgery, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
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9
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An HJ, An E, Rabizadeh S, Liao WL, Burrows J, Hembrough T, Kang JH, Park CK, Kim TJ. Quantitative Multiplexed Proteomics Could Assist Therapeutic Decision Making in Non-Small Cell Lung Cancer Patients with Ambiguous ALK Test Results. Cancers (Basel) 2021; 13:cancers13102337. [PMID: 34066104 PMCID: PMC8150487 DOI: 10.3390/cancers13102337] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Revised: 05/05/2021] [Accepted: 05/05/2021] [Indexed: 11/16/2022] Open
Abstract
Therapeutic guidance in non-small cell lung cancer (NSCLC) tumors that are positive for anaplastic lymphoma kinase (ALK) fluorescent in situ hybridization (FISH), but negative for ALK immunohistochemistry, is still challenging. Parallel routine screening of 4588 NSCLC cases identified 22 discordant cases. We rechecked these samples using ALK antibodies and selected reaction monitoring (SRM) quantitative multiplexed proteomics screening multiple protein targets, including ALK and MET for the ALK tyrosine kinase inhibitor (TKI), and FR-alpha, hENT1, RRM1, TUBB3, ERCC1, and XRCC1 for chemotherapy. The presence of ALK (31.8%), MET (36.4%), FR-alpha (72.7%), hENT1 (18.2%), RRM1 (31.8%), TUBB3 (72.9%), ERCC1 (4.5%), and a low level of XRCC1 (54.4%) correlated with clinical outcomes. SRM was more sensitive than the ALK D5F3 assay. Among the eight cases receiving ALK TKI, four cases with ALK or MET detected by SRM had complete or partial responses, whereas four cases without ALK or MET showed progression. Twenty-seven treatment outcomes from 20 cases were assessed and cases expressing more than half of the specific predictive proteins were sensitive to matching therapeutic agents and showed longer progression-free survival than the other cases (p < 0.001). SRM showed a potential role in therapeutic decision making in NSCLC patients with ambiguous ALK test results.
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Affiliation(s)
- Ho Jung An
- Department of Medical Oncology, St. Vincent’s Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea;
| | - Eunkyung An
- NantOmics, Culver City, CA 90232, USA; (E.A.); (S.R.); (W.-L.L.)
| | | | - Wei-Li Liao
- NantOmics, Culver City, CA 90232, USA; (E.A.); (S.R.); (W.-L.L.)
| | - Jon Burrows
- OncoPlex Diagnostics, Rockville, MD 20850, USA; (J.B.); (T.H.)
| | - Todd Hembrough
- OncoPlex Diagnostics, Rockville, MD 20850, USA; (J.B.); (T.H.)
| | - Jin Hyung Kang
- Department of Medical Oncology, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea;
| | - Chan Kwon Park
- Division of Pulmonology, Department of Internal Medicine, Yeouido St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea;
| | - Tae-Jung Kim
- Department of Hospital Pathology, Yeouido St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea
- Correspondence: ; Tel.: 82-2-3779-2157
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10
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Diao DC, Liao WL. [Similarities and differences between D3 lymphadenectomy and complete mesocolic excision of right hemicolonectomy]. Zhonghua Wei Chang Wai Ke Za Zhi 2021; 24:81-84. [PMID: 33461257 DOI: 10.3760/cma.j.cn.441530-20200819-00491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
D3 lymphadenectomy and complete mesocolic excision (CME) for colon cancer, which have been introduced to China for more than 10 years, are two major surgical principles worldwide. However, there are still many different opinions and misunderstandings about the core principles of D3 and CME, especially the similarities and differences between them. However, few articles have been published to discuss these issues specifically. Domestic scholars' understandings about D3 lymphadenectomy and CME for right hemicolectomy are quite different. Two different concepts including "D3/CME" and "D3+CME" have become mainstream views. The former equate D3 with CME and the latter seems to regard them as totally different principles. There is no consensus on which one is more reasonable. Therefore, this article aims to discuss the similarities and differences between D3 and CME for right hemicolectomy in perspectives of the theoretical background, surgical principles, extent of surgery and oncological outcomes. We believed that D3 and CME do not belong to the same concept, and that the scope of CME surgery for right-sided colon cancer is greater than and includes the scope of D3 surgery, and that D3 and CME are not complementary.
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Affiliation(s)
- D C Diao
- Department of Colorectal Surgery, Guangdong Provincial Hospital of Chinese Medicine (the Second School of Clinical Medical Sciences, Guangzhou University of Chinese Medicine) , Guangzhou, Guangdong 510120, China
| | - W L Liao
- Department of Colorectal Surgery, Guangdong Provincial Hospital of Chinese Medicine (the Second School of Clinical Medical Sciences, Guangzhou University of Chinese Medicine) , Guangzhou, Guangdong 510120, China
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11
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Kam AE, Khaliq AM, Alam N, Hayden D, Bhama AR, Govekar H, Pappas S, Ritz EM, Singh A, Thyparambil SP, Liao WL, Bhalkikar A, Ling XB, Levy MA, Kuzel T, Masood A. Targeted multiplex proteomics (TMP) and genomics of early-onset colorectal cancer (EO-CRC). J Clin Oncol 2021. [DOI: 10.1200/jco.2021.39.3_suppl.97] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
97 Background: The incidence and mortality of early-onset colorectal cancer (EO-CRC) is on the rise. Consequently, there is an urgent unmet need to better understand their unique tumor biology to expand therapeutic options and improve clinical outcomes. Methods: Exploratory Targeted multiplex proteomics (TMP) and targeted 648 gene panel was performed on specimens from 35 patients with resected colon cancer diagnosed at age < = 40 years. TMP panel consisted of 72 proteins involved in differentiation, tumorigenesis, and response to chemotherapy, targeted therapy, and immunotherapy. Clinicopathologic and genomic data were also collected. Results: The median age of diagnosis was 33 years. The cohort included 15 male and 20 female patients. 20 (57%) had left-sided tumors and 6 (17%) had stage IV disease. Notable genomic alterations included mutations in: BRAF V600E (2/35); RAS (15/35); PIK3CA exon 9 or 20 (5/35); and ERBB2 (2/35). One patient exhibited ERBB2 amplification. 9/35 tumors were MSI-H. TMP analysis revealed overexpression of chemotherapy resistance proteins in several patients: ALDH1A1:16/35; ERCC1:1/35; GART:26/35; MDR1:9/35; MGMT:5/35; RRM1:6/35; TUBB3:1/35; TYMS:2/35; XRCC1:11/35. In contrast, some tumors exhibited elevated biomarkers of chemosensitivity: hENT1:8/35; DHFR:12/35; TYMP:15/35; OPRT:8/35; SLFN11:1/35; TLE:11/35; TOPO1:12/35; TOPO2A:1/35. Protein targets of cell signaling pathways were overexpressed in a number of tumors: CAT:16/35; CAV-1: 6/35; CBL:2/35; E-Cadherin: 19/35; HSP90A:16/35; HSP90B:18/35; MET:5/35; NQO1:18/35; paxillin:4/35; SRC:21/35; STAT3:11/35. Regarding EGFR and KRAS, none of the tumors exhibited elevated protein expression level. Furthermore, RAS mutational status did not correlate with the level of EGFR or KRAS protein expression. Antibody drug conjugate biomarkers were observed. HER2 overexpression was noted in one patient who had a confirmed ERBB2 amplification. Regarding immunotherapy targets, PDL-1 protein was not overexpressed in any tumor, whereas MSLN and TROP2 were elevated in 1/35 and 2/35 patients, respectively. Conclusions: TMP analysis of EO-CRC patients revealed marked heterogeneity in the expression of proteins involved in differentiation, tumorigenesis, and response to chemotherapy, targeted therapy, and immunotherapy. Differential protein expression may provide insight into therapeutic vulnerabilities for EO-CRC. Furthermore, the discordance between detected genomic alterations and protein expression levels highlights the complementary nature of genomic sequencing and TMP analysis.
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Affiliation(s)
| | | | - Nida Alam
- Rush University Medical Center, Chicago, IL
| | | | | | | | - Sam Pappas
- Rush University Medical Center, Chicago, IL
| | | | | | | | | | | | | | | | | | - Ashiq Masood
- Univ of Maryland Greenebaum Cancer Ctr, Baltimore, MD
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12
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Liao WL, Chou CM, Lin MC. Perinatal testicular torsion presented as neonatal scrotal swelling. Pediatr Int 2020; 62:1202-1204. [PMID: 32881168 DOI: 10.1111/ped.14283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 04/10/2020] [Accepted: 04/20/2020] [Indexed: 12/01/2022]
Affiliation(s)
- Wei-Li Liao
- Divisions of Neonatology, Department of Pediatrics, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Chia-Man Chou
- Division of Pediatric Surgery, Department of Surgery, Taichung Veterans General Hospital, Taichung, Taiwan.,School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Ming-Chih Lin
- Divisions of Neonatology, Department of Pediatrics, Taichung Veterans General Hospital, Taichung, Taiwan.,Department of Food and Nutrition, Providence University, Taichung, Taiwan.,School of Medicine, National Yang-Ming University, Taipei, Taiwan
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13
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Thyparambil SP, Liao WL, An E, Bhalkikar A, Guiel T, Heaton R. Abstract 4156: Molecular profiling of ovarian cancer by targeted proteomics to inform personalized therapy. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-4156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Chemotherapy is the mainstay for the treatment of ovarian cancer. Taxanes, platinum salts, 5-FU, anthracyclines, gemcitabine are used extensively in ovarian cancer, however, there is no biomarker of chemotherapy that is routinely used. We examined 169 ovarian cancer samples using targeted proteomics for biomarkers of response or resistance to chemotherapy agents. Biomarkers of resistance include ERCC1 (Platinum), TUBB3 (taxanes), ALDH1A1 (cyclophosphamide) while response biomarkers include TOPO1 (irinotecan, topotecan), TOPO2A (doxorubicin, epirubicin), hENT1 (Gemcitabine).We also measure markers for several antibody-drug conjugates (FR-alpha, Her2, Trop2, gPNMB, MSLN).
Methods: Tumor areas from Formalin-fixed, paraffin-embedded (FFPE) tumor tissues from clinical samples of ovarian cancer that were received at our CLIA certified laboratory were microdissected and a selected reaction monitoring mass spectrometry (SRM-MS) quantitative proteomic analysis of 72 biomarkers were conducted.
Discussion: The majority of ovarian cancer samples expressed a range of resistance markers for cyclophosphamide (ALDH1A1: 87% positive ranging from 227-10766 amol/µg), platinum agents (70% positive) and taxanes (71%positive). However, they also expressed a range of response biomarkers for chemotherapies that are conventionally used to treat ovarian cancer. These include irinotecan/topotecan (TOPO1: 97% positive ranging from 459 -3299), doxorubicin (TOPO2A: 50% positive ranging from 402-3825 amol/µg), gemcitabine (hENT1/RRM1: 42% positive). Novel chemotherapy agents that could potentially be used include temozolomide (40% of patients did not express MGMT, resistance marker for temozolomide). The vast majority (78%) of ovarian cancer samples did not express any drug efflux pump proteins MRP and MDR1. Examination of potential ADC markers revealed 74% positivity for the antibody target FR-alpha with a 42 fold range of expression (585 -25000 amol/µg) and 71% positivity for the payload resistance marker TUBB3. Similarly, Trop2 (56% positivity) exhibited a wide dynamic range (222-12778 amol/µg). Another ADC target mesothelin was expressed in 66% of the cases with a 35x range of expression (302 - 10,700 amol/µg). While 56% of ovarian cancer expressed Her2 (262 -5011 amol/µg), only 4% expressed high levels of Her2 (>750 amol/µg), making them suitable for current anti-Her2 therapy. Others could potentially benefit from clinical trials targeting low Her2 expression. The ability to multiplex 72 protein biomarkers from 2-3 FFPE sections provides immense actionable information on clinical treatment or for patient stratification for clinical trials.
Citation Format: Sheeno P. Thyparambil, Wei-Li Liao, Eunkyung An, Anuja Bhalkikar, Thomas Guiel, Robert Heaton. Molecular profiling of ovarian cancer by targeted proteomics to inform personalized therapy [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 4156.
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Amodio V, Yaeger R, Arcella P, Cancelliere C, Lamba S, Lorenzato A, Arena S, Montone M, Mussolin B, Bian Y, Whaley A, Pinnelli M, Murciano-Goroff YR, Vakiani E, Valeri N, Liao WL, Bhalkikar A, Thyparambil S, Zhao HY, de Stanchina E, Marsoni S, Siena S, Bertotti A, Trusolino L, Li BT, Rosen N, Di Nicolantonio F, Bardelli A, Misale S. EGFR Blockade Reverts Resistance to KRAS G12C Inhibition in Colorectal Cancer. Cancer Discov 2020; 10:1129-1139. [PMID: 32430388 PMCID: PMC7416460 DOI: 10.1158/2159-8290.cd-20-0187] [Citation(s) in RCA: 213] [Impact Index Per Article: 53.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2020] [Revised: 04/13/2020] [Accepted: 04/29/2020] [Indexed: 12/19/2022]
Abstract
Most patients with KRAS G12C-mutant non-small cell lung cancer (NSCLC) experience clinical benefit from selective KRASG12C inhibition, whereas patients with colorectal cancer bearing the same mutation rarely respond. To investigate the cause of the limited efficacy of KRASG12C inhibitors in colorectal cancer, we examined the effects of AMG510 in KRAS G12C colorectal cancer cell lines. Unlike NSCLC cell lines, KRAS G12C colorectal cancer models have high basal receptor tyrosine kinase (RTK) activation and are responsive to growth factor stimulation. In colorectal cancer lines, KRASG12C inhibition induces higher phospho-ERK rebound than in NSCLC cells. Although upstream activation of several RTKs interferes with KRASG12C blockade, we identify EGFR signaling as the dominant mechanism of colorectal cancer resistance to KRASG12C inhibitors. The combinatorial targeting of EGFR and KRASG12C is highly effective in colorectal cancer cells and patient-derived organoids and xenografts, suggesting a novel therapeutic strategy to treat patients with KRAS G12C colorectal cancer. SIGNIFICANCE: The efficacy of KRASG12C inhibitors in NSCLC and colorectal cancer is lineage-specific. RTK dependency and signaling rebound kinetics are responsible for sensitivity or resistance to KRASG12C inhibition in colorectal cancer. EGFR and KRASG12C should be concomitantly inhibited to overcome resistance to KRASG12C blockade in colorectal tumors.See related commentary by Koleilat and Kwong, p. 1094.This article is highlighted in the In This Issue feature, p. 1079.
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Affiliation(s)
- Vito Amodio
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Rona Yaeger
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Pamela Arcella
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | | | - Simona Lamba
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
| | - Annalisa Lorenzato
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Sabrina Arena
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Monica Montone
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
| | | | - Yu Bian
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Adele Whaley
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Marika Pinnelli
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | | | - Efsevia Vakiani
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Nicola Valeri
- Center for Evolution and Cancer, The Institute of Cancer Research, London, United Kingdom
- Department of Medicine, The Royal Marsden Hospital, London, United Kingdom
| | | | | | | | - Hui-Yong Zhao
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Antitumour Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Elisa de Stanchina
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Antitumour Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Silvia Marsoni
- Niguarda Cancer Center, Grande Ospedale Metropolitano Niguarda, Milan, Italy
- Istituto FIRC di Oncologia Molecolare (IFOM), Milan, Italy
| | - Salvatore Siena
- Niguarda Cancer Center, Grande Ospedale Metropolitano Niguarda, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Andrea Bertotti
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Livio Trusolino
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Bob T Li
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - Neal Rosen
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Center for Molecular-Based Therapy, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Federica Di Nicolantonio
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Alberto Bardelli
- Candiolo Cancer Institute, FPO - IRCCS, Candiolo, Torino, Italy.
- Department of Oncology, University of Torino, Candiolo, Torino, Italy
| | - Sandra Misale
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York.
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15
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Thyparambil SP, Liao WL, An E, Bhalkikar A, Heaton R, Sylvester KG, Ling XB. Proteomic profiling to identify therapeutics targets in glioblastoma (GBM). J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.15_suppl.2555] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
2555 Background: Glioblastoma (GBM) is an aggressive primary brain tumor with poor prognosis. Treatment at diagnosis is largely confined to surgery, radiation and temozolomide (TMZ) with median progression-free survival (PFS) of 7 months and median overall survival (mOS) of 15 months. GBM tumors recur in most cases and in patients with recurrent GBM, the mOS is 6.2 months. The lack of effective therapies underscores the importance of exploring other agents. We propose that quantitating therapy-associated protein biomarkers can improve treatment personalization for GBM. Methods: 97 FFPE GBM tissues were microdissected and solubilized for mass spectrometry-based proteomic analysis of therapy-associated protein biomarkers in our CLIA certified lab. We quantified protein levels of MGMT, hENT1, RRM1, TOPO1 and EGFR/TUBB3 (antibody target and payload resistance markers, respectively, for anti-EGFR ADCs) simultaneously. The multiplexed assay also quantified additional 24 clinically relevant proteins. Results: 43/57 patients were predicted to respond to TMZ based on undetectable levels of MGMT, confirming wide utility of this agent. 42/97(43%) patients were predicted to have gemcitabine sensitivity based on high expression of the response marker (hENT1 > 100 amol/ug) and low expression of the resistance marker (RRM1 < 700 amol/ug). 11/97(11%) patients expressed TOPO1 > 1350 amol/ug (75th percentile of all indications tested by author’s laboratory), suggesting likely response to irinotecan and topotecan. EGFR expression ranged from < 100 amol/ug to > 25000 amol/ug, including overexpression (> 1500 amol/ug) in 22%(21/97) of cases. While expression of EGFR(81/97, 84%) suggested likely response to anti-EGFR ADC, concurrent expression of TUBB3(78/81) may indicate resistance to several known payloads, such as taxanes and MMAE. Conjugation with another payload that targets sensitivity marker TOPO1 (68% expression) is a likely option. Proteomic analysis also revealed detectable levels of multiple RTKs (FGFR(4), AXL(20), IGF1R(10), MET overexpression(1), and HER2 overexpression(2)), indicating potential response to RTK inhibitors. Exploratory investigation in tumor vs TME using proteomics and metabolomics is ongoing. Conclusions: In this population of GBM patients, proteomic analysis identified protein targets of multiple approved and investigational therapies. Gemcitabine, which crosses the blood-brain barrier, may be considered as a salvage option after TMZ failure. Proteomic quantitation of EGFR and TUBB3 may improve patient selection for EGFR-targeting ADCs.
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Li BT, Michelini F, Misale S, Cocco E, Baldino L, Cai Y, Shifman S, Tu HY, Myers ML, Xu C, Mattar M, Khodos I, Little M, Qeriqi B, Weitsman G, Wilhem CJ, Lalani AS, Diala I, Freedman RA, Lin NU, Solit DB, Berger MF, Barber PR, Ng T, Offin M, Isbell JM, Jones DR, Yu HA, Thyparambil S, Liao WL, Bhalkikar A, Cecchi F, Hyman DM, Lewis JS, Buonocore DJ, Ho AL, Makker V, Reis-Filho JS, Razavi P, Arcila ME, Kris MG, Poirier JT, Shen R, Tsurutani J, Ulaner GA, de Stanchina E, Rosen N, Rudin CM, Scaltriti M. HER2-Mediated Internalization of Cytotoxic Agents in ERBB2 Amplified or Mutant Lung Cancers. Cancer Discov 2020; 10:674-687. [PMID: 32213539 PMCID: PMC7196485 DOI: 10.1158/2159-8290.cd-20-0215] [Citation(s) in RCA: 136] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Revised: 03/09/2020] [Accepted: 03/10/2020] [Indexed: 11/16/2022]
Abstract
Amplification of and oncogenic mutations in ERBB2, the gene encoding the HER2 receptor tyrosine kinase, promote receptor hyperactivation and tumor growth. Here we demonstrate that HER2 ubiquitination and internalization, rather than its overexpression, are key mechanisms underlying endocytosis and consequent efficacy of the anti-HER2 antibody-drug conjugates (ADC) ado-trastuzumab emtansine (T-DM1) and trastuzumab deruxtecan (T-DXd) in lung cancer cell lines and patient-derived xenograft models. These data translated into a 51% response rate in a clinical trial of T-DM1 in 49 patients with ERBB2-amplified or -mutant lung cancers. We show that cotreatment with irreversible pan-HER inhibitors enhances receptor ubiquitination and consequent ADC internalization and efficacy. We also demonstrate that ADC switching to T-DXd, which harbors a different cytotoxic payload, achieves durable responses in a patient with lung cancer and corresponding xenograft model developing resistance to T-DM1. Our findings may help guide future clinical trials and expand the field of ADC as cancer therapy. SIGNIFICANCE: T-DM1 is clinically effective in lung cancers with amplification of or mutations in ERBB2. This activity is enhanced by cotreatment with irreversible pan-HER inhibitors, or ADC switching to T-DXd. These results may help address unmet needs of patients with HER2-activated tumors and no approved targeted therapy.See related commentary by Rolfo and Russo, p. 643.This article is highlighted in the In This Issue feature, p. 627.
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Affiliation(s)
- Bob T Li
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York.
- Weill Cornell Medical College, New York, New York
| | - Flavia Michelini
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York.
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Sandra Misale
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York.
| | - Emiliano Cocco
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Laura Baldino
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Yanyan Cai
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Sophie Shifman
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Hai-Yan Tu
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Guangdong Lung Cancer Institute, Guangdong Provincial People's Hospital and Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Mackenzie L Myers
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Chongrui Xu
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Guangdong Lung Cancer Institute, Guangdong Provincial People's Hospital and Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Marissa Mattar
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Antitumor Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Inna Khodos
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Antitumor Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Megan Little
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Antitumor Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Besnik Qeriqi
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Antitumor Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Gregory Weitsman
- Richard Dimbleby Department of Cancer Research, King's College London, London, United Kingdom
| | - Clare J Wilhem
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | - Rachel A Freedman
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Nancy U Lin
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - David B Solit
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Michael F Berger
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Paul R Barber
- Richard Dimbleby Department of Cancer Research, King's College London, London, United Kingdom
- UCL Cancer Institute, Paul O'Gorman Building, University College London, London, United Kingdom
| | - Tony Ng
- Richard Dimbleby Department of Cancer Research, King's College London, London, United Kingdom
- UCL Cancer Institute, Paul O'Gorman Building, University College London, London, United Kingdom
| | - Michael Offin
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - James M Isbell
- Weill Cornell Medical College, New York, New York
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - David R Jones
- Weill Cornell Medical College, New York, New York
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Helena A Yu
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | | | | | | | | | - David M Hyman
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - Jason S Lewis
- Weill Cornell Medical College, New York, New York
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
- Radiochemistry and Molecular Imaging Probe Core, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Darren J Buonocore
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Alan L Ho
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - Vicky Makker
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Pedram Razavi
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - Maria E Arcila
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Mark G Kris
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - John T Poirier
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Ronglai Shen
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Junji Tsurutani
- Advanced Cancer Translational Research Institute, Department of Medical Oncology, Showa University, Tokyo, Japan
| | - Gary A Ulaner
- Weill Cornell Medical College, New York, New York
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- mProbe Inc., Rockville, Maryland
| | - Elisa de Stanchina
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Antitumor Assessment Core Facility, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Neal Rosen
- Molecular Pharmacology Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Center for Molecular-Based Therapy, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Charles M Rudin
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
- Weill Cornell Medical College, New York, New York
| | - Maurizio Scaltriti
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, New York.
- Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, New York
- Center for Molecular-Based Therapy, Memorial Sloan Kettering Cancer Center, New York, New York
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Thyparambil SP, Liao WL, An E, Tian Y, Heaton R, Sylvester KG, Ling XB. Expression of antibody-drug conjugates (ADC) biomarkers in colorectal cancer. J Clin Oncol 2020. [DOI: 10.1200/jco.2020.38.4_suppl.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
17 Background: Multiple ADCs are in clinical trials for CRC and the optimal strategy for selecting patients who may benefit from the treatment is evolving. Due to the unique mechanism of ADCs, patient selection should involve screening not only for the presence of the antibody target, but also for markers of resistance or response to the payload. We have built a multiplexed ADC biomarker panel in FFPE tumor tissue that simultaneously quantifies the protein levels of the antibody targets and also the payload markers. Methods: FFPE tumor tissues from 363 CRC patients were microdissected and solubilized for mass spectrometry-based targeted proteomic analysis in our CLIA certified laboratory. We quantified protein levels of EGFR, HER2, HER3, Axl, Mesothelin, FRalpha, Trop2 (antibody targets), tubulin-beta3 and TOPO1 (payload resistance and response markers, respectively) simultaneously. The multiplexed assay also quantified additional 22 clinically relevant proteins. Results: Expression of EGFR(83%), HER2(52%), HER3(21.5%), Axl(3.7%), Mesothelin(26.5%), FRalpha(3.7%), and Trop2(59.8%) may indicate likely response to ADCs. Expression of TUBB3(+) and TOPO1 (>1350amol/µg) in antibody target-positive subset may suggest resistance or response to payloads, such as taxanes and irinotecan, respectively (Table). Previously we identified that HER2 expression >750amol/µg correlated with HER2 positivity. Accordingly, 1.4% (5/355) of CRC patients were HER2 positive, of which 40% (2/5) had TOPO1 expression >1350amol/µg (75th percentile) suggesting that these 2 patients may receive benefit from a HER2/TOPO1 ADC. (+) indicates expression ≥LOQ; (-) indicates expression <LOQ. Conclusions: In patients with CRC, quantitative proteomics identified both antibody targets and markers of resistance or response to the payloads for multiple approved and investigational ADC therapies. [Table: see text]
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18
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Liao WL, Shih MY, Wang JD. Venous Thromboembolism in a Young Girl with Duplication of the Inferior Vena Cava and Protein S Deficiency. Turk J Haematol 2019. [DOI: 10.4274/tjh.galenos.2019.0218.0332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
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19
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Ducret A, James I, Wilson S, Feilke M, Tebbe A, Dybowski N, Elschenbroich S, Klammer M, Blackler A, Liao WL, Tian Y, Friess T, Bossenmaier B, Dietmann G, Schaab C, Hembrough T, Ceppi M. Translation and evaluation of a pre-clinical 5-protein response prediction signature in a breast cancer phase Ib clinical trial. PLoS One 2019; 14:e0213892. [PMID: 30897176 PMCID: PMC6428264 DOI: 10.1371/journal.pone.0213892] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2018] [Accepted: 03/05/2019] [Indexed: 12/21/2022] Open
Abstract
Human protein biomarker discovery relies heavily on pre-clinical models, in particular established cell lines and patient-derived xenografts, but confirmation studies in primary tissue are essential to demonstrate clinical relevance. We describe in this study the process that was followed to clinically translate a 5-protein response signature predictive for the activity of an anti-HER3 monoclonal antibody (lumretuzumab) originally measured in fresh frozen xenograft tissue. We detail the development, qualification, and validation of the multiplexed targeted mass spectrometry assay used to assess the signature performance in formalin-fixed, paraffin-embedded human clinical samples collected in a phase Ib trial designed to evaluate lumretuzumab in patients with metastatic breast cancer. We believe that the strategy delineated here provides a path forward to avoid the time- and cost-consuming step of having to develop immunological reagents against unproven targets. We expect that mass spectrometry-based platforms may become part of a rational process to rapidly test and qualify large number of candidate biomarkers to identify the few that stand a chance for further development and validation.
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Affiliation(s)
- Axel Ducret
- Roche Pharmaceutical Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
- * E-mail:
| | - Ian James
- A4P Consulting Ltd, Sandwich, United Kingdom
| | - Sabine Wilson
- Roche Pharmaceutical Research and Early Development, Roche Innovation Center Munich, Penzberg, Germany
| | - Martina Feilke
- Roche Pharmaceutical Research and Early Development, Roche Innovation Center Munich, Penzberg, Germany
| | | | | | | | | | - Adele Blackler
- Oncoplex Diagnostics, Rockville, MD, United States of America
| | - Wei-Li Liao
- Oncoplex Diagnostics, Rockville, MD, United States of America
| | - Yuan Tian
- Oncoplex Diagnostics, Rockville, MD, United States of America
| | - Thomas Friess
- Roche Pharmaceutical Research and Early Development, Roche Innovation Center Munich, Penzberg, Germany
| | - Birgit Bossenmaier
- Roche Pharmaceutical Research and Early Development, Roche Innovation Center Munich, Penzberg, Germany
| | - Gabriele Dietmann
- Roche Pharmaceutical Research and Early Development, Roche Innovation Center Munich, Penzberg, Germany
| | | | - Todd Hembrough
- Oncoplex Diagnostics, Rockville, MD, United States of America
| | - Maurizio Ceppi
- Roche Pharmaceutical Research and Early Development, Roche Innovation Center Munich, Penzberg, Germany
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20
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Affiliation(s)
- Wei-Li Liao
- Department of Pediatrics, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Ming-Yang Shih
- Department of Pediatrics, Taichung Veterans General Hospital, Taichung, Taiwan
| | - Jiaan-Der Wang
- Department of Pediatrics, Taichung Veterans General Hospital, Taichung, Taiwan,Center for Rare Disease and Hemophilia, Taichung Veterans General Hospital, Taichung, Taiwan,Tunghai University, Faculty of Medicine, Department of Pediatrics, Taichung, Taiwan
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21
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Kim YJ, Sweet SMM, Egertson JD, Sedgewick AJ, Woo S, Liao WL, Merrihew GE, Searle BC, Vaske C, Heaton R, MacCoss MJ, Hembrough T. Data-Independent Acquisition Mass Spectrometry To Quantify Protein Levels in FFPE Tumor Biopsies for Molecular Diagnostics. J Proteome Res 2018; 18:426-435. [PMID: 30481034 DOI: 10.1021/acs.jproteome.8b00699] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Mass spectrometry-based protein quantitation is currently used to measure therapeutically relevant protein biomarkers in CAP/CLIA setting to predict likely responses of known therapies. Selected reaction monitoring (SRM) is the method of choice due to its outstanding analytical performance. However, data-independent acquisition (DIA) is now emerging as a proteome-scale clinical assay. We evaluated the ability of DIA to profile the patient-specific proteomes of sample-limited tumor biopsies and to quantify proteins of interest in a targeted fashion using formalin-fixed, paraffin-embedded (FFPE) tumor biopsies ( n = 12) selected from our clinical laboratory. DIA analysis on the tumor biopsies provided 3713 quantifiable proteins including actionable biomarkers currently in clinical use, successfully separated two gastric cancers from colorectal cancer specimen solely on the basis of global proteomic profiles, and identified subtype-specific proteins with prognostic or diagnostic value. We demonstrate the potential use of DIA-based quantitation to inform therapeutic decision-making using TUBB3, for which clinical cutoff expression levels have been established by SRM. Comparative analysis of DIA-based proteomic profiles and mRNA expression levels found positively and negatively correlated protein-gene pairs, a finding consistent with previously reported results from fresh-frozen tumor tissues.
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Affiliation(s)
- Yeoun Jin Kim
- NantOmics , 9600 Medical Center Drive , Rockville , Maryland 20850 , United States
| | - Steve M M Sweet
- NantOmics , 9600 Medical Center Drive , Rockville , Maryland 20850 , United States
| | - Jarrett D Egertson
- Department of Genome Sciences , University of Washington , 3720 15th Avenue NE , Seattle , Washington 98195 , United States
| | - Andrew J Sedgewick
- NantOmics , 2919 Mission Street , Santa Cruz , California 95060 , United States
| | - Sunghee Woo
- NantOmics , 9600 Medical Center Drive , Rockville , Maryland 20850 , United States
| | - Wei-Li Liao
- NantOmics , 9600 Medical Center Drive , Rockville , Maryland 20850 , United States
| | - Gennifer E Merrihew
- Department of Genome Sciences , University of Washington , 3720 15th Avenue NE , Seattle , Washington 98195 , United States
| | - Brian C Searle
- Department of Genome Sciences , University of Washington , 3720 15th Avenue NE , Seattle , Washington 98195 , United States
| | - Charlie Vaske
- NantOmics , 2919 Mission Street , Santa Cruz , California 95060 , United States
| | - Robert Heaton
- NantOmics , 9600 Medical Center Drive , Rockville , Maryland 20850 , United States
| | - Michael J MacCoss
- Department of Genome Sciences , University of Washington , 3720 15th Avenue NE , Seattle , Washington 98195 , United States
| | - Todd Hembrough
- NantOmics , 9600 Medical Center Drive , Rockville , Maryland 20850 , United States
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22
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Wong GS, Zhou J, Liu JB, Wu Z, Xu X, Li T, Xu D, Schumacher SE, Puschhof J, McFarland J, Zou C, Dulak A, Henderson L, Xu P, O'Day E, Rendak R, Liao WL, Cecchi F, Hembrough T, Schwartz S, Szeto C, Rustgi AK, Wong KK, Diehl JA, Jensen K, Graziano F, Ruzzo A, Fereshetian S, Mertins P, Carr SA, Beroukhim R, Nakamura K, Oki E, Watanabe M, Baba H, Imamura Y, Catenacci D, Bass AJ. Targeting wild-type KRAS-amplified gastroesophageal cancer through combined MEK and SHP2 inhibition. Nat Med 2018; 24:968-977. [PMID: 29808010 PMCID: PMC6039276 DOI: 10.1038/s41591-018-0022-x] [Citation(s) in RCA: 172] [Impact Index Per Article: 28.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2016] [Accepted: 03/23/2018] [Indexed: 12/21/2022]
Abstract
The role of KRAS, when activated through canonical mutations, has been well established in cancer1. Here we explore a secondary means of KRAS activation in cancer: focal high-level amplification of the KRAS gene in the absence of coding mutations. These amplifications occur most commonly in esophageal, gastric and ovarian adenocarcinomas2-4. KRAS-amplified gastric cancer models show marked overexpression of the KRAS protein and are insensitive to MAPK blockade owing to their capacity to adaptively respond by rapidly increasing KRAS-GTP levels. Here we demonstrate that inhibition of the guanine-exchange factors SOS1 and SOS2 or the protein tyrosine phosphatase SHP2 can attenuate this adaptive process and that targeting these factors, both genetically and pharmacologically, can enhance the sensitivity of KRAS-amplified models to MEK inhibition in both in vitro and in vivo settings. These data demonstrate the relevance of copy-number amplification as a mechanism of KRAS activation, and uncover the therapeutic potential for targeting of these tumors through combined SHP2 and MEK inhibition.
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Affiliation(s)
- Gabrielle S Wong
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Novartis Institutes for Biomedical Research, Inc., Cambridge, MA, USA
| | - Jin Zhou
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Jie Bin Liu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Zhong Wu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Xinsen Xu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Tianxia Li
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - David Xu
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center and Biological Sciences, Chicago, IL, USA
| | | | - Jens Puschhof
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - James McFarland
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Charles Zou
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Austin Dulak
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Surface Oncology, Cambridge, MA, USA
| | - Les Henderson
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center and Biological Sciences, Chicago, IL, USA
| | - Peng Xu
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center and Biological Sciences, Chicago, IL, USA
| | - Emily O'Day
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center and Biological Sciences, Chicago, IL, USA
| | - Rachel Rendak
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center and Biological Sciences, Chicago, IL, USA
| | - Wei-Li Liao
- OncoPlex Diagnostics/NantOmics, Rockville, MD, USA
| | | | | | | | | | - Anil K Rustgi
- Division of Gastroenterology, Departments of Medicine and Genetics, Abramson Cancer Center, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kwok-Kin Wong
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- NYU Langone Health, New York, NY, USA
| | - J Alan Diehl
- Department of Biochemistry and Molecular Biology, Medical University of South Carolina, Charleston, SC, USA
| | - Karin Jensen
- Sanofi Oncology, Cambridge, MA, USA
- University of Illinois at Urbana-Champaign, Chicago, IL, USA
| | - Francesco Graziano
- Department of Biomolecular Sciences, University of Urbino "Carlo Bo", Urbino, Italy
| | - Annamaria Ruzzo
- Department of Biomolecular Sciences, University of Urbino "Carlo Bo", Urbino, Italy
| | - Shaunt Fereshetian
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Philipp Mertins
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Max Delbrück Center for Molecular Medicine, Berlin, Germany
| | - Steven A Carr
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Rameen Beroukhim
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Kenichi Nakamura
- Department of Gastroenterological Surgery, Kumamoto University, Kumamoto, Japan
| | - Eiji Oki
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Masayuki Watanabe
- Department of Gastroenterological Surgery, Kumamoto University, Kumamoto, Japan
- Department of Gastroenterological Surgery, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Hideo Baba
- Department of Gastroenterological Surgery, Kumamoto University, Kumamoto, Japan
| | - Yu Imamura
- Department of Gastroenterological Surgery, Kumamoto University, Kumamoto, Japan
- Department of Gastroenterological Surgery, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Daniel Catenacci
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center and Biological Sciences, Chicago, IL, USA.
| | - Adam J Bass
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Department of Medicine, Harvard Medical School, Boston, MA, USA.
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA.
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23
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Li ML, Liao WL, Cai HX. A micro-computed tomographic evaluation of dentinal microcrack alterations during root canal preparation using single-file Ni-Ti systems. Exp Ther Med 2017; 15:494-499. [PMID: 29387202 PMCID: PMC5769226 DOI: 10.3892/etm.2017.5399] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2017] [Accepted: 10/26/2017] [Indexed: 12/05/2022] Open
Abstract
The aim of the present study was to evaluate the length of dentinal microcracks observed prior to and following root canal preparation with different single-file nickel-titanium (Ni-Ti) systems using micro-computed tomography (micro-CT) analysis. A total of 80 mesial roots of mandibular first molars presenting with type II Vertucci canal configurations were scanned at an isotropic resolution of 7.4 µm. The samples were randomly assigned into four groups (n=20 per group) according to the system used for root canal preparation, including the WaveOne (WO), OneShape (OS), Reciproc (RE) and control groups. A second micro-CT scan was conducted after the root canals were prepared with size 25 instruments. Pre- and postoperative cross-section images of the roots (n=237,760) were then screened to identify the lengths of the microcracks. The results indicated that the microcrack lengths were notably increased following root canal preparation (P<0.05). The alterations in microcrack length in the OS group were more significant compared with those in the WO, RE and control groups (P<0.05). In conclusion, the formation and development of dentinal microcracks may be associated with the movement caused by preparation rather than the taper of the files. Among the single-file Ni-Ti systems, WO and RE were not observed to cause notable microcracks, while the OS system resulted in evident microcracks.
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Affiliation(s)
- Mei-Lin Li
- Department of Oral Medicine, Haizhu Square Branch, Stomatological Hospital, Southern Medical University (Guangdong Provincial Stomatological Hospital), Guangzhou, Guangdong 510280, P.R. China
| | - Wei-Li Liao
- Zhujiang New Town Dental Clinic, Guanghua School of Stomatology, Guangdong Provincial Key Laboratory of Stomatology, Sun Yat-Sen University, Guangzhou, Guangdong 510060, P.R. China
| | - Hua-Xiong Cai
- Zhujiang New Town Dental Clinic, Guanghua School of Stomatology, Guangdong Provincial Key Laboratory of Stomatology, Sun Yat-Sen University, Guangzhou, Guangdong 510060, P.R. China
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24
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Catenacci DVT, Ang A, Liao WL, Shen J, O'Day E, Loberg RD, Cecchi F, Hembrough T, Ruzzo A, Graziano F. MET tyrosine kinase receptor expression and amplification as prognostic biomarkers of survival in gastroesophageal adenocarcinoma. Cancer 2016; 123:1061-1070. [PMID: 27926778 PMCID: PMC5339041 DOI: 10.1002/cncr.30437] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2016] [Revised: 09/14/2016] [Accepted: 10/05/2016] [Indexed: 01/29/2023]
Abstract
BACKGROUND MET gene amplification and Met protein overexpression may be associated with a poor prognosis. The MET/Met status is typically determined with fluorescence in situ hybridization (FISH) and immunohistochemistry (IHC), respectively. Targeted proteomics uses mass spectrometry–based selected reaction monitoring (SRM) to accurately quantitate Met expression. FISH, IHC, and SRM analyses were compared to characterize the prognostic value of MET/Met in gastroesophageal adenocarcinoma (GEC). METHODS Samples from 447 GEC patients were analyzed for MET gene amplification (FISH) and Met protein expression (IHC and SRM). Cox proportional hazards models and Kaplan‐Meier estimates were applied to explore relations between Met, overall survival (OS), and clinical/pathological characteristics. Spearman's rank coefficient was used to assess the correlation between parameters. RESULTS Patients with MET‐amplified tumors had worse OS when: the MET/centromere enumeration probe for chromosome 7 FISH ratio was ≥ 2 (hazard ratio [HR], 3.13; 95% confidence interval [CI], 1.84‐5.33), the MET gene copy number was ≥5 (HR, 2.51; 95% CI, 1.45‐4.34), or ≥ 10% of the cells had ≥15 copies (HR, 4.28; 95% CI, 2.18‐8.39). Similar observations were made with Met protein overexpression by IHC (≥1 + intensity in ≥ 25% of the tumor cell membrane: HR, 1.39; 95% CI, 1.04‐1.86) or SRM (≥400 amol/μg: HR, 1.76; 95% CI, 1.06‐2.90). A significant correlation was observed between MET FISH/Met IHC, MET FISH/Met SRM, and Met IHC/Met SRM; only MET FISH and Met SRM were independent negative prognostic biomarkers in multivariate analyses. CONCLUSIONS MET amplification and overexpression, assessed by multiple methods, were associated with a worse prognosis in univariate analyses. However, only MET amplification by FISH and Met expression by SRM were independent prognostic biomarkers. Compared with IHC, SRM may provide an added benefit for informed decisions about Met‐targeted therapy. Cancer 2017;123:1061–70. © 2016 American Cancer Society. In a large study, MET gene amplification, Met protein overexpression, or both, as assessed by various assays, are associated with a poor prognosis in univariate analyses. However, only MET amplification by fluorescence in situ hybridization and Met expression by selected reaction monitoring mass spectrometry are independent prognostic biomarkers; compared with immunohistochemistry, selected reaction monitoring may provide an added benefit for informed decisions about Met‐targeted therapy.
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Affiliation(s)
- Daniel V T Catenacci
- Section of Hematology/Oncology, Department of Medicine, University of Chicago, Chicago, Illinois
| | - Agnes Ang
- Amgen, Inc, Thousand Oaks, California
| | | | - Jing Shen
- Amgen, Inc, Thousand Oaks, California
| | - Emily O'Day
- Section of Hematology/Oncology, Department of Medicine, University of Chicago, Chicago, Illinois
| | | | | | | | - Annamaria Ruzzo
- Department of Biomolecular Science, University of Urbino, Urbino, Italy
| | - Francesco Graziano
- Department of Onco-Hematology, Azienda Ospedali Riuniti Marche Nord, Pesaro, Italy
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25
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Catenacci DVT, Liao WL, Zhao L, Whitcomb E, Henderson L, O'Day E, Xu P, Thyparambil S, Krizman D, Bengali K, Uzzell J, Darfler M, Cecchi F, Blackler A, Bang YJ, Hart J, Xiao SY, Lee SM, Burrows J, Hembrough T. Mass-spectrometry-based quantitation of Her2 in gastroesophageal tumor tissue: comparison to IHC and FISH. Gastric Cancer 2016; 19:1066-1079. [PMID: 26581548 PMCID: PMC4871781 DOI: 10.1007/s10120-015-0566-0] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/11/2015] [Accepted: 10/31/2015] [Indexed: 02/07/2023]
Abstract
BACKGROUND Trastuzumab has shown a survival benefit in cases of Her2-positive gastroesophageal cancer (GEC). Immunohistochemistry (IHC) and fluorescence in situ hybridization (FISH) currently determine eligibility for trastuzumab-based therapy. However, these low-throughput assays often produce discordant or equivocal results. METHODS We developed a targeted proteomic assay based on selected reaction monitoring mass spectrometry (SRM-MS) and quantified levels (amol/μg) of Her2-SRM protein in cell lines (n = 27) and GEC tissues (n = 139). We compared Her2-SRM protein expression with IHC/FISH, seeking to determine optimal SRM protein expression cutoffs in order to identify HER2 gene amplification. RESULTS After demonstrating assay development, precision, and stability, Her2-SRM protein measurement was observed to be highly concordant with the HER2/CEP17 ratio, particularly in a multivariate regression model adjusted for SRM expression of the covariates Met, Egfr, Her3, and HER2 heterogeneity, as well as their interactions (cell lines r (2) = 0.9842; FFPE r (2) = 0.7643). In GEC tissues, Her2-SRM protein was detected at any level in 71.2 % of cases. ROC curves demonstrated that Her2-SRM protein levels have a high specificity (100 %) at an upper-level cutoff of >750 amol/µg and sensitivity of 75 % at a lower-level cutoff of <450 amol/μg for identifying HER2 FISH-amplified tumors. An "equivocal zone" of 450-750 amol/µg of Her2-SRM protein was analogous to IHC2+ but represented fewer cases (9-16 % of cases versus 36-41 %). CONCLUSIONS Compared to IHC, targeted SRM-Her2 proteomics provided more objective and quantitative Her2 expression with excellent HER2/CEP17 FISH correlation and fewer equivocal cases. Along with its multiplex capability for other relevant oncoproteins, these results demonstrate a refined HER2 protein expression assay for clinical application.
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Affiliation(s)
- Daniel V T Catenacci
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center, Chicago, IL, 60637, USA.
| | - Wei-Li Liao
- OncoPlex Diagnostics Inc., Rockville, MD, USA
- NantOmics, LLC, Culver City, CA, USA
| | - Lei Zhao
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | - Emma Whitcomb
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | - Les Henderson
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center, Chicago, IL, 60637, USA
| | - Emily O'Day
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center, Chicago, IL, 60637, USA
| | - Peng Xu
- Department of Medicine, Section of Hematology/Oncology, University of Chicago Medical Center, Chicago, IL, 60637, USA
| | - Sheeno Thyparambil
- OncoPlex Diagnostics Inc., Rockville, MD, USA
- NantOmics, LLC, Culver City, CA, USA
| | - David Krizman
- OncoPlex Diagnostics Inc., Rockville, MD, USA
- NantOmics, LLC, Culver City, CA, USA
| | - Kathleen Bengali
- OncoPlex Diagnostics Inc., Rockville, MD, USA
- NantOmics, LLC, Culver City, CA, USA
| | | | - Marlene Darfler
- OncoPlex Diagnostics Inc., Rockville, MD, USA
- NantOmics, LLC, Culver City, CA, USA
| | - Fabiola Cecchi
- OncoPlex Diagnostics Inc., Rockville, MD, USA
- NantOmics, LLC, Culver City, CA, USA
| | - Adele Blackler
- OncoPlex Diagnostics Inc., Rockville, MD, USA
- NantOmics, LLC, Culver City, CA, USA
| | - Yung-Jue Bang
- Seoul National University College of Medicine, Seoul, Korea
| | - John Hart
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | - Shu-Yuan Xiao
- Department of Pathology, University of Chicago, Chicago, IL, USA
| | - Sang Mee Lee
- Department of Public Health Studies, University of Chicago, Chicago, IL, USA
| | - Jon Burrows
- OncoPlex Diagnostics Inc., Rockville, MD, USA
| | - Todd Hembrough
- OncoPlex Diagnostics Inc., Rockville, MD, USA
- NantOmics, LLC, Culver City, CA, USA
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Xu D, Alpert L, Xu P, Tumuluru S, Kanteti R, Henderson L, O'Day E, Cecchi F, Blackler A, Liao WL, Hembrough TA, Catenacci DV. KRAS gene amplification to define a distinct molecular subgroup of gastroesophageal adenocarcinoma. J Clin Oncol 2016. [DOI: 10.1200/jco.2016.34.15_suppl.4065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- David Xu
- University of Chicago, Chicago, IL
| | | | - Peng Xu
- The University of Chicago, Chicago, IL
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Sellappan S, Blackler A, Liao WL, O'Day E, Xu P, Thyparambil S, Cecchi F, Hembrough T, Catenacci DV. Therapeutically Induced Changes in HER2, HER3, and EGFR Protein Expression for Treatment Guidance. J Natl Compr Canc Netw 2016; 14:503-7. [DOI: 10.6004/jnccn.2016.0059] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2015] [Accepted: 03/16/2016] [Indexed: 11/17/2022]
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Henderson L, Xu P, O'Day E, Cecchi F, Blackler A, Liao WL, Hembrough TA, Catenacci DV. KRAS gene amplification to define a distinct molecular subgroup of gastroesophageal adenocarcinoma. J Clin Oncol 2016. [DOI: 10.1200/jco.2016.34.4_suppl.74] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
74 Background: KRAS mutation is rare ( < 5%) in gastroesophageal cancer (GEC). However, the incidence of KRAS gene amplification (amp+), consequent protein levels, and prognostic and/or therapeutic implications are unknown. Methods: 410 GEC samples and 30 cell lines were assessed for KRAS gene copy number (GCN) by fluorescence in situ hybridization (FISH) (n = 90), Kras expression by selected reaction monitoring mass spectrometry (Kras-SRM-MS) (n = 393), and Kras-SRM level evaluated for correlation with KRAS amp+ status (n = 73). Survival analysis was performed comparing KRAS amp+ versus non-amp+ patients. When possible, concurrent 315 gene next-generation sequencing was also performed. Four KRAS-amplified xenograft lines (CAT-2,12,14,15) were established from malignant effusions. Tumorigenic activity of KRAS amp+ lines (CAT lines, MKN-1) were assessed using MTT and soft agar assays in vitro and subcutaneous xenograft models, compared to non-amp+ lines. Inhibitory assays were performed using KRAS siRNA and CRIPSR, and commercial inhibitors targeting downstream effectors MEK and/or PIK3CA. Results: KRAS FISH revealed clustered gene amp+ in 28.9% (26/90); these patients had worse prognosis than non-amp+ patients. GCN significantly correlated with Kras expression. All KRAS amp+ cell lines significantly overexpressed Kras protein and were tumorigenic in xenograft subcutaneous models. KRAS siRNA and KRAS CRISPR of KRAS amp+ cell lines demonstrated inhibition in MTT viability and soft agar assays, compared to appropriate controls, and demonstrated significant and durable xenograft growth reduction. Conversely, inhibition using MEK and/or PI3K inhibitors demonstrated only transient growth reduction in vivo. Conclusions: KRAS gene amp+ was observed in a large subset (26%) of GEC patients, which correlated with extreme expression by mass spectrometry. Established xenograft lines serve as models to investigate therapeutic strategies for KRAS amp+ patients. Inhibition using MEK/PIK3CA inhibitors provided transient benefit for KRAS amp+ tumors while durable inhibition was observed with Kras protein knockdown, suggesting potential benefit from novel siRNA therapeutics currently in development.
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Affiliation(s)
| | - Peng Xu
- The University of Chicago, Chicago, IL
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Hembrough T, Liao WL, Hartley CP, Ma PC, Velcheti V, Lanigan C, Thyparambil S, An E, Monga M, Krizman D, Burrows J, Tafe LJ. Quantification of Anaplastic Lymphoma Kinase Protein Expression in Non-Small Cell Lung Cancer Tissues from Patients Treated with Crizotinib. Clin Chem 2015; 62:252-61. [PMID: 26585927 DOI: 10.1373/clinchem.2015.245860] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2015] [Accepted: 10/15/2015] [Indexed: 12/17/2022]
Abstract
BACKGROUND Crizotinib has antitumor activity in ALK (anaplastic lymphoma receptor tyrosine kinase)-rearranged non-small cell lung cancer (NSCLC). The current diagnostic test for ALK rearrangement is breakapart fluorescence in situ hybridization (FISH), but FISH has low throughput and is not always reflective of protein concentrations. The emergence of multiple clinically relevant biomarkers in NSCLC necessitates efficient testing of scarce tissue samples. We developed an anaplastic lymphoma kinase (ALK) protein assay that uses multiplexed selected reaction monitoring (SRM) to quantify absolute amounts of ALK in formalin-fixed paraffin-embedded (FFPE) tumor tissue. METHODS After validation in formalin-fixed cell lines, the SRM assay was used to quantify concentrations of ALK in 18 FFPE NSCLC samples that had been tested for ALK by FISH and immunohistochemistry. Results were correlated with patient response to crizotinib. RESULTS We detected ALK in 11 of 14 NSCLC samples with known ALK rearrangements by FISH. Absolute ALK concentrations correlated with clinical response in 5 of 8 patients treated with crizotinib. The SRM assay did not detect ALK in 3 FISH-positive patients who had not responded to crizotinib. In 1 of these cases, DNA sequencing revealed a point mutation that predicts a nonfunctional ALK fusion protein. The SRM assay did not detect ALK in any tumor tissue with a negative ALK status by FISH or immunohistochemistry. CONCLUSIONS ALK concentrations measured by SRM correlate with crizotinib response in NSCLC patients. The ALK SRM proteomic assay, which may be multiplexed with other clinically relevant proteins, allows for rapid identification of patients potentially eligible for targeted therapies.
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Affiliation(s)
- Todd Hembrough
- OncoPlex Diagnostics, Rockville, MD; NantOmics, LLC, Rockville, MD
| | - Wei-Li Liao
- OncoPlex Diagnostics, Rockville, MD; NantOmics, LLC, Rockville, MD
| | - Christopher P Hartley
- Department of Pathology, Dartmouth-Hitchcock Medical Center, Lebanon, NH; current affiliation: Department of Pathology and Laboratory Medicine, Medical College of Wisconsin, Milwaukee, WI
| | - Patrick C Ma
- Department of Translational Hematology and Oncology Research, Taussig Cancer Institute, Department of Hematology and Medical Oncology, Taussig Cancer Institute, and current affiliation: Mary Babb Randolph Cancer Center, West Virginia University, Morgantown, WV
| | - Vamsidhar Velcheti
- Department of Hematology and Medical Oncology, Taussig Cancer Institute, and
| | - Christopher Lanigan
- Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH
| | | | - Eunkyung An
- OncoPlex Diagnostics, Rockville, MD; NantOmics, LLC, Rockville, MD
| | - Manish Monga
- Mary Babb Randolph Cancer Center, West Virginia University, Morgantown, WV
| | - David Krizman
- OncoPlex Diagnostics, Rockville, MD; NantOmics, LLC, Rockville, MD
| | | | - Laura J Tafe
- Department of Pathology, Dartmouth-Hitchcock Medical Center, Lebanon, NH; Geisel School of Medicine at Dartmouth, Hanover, NH;
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Thyparambil SP, Cecchi F, An E, Liao WL, Burrows J, Hembrough T, Catenacci D. Abstract 4255: Development and clinical validation of a quantitative mass spectrometric assay for immuno-oncology targets in FFPE samples. Cancer Res 2015. [DOI: 10.1158/1538-7445.am2015-4255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
BackgroundImmune check point proteins play a pivotal role in immune evasion by the tumor. Recent trials involving inhibitors of the immune checkpoint protein pairs, PD-1 and PD-L1 have demonstrated anti-tumor activity. Measuring the levels of immune check point proteins and other members of the immunological synapse will help clinicians personalize therapy. Currently, immunohistochemistry (IHC) is the preferred diagnostic to assess PD-L1 status; however, PD-L1 positivity varies based on the antibody that is used. Additionally, PD-L1 negative patients by IHC have responded to anti-PD-L1 therapy implicating disconnect between PD-L1 diagnostics and response. We have developed and clinically validated a quantitative mass spectrometric technique that not only quantitates PD-L1 in formalin fixed paraffin embedded (FFPE) tissue but can concurrently quantitate other members (B7H3, B7.1, B7.2, OX40L) of the immunological synapse using the same tissue section.
MethodRecombinant PD-L1 protein was used to identify optimal quantitative peptides for PD-L1 assay. Standard curves were generated using labeled and unlabeled peptides. The PD-L1 assay was pre-clinically validated on 14 cell lines with known expression levels of PD-L1. The assay was then run on archived FFPE sections from in 9 normal tissues, 21 early staged (stage 1 and 2) and 4 advanced staged (stage 3) NSCLC patients. In addition PD-L1 was also assayed in bladder, breast and gastric cancer.
Results
PD-L1 protein expression was detected in 7 out of 14 cell lines The regression analysis between SRM and mRNA analysis demonstrated moderate correlation (R2 = 0.8894). Normal lung tissue did not express PD-L1; ∼24% of early stage (5/21) and 50% of advanced stage NSCLC (2/4) expressed measurable PD-L1 protein. PD-L1 was detected more frequently in squamous cell carcinoma than adenocarcinoma. We are currently assessing the levels of PD-L1 and other targets of the immunological synapse using multiplex mass spectrometry and comparing it with IHC in 100 cholangiocarcinoma and possible inclusion of PD-L1diagnostics in clinical trials.
DiscussionThe need to characterize expression levels of druggable targets in small biopsies is becoming ever more critical as new drug targets and biomarkers are identified. Initial PD-L1 screening using clinical NSCLC samples suggests that more advanced NSCLC patients are more likely to be PD-L1 positive compared to early stage NSCLC patients. Laser microdissection (LMD) can be used to specifically microdissect the immunological synapse. Additional quantitative assays for both lymphocyte (CD8, CD68) and immunotargets (B7-H3,B.1, B7.2 etc) have been developed for assessing the ‘immune profile’ in tumor associated stroma via LMD. This immuno-proteomic assay of the key immunological synapse members within tumor and/or stroma may lead to improved personalized immunotherapy.
Citation Format: Sheeno P. Thyparambil, Fabiola Cecchi, Eunkyung An, Wei-Li Liao, Jon Burrows, Todd Hembrough, Daniel Catenacci. Development and clinical validation of a quantitative mass spectrometric assay for immuno-oncology targets in FFPE samples. [abstract]. In: Proceedings of the 106th Annual Meeting of the American Association for Cancer Research; 2015 Apr 18-22; Philadelphia, PA. Philadelphia (PA): AACR; Cancer Res 2015;75(15 Suppl):Abstract nr 4255. doi:10.1158/1538-7445.AM2015-4255
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Blackler A, Liao WL, Thyparambil S, An E, Cecchi F, Darfler M, Hembrough T, Burrows J. Abstract 3398: Development of a mass spectrometry based antibody-drug conjugate biomarker panel. Cancer Res 2015. [DOI: 10.1158/1538-7445.am2015-3398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Antibody-Drug Conjugates (ADCs) are poised to become an extremely important class of therapeutics in oncology. By conjugating cytotoxic payloads to antibodies that target proteins found primarily on cancer cells, ADCs represent a novel mechanism for directing extremely toxic small molecules specifically to tumor cells. Due to the unique mechanism of ADCs, patient selection should involve screening not only for the presence of the antibody target, but also screening for the presence of any markers of resistance or response to the payload. Several proteins, such as multi-drug effluxers and tubulin-beta 3, have been implicated in resistance to small molecule cytotoxins and microtubule inhibitor drugs. OncoPlex Diagnostics has built a multiplexed ADC biomarker panel that simultaneously quantifies the levels of the antibody target and putative resistance markers for several known payloads, such as maytansinoids, auristatins and taxanes, as well as response markers for the topoisomerase inhibitor payloads SN-38 and doxorubicin.
Methods: Liquid Tissue-Selected Reaction Monitoring (LT-SRM) is a multiplexed, quantitative method that uses mass spectrometry to quantify proteins based on a unique sequence of amino acids, and thus does not have the same limitations as traditional antibody-based, semi-quantitative protein detection methods, such as immunohistochemistry. We developed a LT-SRM assay to quantify protein levels of EGFR, FRalpha, Her2, CD30 and Mesothelin (antibody targets) and MCL1, MDR, MRP1, tubulin-beta3, Topo1 and Topo2a (payload response and resistance markers) simultaneously from FFPE biopsies. Calibration curves for all the proteins in the ADC panel are linear over 5-orders of magnitude, with limits of detection for each analyte between 25 and 400 amol/ug of tissue.
Results: Analysis of FFPE tumor tissues show a broad range of expression for the ADC proteins, with some tissues showing no detectable levels of some payload markers. Clinical analysis of FRalpha showed a range of expression from <LOD to 13500 amol/ug. An examination of Her2 positive tissue showed a wide range of Her2 expression (over 20-orders of magnitude), as well as a wide range of expression for the payload markers. The differences seen in the payload markers suggest differing responses to Her2-targeted ADCs, independent of Her2 levels, and indicate that different patient populations might respond better to different payloads, depending on tumor biology.
Conclusions: The OncoPlexDx ADC panel can determine of a cutoff for expression levels of the antibody-target protein necessary for ADC response as well as identify markers of payload response or resistance to further understand how these markers affect therapeutic efficacy. This panel can be used to predict which patients will derive the most benefit from ADC therapy based on the specific biology of their tumor.
Citation Format: Adele Blackler, Wei-Li Liao, Sheeno Thyparambil, Eunkyung An, Fabiola Cecchi, Marlene Darfler, Todd Hembrough, Jon Burrows. Development of a mass spectrometry based antibody-drug conjugate biomarker panel. [abstract]. In: Proceedings of the 106th Annual Meeting of the American Association for Cancer Research; 2015 Apr 18-22; Philadelphia, PA. Philadelphia (PA): AACR; Cancer Res 2015;75(15 Suppl):Abstract nr 3398. doi:10.1158/1538-7445.AM2015-3398
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Cecchi F, Liao WL, Thyparambil S, Darfler M, Krizman D, Hembrough T, Burrows J, Bottaro D, Catenacci DV. Abstract 3397: A novel clinical tool that provides quantitative and accurate measurement of Met protein. Cancer Res 2015. [DOI: 10.1158/1538-7445.am2015-3397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
BACKGROUND:
Overexpression of Met tyrosine kinase receptor is associated with poor prognosis. Overexpression, and particularly MET amplification, are predictive of response to Met-specific therapy in preclinical models. Immunohistochemistry (IHC) of formalin-fixed paraffin-embedded (FFPE) tissues is currently used to select for ‘high Met’ expressing tumors for Met inhibitor trials. IHC suffers from antibody non-specificity, lack of quantitative resolution, and, when quantifying multiple proteins, inefficient use of scarce tissue.
METHODS:
After describing the development of the Liquid-Tissue-Selected Reaction Monitoring-mass spectrometry (LT-SRM-MS) Met assay, we evaluated the expression level of Met in 130 FFPE gastroesophageal cancer (GEC) tissues. We assessed the correlation of SRM Met expression to IHC and mean MET gene copy number (GCN)/nucleus or MET/CEP7 ratio by fluorescence in situ hybridization (FISH).
RESULTS:
Proteomic mapping of recombinant Met identified 418TEFTTALQR426 as the optimal SRM peptide. Limits of detection (LOD) and quantitation (LOQ) for this peptide were 150 and 200 amol/μg tumor protein, respectively. The assay demonstrated excellent precision and temporal stability of measurements in serial sections analyzed one year apart. Expression levels of 130 GEC tissues ranged (<150 amol/μg to 4669.5 amol/μg. High correlation was observed between SRM Met expression and both MET GCN and MET/CEP7 ratio as determined by FISH (n = 30; R2 = 0.898). IHC did not correlate well with SRM (n = 44; R2 = 0.537) nor FISH GCN (n = 31; R2 = 0.509). A Met SRM level of >1500 amol/μg was 100% sensitive (95% CI 0.69-1) and 100% specific (95% CI 0.92-1) for MET amplification.
CONCLUSIONS:
The Met SRM assay measured the absolute Met levels in clinical tissues with high precision. Compared to IHC, SRM provided a quantitative and linear measurement of Met expression, reliably distinguishing between non-amplified and amplified MET tumors. These results demonstrate a novel clinical tool for efficient tumor expression profiling, potentially leading to better informed therapeutic decisions for patients with GEC.
Citation Format: Fabiola Cecchi, Wei-Li Liao, Sheeno Thyparambil, Marlene Darfler, David Krizman, Todd Hembrough, Jon Burrows, Don Bottaro, Daniel V.T. Catenacci. A novel clinical tool that provides quantitative and accurate measurement of Met protein. [abstract]. In: Proceedings of the 106th Annual Meeting of the American Association for Cancer Research; 2015 Apr 18-22; Philadelphia, PA. Philadelphia (PA): AACR; Cancer Res 2015;75(15 Suppl):Abstract nr 3397. doi:10.1158/1538-7445.AM2015-3397
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An HJ, An E, Liao WL, Kang JH, Burrows J, Hembrough TA, Kim TJ. Clinical implication of mass-spectrometry-based selected reaction monitoring (SRM) assay in non-small cell lung cancer (NSCLC) patients exhibiting ALK gene rearrangement. J Clin Oncol 2015. [DOI: 10.1200/jco.2015.33.15_suppl.e22145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- Ho Jung An
- St. Vincent's Hospital, The Catholic University of Korea, Suwon, South Korea
| | | | | | | | | | | | - Tae-Jung Kim
- Department of Hospital Pathology, College of Medicine, The Catholic University of Korea, Seoul, South Korea
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Ock CY, An E, Oh DY, Kim TY, Lee KH, Han SW, Im SA, Kim TY, Liao WL, Cecchi F, Blackler A, Thyparambil SP, Hoos WA, Kim WH, Burrows J, Hembrough TA, Bang YJ. Quantitative measurement of HER2 levels by multiplexed mass spectrometry to predict survival in gastric cancer patients treated with trastuzumab. J Clin Oncol 2015. [DOI: 10.1200/jco.2015.33.15_suppl.4050] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
| | | | - Do-Youn Oh
- Department of Internal Medicine, Seoul National University Hospital, Seoul, South Korea
| | - Tae-Yong Kim
- Department of Internal Medicine, Seoul National University Hospital,Cancer Research Institute, Seoul National University College of Medicine, Seoul, South Korea
| | - Kyung-Hun Lee
- Seoul National University Hospital, Seoul, South Korea
| | - Sae-Won Han
- Department of Internal Medicine, Seoul National University Hospital, Cancer Research Institute, Seoul National University College of Medicine, Seoul, South Korea
| | - Seock-Ah Im
- Seoul National University College of Medicine, Seoul, South Korea
| | - Tae-You Kim
- Department of Internal Medicine, Seoul National University Hospital, Cancer Research Institute, Seoul National University College of Medicine, Seoul, South Korea
| | | | | | | | | | | | - Woo Ho Kim
- Seoul National University Hospital, Seoul, South Korea
| | | | | | - Yung-Jue Bang
- Seoul National University College of Medicine, Seoul, South Korea
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Catenacci DVT, Zhao L, Whitcomb E, Henderson L, O'Day E, Xu P, Xiao SY, Lee SM, Liao WL, Thyparambil SP, Uzzell J, Darfler M, Krizman D, Burrows J, Hembrough TA. Her2 expression in gastroesophageal cancer (GEC) FFPE tissue using mass spectrometry (MS) and correlation with HER2 gene amplification. J Clin Oncol 2015. [DOI: 10.1200/jco.2015.33.3_suppl.82] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
82 Background: HER2+ GEC derived benefit from trastuzumab. Her2 IHC is semi-quantitative, subjective, and sensitive to antigen instability; HER2 FISH is laborious, expensive, and subjective. False positivity/negativity have been described. Also, these are low throughput assays; there is known molecular heterogeneity, with several putative biomarkers, and only scarce tissue to assess for each. We sought to evaluate the association of Her2 MS expression with HER2 FISH, along with other markers within the ‘GEC-plex’. Methods: We utilized a previously described unique Her2 peptide and quantification method (Hembrough et al J Clin Oncol 32,2014(suppl 3;abstr17)). The assay was run on 27 cell lines, in parallel with HER2:CEP17 FISH. Her2 expression thresholds were established for HER2 amplification using ROC curves. We adjusted for Her3, Egfr, and Met MS expression levels and sample HER2:CEP17 ratio heterogeneity in a multiple linear regression model. The model/cut-offs were then validated prospectively on GEC tissues (n=142). Results: Her2 MS on cell lines revealed concordance with FISH (HER2:CEP17) ratio (R2=0.75), which improved by adjusting for Her3 MS, Egfr MS, Met MS and HER2:CEP17 heterogeneity (R2>0.98), with significant interactions. IHC correlation with HER2:CEP17 ratio was poor (R2=0.12). A wide range of expression was noted within IHC3+ patients (<150-24671amol/ug). Her2 MS expression (>150 amol/ug) was seen in 72.9% (102/142) of tissues (range <150-24671amol/ug); 9.9% (14/142) had Her2 > 750 amol/ug - all were HER2 FISH amplified. 6/142 (4%) cases <500 amol/ug were clinically ‘HER2amplified’. IHC/FISH results for cases with 550-750 amol/ug demonstrated an ‘equivocal’ zone, not unlike ‘IHC 2+’, but less frequent (8/142, 5.6% vs 46/142 32.4%). Conclusions: The MS HER2 assay can be multiplexed with other GEC biomarkers. A robust model was developed that showed strong correlation of Her2 MS with HER2:CEP17 ratio, particularly when adjusting for covariates Egfr MS, Met MS, Her3 MS, and HER2 FISH heterogeneity. Future analysis will assess the established model as a tool for better prediction of therapeutic benefit from anti-Her2 therapy compared to current methods.
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Affiliation(s)
| | - Lei Zhao
- Department of Pathology, The Univesrity of Chicago, Chicago, IL
| | - Emma Whitcomb
- Department of Pathology, The University of Chicago, Chicago, IL
| | | | | | - Peng Xu
- The University of Chicago, Chicago, IL
| | - Shu-Yuan Xiao
- Department of Medicine, The University of Chicago, Chicago, IL
| | - Sang Mee Lee
- Department of Health Studies, The University of Chicago, Chicago, IL
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An E, Liao WL, Thyparambil S, Blackler A, Uzzell J, Bengali K, Darfler M, Burrows J, Hembrough T. Abstract 918: Clinical validation of a multiplexed ChemoPlex SRM assay in FFPE human tumor tissue. Cancer Res 2014. [DOI: 10.1158/1538-7445.am2014-918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Current cancer treatment regimens rely on the use of chemotherapy agents that inhibit DNA replication and repair machinery. Several proteins are involved in this mechanism, such as TOPO1, TOPO2A, RRM1, FR-alpha and hENT1. The expression levels and activities of these proteins can greatly affect the success of chemotherapy; however current treatment indications are not based on tumor expression levels of these proteins. We have developed a quantitative, multiplexed ChemoPlex SRM method to evaluate these markers in a host of solid tumors from a limited amount of FFPE biopsy tissue using our Liquid Tissue®-SRM (LT-SRM) platform. Use of this method will enable a physician to understand individual tumor molecular machinery and ultimately could lead to individualized treatment decisions leading to better patient care.
Methods: We used trypsin digestion mapping of recombinant proteins to identify optimal quantitative peptides for the ChemoPlex SRM assay. Standard curves were generated to determine the LOD, LOQ, accuracy, precision and linearity of the assay. The assay was pre-clinically validated on 14 cell lines with known expression levels of these Chemo-targets, and the assay was then run on microdissected archived FFPE human tissue samples from lung, gastro-esophageal cancer (GEC), breast, liver, colorectal, and ovarian tumors.
Results: The peptides chosen for the 5 Chemo-Plex targets had LOD values of 150, 50, 300, 200, and 100 amol (CV<20%) for FR alpha, hENT1, TOPO1, TOPO2A, and RRM1, respectively. Fourteen cell lines were assayed for the Chemo-target expressions by LT-SRM, and regression analysis between protein and mRNA analysis for each target demonstrated varying correlations (R2=0.91(FR alpha); 0.78 (hENT1); 0.16 (TOPO1); 0.56 (TOPO2A); 0.59 (RRM1)) suggesting that RT-PCR measurements of mRNA levels would not be representative of cellular protein levels and therefore not useful for biomarker analysis for physicians. Our initial clinical analysis shows that FR alpha was detectable only in certain lung tumors (especially adenocarcinoma) and ovarian tumors; breast cancer tumors were found to have a wide range of hENT1 expression (LOD -1,284 amol/ug) while hENT1 expression in other tissues ranged from 90 to 377 amol/ug. TOPO1 had fairly ubiquitous expression (359 -1,300 amol/ug) except for one GEC and one breast cancer tissue. TOPO2A was identified in all tissue types (227-1,057 amol/ug). All samples except 1 GEC tissue express RRM1 (160 - 958 amol/ug)
Discussion: We describe the development and initial clinical validation of a quantitative proteomic ChemoPlex SRM assay which accurately measures the expression of five chemotherapy targets in FFPE tumor tissue. When multiplexed along with other druggable biomarkers, the ChemoPlex SRM assay will allow more accurate identification of patients that are likely to benefit from the combination of chemotherapy and targeted therapies.
Citation Format: Eunkyung An, Wei-Li Liao, Sheeno Thyparambil, Adele Blackler, Jamar Uzzell, Kathleen Bengali, Marlene Darfler, Jon Burrows, Todd Hembrough. Clinical validation of a multiplexed ChemoPlex SRM assay in FFPE human tumor tissue. [abstract]. In: Proceedings of the 105th Annual Meeting of the American Association for Cancer Research; 2014 Apr 5-9; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2014;74(19 Suppl):Abstract nr 918. doi:10.1158/1538-7445.AM2014-918
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Catenacci DVT, Liao WL, Thyparambil S, Henderson L, Xu P, Zhao L, Rambo B, Hart J, Xiao SY, Bengali K, Uzzell J, Darfler M, Krizman DB, Cecchi F, Bottaro DP, Karrison T, Veenstra TD, Hembrough T, Burrows J. Absolute quantitation of Met using mass spectrometry for clinical application: assay precision, stability, and correlation with MET gene amplification in FFPE tumor tissue. PLoS One 2014; 9:e100586. [PMID: 24983965 PMCID: PMC4077664 DOI: 10.1371/journal.pone.0100586] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2014] [Accepted: 05/25/2014] [Indexed: 12/16/2022] Open
Abstract
Background Overexpression of Met tyrosine kinase receptor is associated with poor prognosis. Overexpression, and particularly MET amplification, are predictive of response to Met-specific therapy in preclinical models. Immunohistochemistry (IHC) of formalin-fixed paraffin-embedded (FFPE) tissues is currently used to select for ‘high Met’ expressing tumors for Met inhibitor trials. IHC suffers from antibody non-specificity, lack of quantitative resolution, and, when quantifying multiple proteins, inefficient use of scarce tissue. Methods After describing the development of the Liquid-Tissue-Selected Reaction Monitoring-mass spectrometry (LT-SRM-MS) Met assay, we evaluated the expression level of Met in 130 FFPE gastroesophageal cancer (GEC) tissues. We assessed the correlation of SRM Met expression to IHC and mean MET gene copy number (GCN)/nucleus or MET/CEP7 ratio by fluorescence in situ hybridization (FISH). Results Proteomic mapping of recombinant Met identified 418TEFTTALQR426 as the optimal SRM peptide. Limits of detection (LOD) and quantitation (LOQ) for this peptide were 150 and 200 amol/µg tumor protein, respectively. The assay demonstrated excellent precision and temporal stability of measurements in serial sections analyzed one year apart. Expression levels of 130 GEC tissues ranged (<150 amol/µg to 4669.5 amol/µg. High correlation was observed between SRM Met expression and both MET GCN and MET/CEP7 ratio as determined by FISH (n = 30; R2 = 0.898). IHC did not correlate well with SRM (n = 44; R2 = 0.537) nor FISH GCN (n = 31; R2 = 0.509). A Met SRM level of ≥1500 amol/µg was 100% sensitive (95% CI 0.69–1) and 100% specific (95% CI 0.92–1) for MET amplification. Conclusions The Met SRM assay measured the absolute Met levels in clinical tissues with high precision. Compared to IHC, SRM provided a quantitative and linear measurement of Met expression, reliably distinguishing between non-amplified and amplified MET tumors. These results demonstrate a novel clinical tool for efficient tumor expression profiling, potentially leading to better informed therapeutic decisions for patients with GEC.
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Affiliation(s)
- Daniel V. T. Catenacci
- Department of Medicine, Section of Hematology & Oncology, University of Chicago, Chicago, Illinois, United States of America
- * E-mail:
| | - Wei-Li Liao
- OncoPlex Diagnostics Inc., Rockville, Maryland, United States of America
| | - Sheeno Thyparambil
- OncoPlex Diagnostics Inc., Rockville, Maryland, United States of America
| | - Les Henderson
- Department of Medicine, Section of Hematology & Oncology, University of Chicago, Chicago, Illinois, United States of America
| | - Peng Xu
- Department of Medicine, Section of Hematology & Oncology, University of Chicago, Chicago, Illinois, United States of America
| | - Lei Zhao
- Department of Pathology, University of Chicago, Chicago, Illinois, United States of America
| | - Brittany Rambo
- Department of Medicine, Section of Hematology & Oncology, University of Chicago, Chicago, Illinois, United States of America
| | - John Hart
- Department of Pathology, University of Chicago, Chicago, Illinois, United States of America
| | - Shu-Yuan Xiao
- Department of Pathology, University of Chicago, Chicago, Illinois, United States of America
| | - Kathleen Bengali
- OncoPlex Diagnostics Inc., Rockville, Maryland, United States of America
| | - Jamar Uzzell
- OncoPlex Diagnostics Inc., Rockville, Maryland, United States of America
| | - Marlene Darfler
- OncoPlex Diagnostics Inc., Rockville, Maryland, United States of America
| | - David B. Krizman
- OncoPlex Diagnostics Inc., Rockville, Maryland, United States of America
| | - Fabiola Cecchi
- Urologic Oncology Branch, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Donald P. Bottaro
- Urologic Oncology Branch, National Cancer Institute, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Theodore Karrison
- Department of Health Studies, University of Chicago, Chicago, Illinois, United States of America
| | | | - Todd Hembrough
- OncoPlex Diagnostics Inc., Rockville, Maryland, United States of America
| | - Jon Burrows
- OncoPlex Diagnostics Inc., Rockville, Maryland, United States of America
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Yin L, Zhang W, Shi I, Feng Y, Choi H, Bagai RK, Makishima H, Lanigan C, Cicenia J, Gildea T, Liao WL, Hembrough TA, Burrows J, Tubbs RR, Lindner D, Almeida F, Maciejewski JP, Ma PC. Escape of EML4-ALK NSCLC to early phase precision therapy through TGFβ2-HOX-bioenergetics reprogramming. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.15_suppl.e19044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- Lihong Yin
- Cleveland Clinic Taussig Cancer Institute, Cleveland, OH
| | - Wei Zhang
- Cleveland Clinic Taussig Cancer Institute, Cleveland, OH
| | - Ivy Shi
- Cleveland Clinic Taussig Cancer Institute, Cleveland, OH
| | - Yan Feng
- University Hospitals Case Western Reserve University, Cleveland, OH
| | - Humberto Choi
- Cleveland Clinic Respiratory Institute, Cleveland, OH
| | | | | | | | | | - Thomas Gildea
- Cleveland Clinic Respiratory Institute, Cleveland, OH
| | | | | | | | - Raymond R. Tubbs
- Cleveland Clinic Pathology and Laboratory Medicine Institute, Cleveland, OH
| | | | | | - Jaroslaw P. Maciejewski
- Leukemia Program, Department of Hematologic Oncology and Blood Disorders, Cleveland Clinic Taussig Cancer Institute, Cleveland, Ohio, Cleveland, OH
| | - Patrick C. Ma
- Cleveland Clinic Taussig Cancer Institute, Cleveland, OH
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Hembrough TA, Liao WL, Thyparambil S, Henderson L, Rambo B, Cecchi F, Bottaro DP, Darfler M, Xu P, Xiao SY, Zhao L, Veenstra TD, Burrows J, Catenacci DVT. Quantification of MET expression using mass spectrometry (MS): Assay precision and stability in FFPE tumor tissue. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.3_suppl.16] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
16 Background: Overexpression of MET in gastroesophageal cancer (GEC) is associated with poor prognosis and potentially predictive of anti-MET therapeutic benefit. IHC has been the method chosen to quantify MET expression to date. However, IHC is semi-quantitative, suffers from cross-reactivity, and is low throughput. Moreover, MET IHC is hampered by antigenic instability in FFPE sections, limiting its utility to recently cut FFPE sections. Increasing recognition of the importance of other biomarkers in GEC suggests that ‘economic’ testing of scarce samples will be required. We sought to develop a MET quantitative assay within our ‘GEC-plex’ Liquid-Tissue-selected reaction monitoring (LT-SRM) MS test. Methods: We used trypsin digestion mapping of rMET to identify unique peptides for MS assay development. The assay was pre-clinically validated in 5 cell lines, where electrochemiluminescence (ECL) immunoassay measurement of MET was also performed. To assess the MET MS assay stability from archival FFPE sections, freshly cut FFPE tissue sections were immediately microdissected, processed and analyzed, while adjacent sections were processed and analyzed one year after cutting, to compare temporal quantification from the same FFPE samples (n=33). MET expression was assessed in GEC cases (n=121), and compared to IHC and FISH in select cases. Results: Tryptic digestion mapping of rMET showed that peptide TEFTTALQR was optimal for MET quantification. The LLOD for this peptide was 150 amol with CV<20%. Validation of the MET MS assay on 5 cell lines revealed concordance when compared to ECL (R2=0.99). The MET MS assay demonstrated temporal stability of serial sections cut from 33 samples analyzed one year apart: CVs<20%, R2=0.75. Analysis of 121 GEC FFPE tissues showed a broad range of MET expression levels (<150-4600 amol/ug), with 36/121 (29.7%) having detectable levels, similar to that observed using IHC. MS expression thresholds were determined that reliably identified MET gene amplification; sensitivity and specificity of these thresholds will be presented. Conclusions: ‘GEC-plex’ has a quantitative, sensitive, and specific MET MS assay that can be multiplexed along with other GEC biomarkers.
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Affiliation(s)
| | | | | | | | | | - Fabiola Cecchi
- Urologic Oncology Branch, National Cancer Institute at the National Institutes of Health, Bethesda, MD
| | - Donald P. Bottaro
- National Cancer Institute at the National Institutes of Health, Bethesda, MD
| | | | - Peng Xu
- University of Chicago, Chicago, IL
| | - Shu-Yuan Xiao
- Department of Medicine, The University of Chicago, Chicago, IL
| | - Lei Zhao
- Univesrity of Chicago Department of Pathology, Chicago, IL
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Hembrough TA, Henderson L, Rambo B, Liao WL, Thyparambil S, Bangali K, Uzzell J, Darfler M, Krizman D, Xu P, Xiao SY, Zhao L, Burrows J, Catenacci DVT. Quantification of HER2 from gastroesophageal cancer (GEC) FFPE tissue by mass spectrometry (MS). J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.3_suppl.17] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
17 Background: Trastuzumab had a survival benefit in ‘HER2 positive’ GEC, determined by IHC/FISH. These companion diagnostics have limitations. IHC is semi-quantitative, subjective, and sensitive to antigen instability in FFPE; FISH is laborious, expensive, and subjective. Gene amplification may not correlate to protein expression. Moreover these are low throughput assays. There is increased recognition of profound interpatient molecular heterogeneity with several putative biomarkers, and only scarce tissue to assess for each one. We sought to evaluate our MS platform on GEC FFPE tissues for HER2 status compared to IHC/FISH. We also applied the “GEC-plex” of 11 other potentially predictive/prognostic markers for GEC. Methods: We utilized trypsin digestion mapping of rHER2 to identify unique peptides for SRM development. Stable isotope-labeled peptides were synthesized as internal standards, and standard curves were generated in a complex eukaryotic matrix (PC3 cells) to determine LOD, LLOQ, accuracy, precision and linearity of the assays. The assay was run on 17 GEC cell lines, in parallel with FISH/IHC, and expression thresholds were established for HER2+/HER2-; the sensitivity/specificity of the established cutoffs were then tested prospectively in FFPE GEC tissues on 10uM FFPE LCM slides (n=121). HER2 stability from FFPE sections was assessed by assaying 33 freshly cut FFPE samples; the adjacent sections were processed one year later. Results: The HER2 peptide chosen (ELVSEFSR) had a LOD of 100 amol and CV<20%. HER2 MS on GEC cell lines revealed concordance with FISH (HER2:CEP17) ratio (R2=0.96). The analysis suggested HER2 expression > 750 amol/ug was indicative of HER2 amplification. The assay was stable in archival FFPE sections (R2=0.76). For GEC FFPE cases, ‘any’ HER2 expression was seen in 69.4% of cases; 8.2% showed HER2 > 750 amol (10/121) - all were HER2 amplified. No cases <550 amol/ug were HER2 amplified. IHC/FISH results for cases with 550-750 amol/ug demonstrated a heterogeneous ‘equivocal’ zone, not unlike ‘IHC 2+’, which may require FISH confirmatory testing. Conclusions: ‘GEC-plex’ has a quantitative, sensitive, and specific HER2 assay that can be multiplexed along with other GEC biomarkers.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | - Peng Xu
- University of Chicago, Chicago, IL
| | - Shu-Yuan Xiao
- Department of Medicine, The University of Chicago, Chicago, IL
| | - Lei Zhao
- Univesrity of Chicago Department of Pathology, Chicago, IL
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Catenacci DVT, Polite BN, Henderson L, Xu P, Rambo B, Liao WL, Hembrough TA, Zhao L, Xiao SY, Hart J, Karrison T, Dignam JJ, Kindler HL. Toward personalized treatment for gastroesophageal adenocarcinoma (GEC): Strategies to address tumor heterogeneity—PANGEA. J Clin Oncol 2014. [DOI: 10.1200/jco.2014.32.3_suppl.66] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
66 Background: GEC is the second highest cause of cancer mortality worldwide. The promise of ‘personalized’ cancer care with therapies toward specific molecular aberrations has potential to improve outcomes. However, there is recognized molecular heterogeneity within GEC (inter-patient heterogeneity), and within an individual (intra-patient heterogeneity) through space (primary tumor to metastatsis) and time (resistance to treatment) - a hurdle to advancing GEC treatment. Current trial design paradigms are challenged by heterogeneity, as they are unable to test targeted therapeutics against low frequency genomic aberrations with adequate power. Accrual difficulties to GEC trials are exacerbated by low frequencies of molecular ‘oncogenic drivers.’ Oncogenic drivers of GEC including MET and others have even less frequent genomic activation than HER2. To address this challenge, there is need for novel clinical trial designs/strategies implementing novel technologies to account for inter-patient molecular diversity and scarce tissue for analysis. Importantly, there is also need for predefined treatment priority algorithms given multiple aberrations observed within any one individual. Finally, access to multiple therapeutic agents are required to be available for treatment. Intra-patient heterogeneity may be addressed by post-treatment biopsy. Methods: We present a novel trial design 'Personalized Anti-Neoplastics for Gastro-Esophageal Adenocarcinoma' for metastatic GEC, integrating medium throughput proteomic/genomic assays with a practical biomarker assessment/treatment algorithm. Analysis of 50 GEC patients was performed to determine feasibility/timing of testing and treatment assignment into 5 major molecular categories. Results: 50 GEC tumors had biomarker assessment and mock treatment assignment within 60 days, revealing HER2 (26%), MET (30%), FGFR2 (8%), EGFR (20%), KRAS/PI3K (26%). Conclusions: Comprehensive molecular profiling of FFPE tissue was feasible and timely. Tumors were classified into major molecular subgoups. PANGEA is a compromise between the number of potential treatment categories and feasibility of conducting such a trial.
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Affiliation(s)
| | | | | | - Peng Xu
- University of Chicago, Chicago, IL
| | | | | | | | - Lei Zhao
- Univesrity of Chicago Department of Pathology, Chicago, IL
| | - Shu-Yuan Xiao
- Department of Medicine, The University of Chicago, Chicago, IL
| | - John Hart
- Department of Pathology, The University of Chicago, Chicago, IL
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An E, Liao WL, Thyparambil S, Rodriguez J, Salgia R, Wistuba II, Burrows J, Hembrough T. Abstract A24: Development and clinical validation of a quantitative mass spectrometric assay for PD-L1 protein in FFPE NSCLC samples. Clin Cancer Res 2014. [DOI: 10.1158/1078-0432.14aacriaslc-a24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Binding of PD-L1 expressed on tumor cells to the PD1 on T lymphocytes transduces immuno-inhibitory signals which cripples the T cell's ability to combat the tumor. Several anti-PD-L1 and anti-PD1 agents are in clinical trials and both regimens have reported promising preliminary results in NSCLC patients. (Brahmer et al., 2012 and Inman, 2013).These studies suggest that tumor expression of PD-L1 is associated with a response to either anti-PD-L1 and anti-PD1 treatment. Immunohistochemistry (IHC) is the current method to assess PD-L1 expression in FFPE tissue; however, PD-L1 IHC has yielded mixed results; some studies showed high false positive by IHC while another study showed that 13% of the PD-L1 negative patients responded to treatment. Moreover, IHC is low throughput and assessing multiple druggable targets by IHC is tissue consuming. As such, there is an urgent need to develop quantitative and highly multiplexed tests to assess biomarker expression. We have developed and clinically validated a quantitative mass spectrometric assay to measure PD-L1 protein expression in FFPE tissue biopsies.
Method: We used trypsin digestion mapping of recombinant PD-L1 to identify optimal quantitative peptides. Stable isotope-labeled peptides were synthesized as internal standards, and standard curves were generated in pyrococcus complex matrix to determine LOD, LLOQ, accuracy, precision and linearity of the assay. The PD-L1 assay was pre-clinically validated on 14 cell lines with known expression levels of PD-L1. The assay was then run on archived FFPE sections from in 9 normal tissues, 21 early staged (stage 1 and 2) and 4 advanced staged (stage 3) NSCLC patients. We also used Lung OncoPlex assay to sub-classify NSCLC samples to adenocarcinoma and squamous cell carcinoma. All of the samples were screened in replicates and multiple machines were used to check technical variability.
Results: A 10 point calibration curve using five replicates was used to determine the LOD (75 amol) and LOQ (100 amol) for the PD-L1 assay. Fourteen (14) cell lines were assayed for PD-L1 expression by LT-SRM. PD-L1 protein expression was detected in 7 out of 14 cell lines The regression analysis between SRM and mRNA analysis (Broad Institute) demonstrated excellent correlation (R2=0.8894). The NSCLC cell line HCC827 and breast cancer cell line MDA-MB-231 had the highest levels of PD-L1, 374.78 and 298.27 amol/μg protein, respectively. Our initial clinical analysis of NSCLC tissue shows that while no normal lung tissue expresses detectable levels of PD-L1, ~24 % of early stage NSCLC (5/21) and 50 % of advanced stage NSCLC (2/4) express measurable PD-L1 protein. Interestingly, in this initial cohort, all of the PD-L1 positive early staged NSCLC were squamous cell carcinoma while in a small set of advanced staged NSCLC, PD-L1 expression was seen in both squamous cell carcinoma (1/3) and adenocarcinoma (1/1). Characterization of larger cohorts of NSCLC tissue is currently underway and will be presented.
Discussion: The need to characterize expression levels of druggable targets in small NSCLC biopsies is becoming ever more critical as new drug targets and biomarkers are identified. Here we describe the development and initial clinical validation of a quantitative proteomic PD-L1 assay which accurately measures PD-L1 expression levels in FFPE tumor tissue. Initial PD-L1 screening using clinical NSCLC samples suggests that more advanced NSCLC patients are more likely to be PD-L1 positive compared to early stage NSCLC patients. Additionally, patients with squamous cell carcinoma are very likely to express PD-L1. Interestingly, Soria et al. (2013) has recently shown a high response rate to PD-L1 therapy in smokers with squamous cell carcinoma. We are currently expanding this initial clinical validation to assess PD-L1 expression levels in larger cohorts, including both adeno and squamous carcinoma. Additional quantitative assays for both lymphocyte (CD3, CD8, CD68) and immunotargets (PD1, B7-H3) are under development. This proteomic assay promises to be a critical component of our multiplexed biomarker analysis, and will allow more accurate identification of potential candidates for PD-L1 or PD1 targeted therapies.
Citation Format: Eunkyung An, Wei-Li Liao, Sheeno Thyparambil, Jaime Rodriguez, Ravi Salgia, Ignacio I. Wistuba, Jon Burrows, Todd Hembrough. Development and clinical validation of a quantitative mass spectrometric assay for PD-L1 protein in FFPE NSCLC samples. [abstract]. In: Proceedings of the AACR-IASLC Joint Conference on Molecular Origins of Lung Cancer; 2014 Jan 6-9; San Diego, CA. Philadelphia (PA): AACR; Clin Cancer Res 2014;20(2Suppl):Abstract nr A24.
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Affiliation(s)
- Eunkyung An
- 1OncoPlexDx, Rockville, MD, 2MD Anderson Cancer Center, Houston, TX, 3University of Chicago Medicine, Chicago, IL
| | - Wei-Li Liao
- 1OncoPlexDx, Rockville, MD, 2MD Anderson Cancer Center, Houston, TX, 3University of Chicago Medicine, Chicago, IL
| | - Sheeno Thyparambil
- 1OncoPlexDx, Rockville, MD, 2MD Anderson Cancer Center, Houston, TX, 3University of Chicago Medicine, Chicago, IL
| | - Jaime Rodriguez
- 1OncoPlexDx, Rockville, MD, 2MD Anderson Cancer Center, Houston, TX, 3University of Chicago Medicine, Chicago, IL
| | - Ravi Salgia
- 1OncoPlexDx, Rockville, MD, 2MD Anderson Cancer Center, Houston, TX, 3University of Chicago Medicine, Chicago, IL
| | - Ignacio I. Wistuba
- 1OncoPlexDx, Rockville, MD, 2MD Anderson Cancer Center, Houston, TX, 3University of Chicago Medicine, Chicago, IL
| | - Jon Burrows
- 1OncoPlexDx, Rockville, MD, 2MD Anderson Cancer Center, Houston, TX, 3University of Chicago Medicine, Chicago, IL
| | - Todd Hembrough
- 1OncoPlexDx, Rockville, MD, 2MD Anderson Cancer Center, Houston, TX, 3University of Chicago Medicine, Chicago, IL
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Liao WL, Thyparambil S, An E, Hartley CP, Ma P, Rodriguez J, Wistuba I, Burrows J, Hembrough T, Tafe LJ. Abstract B09: Multiplexed mass spectrometry-based assay to quantify translocation markers from non-small cell lung cancer (NSCLC) FFPE tissue. Clin Cancer Res 2014. [DOI: 10.1158/1078-0432.14aacriaslc-b09] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Translocations in ALK, ROS1 and RET have been shown to be oncogenic in NSCLC. Lung cancers having ALK or ROS1 rearrangements represent unique subpopulations that are seen in only 2-5% and 1-2% of NSCLC, respectively. ALK fusions lead to constitutive activation of ALK signaling involved in cell proliferation. Crizotinib has significant anti-tumor activity in ALK rearranged NSCLC and break-apart FISH is the approved diagnostic test to determine treatment eligibility. However, FISH is laborious, expensive and low throughput, and thus is not ideal for the detection of oncogenic drivers of low frequencies. In patients with advanced disease, a small tissue biopsy is often the only material available so yielding as much information as possible from a limited sample is necessary. The aim of this study was to develop a multiplexed quantitative Liquid-Tissue-selected reaction monitoring (LT-SRM) assay for assessing ALK, ROS1, and RET expression within our “Lung OncoPlex” MS test. The LT-SRM platform quantitates these translocation markers along with several diagnostic and potentially targetable biomarkers, e.g. TTF1, K7, p63, K5, EGFR, HER2, HER3, MET, KRAS and IGF1R, in NSCLC.
Methods: We used trypsin digestion mapping of recombinant proteins specific for ALK, ROS1, and RET to identify optimal quantitative peptides. Stable isotope-labeled peptides were synthesized as internal standards, and standard curves were generated in Pyrococcus complex matrix to determine LOD, LLOQ, accuracy, precision and linearity of the assays. The ALK assay was pre-clinically validated in an EML4-ALK rearrangement positive cell line-H3122. ALK and ROS1 were screened in 87 archived FFPE sections from NSCLC.
Results: We identified at least two optimal peptides for each target. At least one peptide from each protein had acceptable technical assay performance and was used for assay development. H3122 cell expressed 396 amol ALK/ug cell protein, while 11 ALK translocation positive NSCLC tissues expressed ALK from 107 to 437 amol/ug protein. ALK peptides were not detected in ALK negative control NSCLC tissues or in a single ALK translocation positive case. ROS1 was detected in 2 of 87 NSCLC samples at levels of 659 amol/ug in a case of unknown translocation status and 377 amol/ug in a ROS1 translocation positive case. Finally, the Lung OncoPlex assay successfully subtyped lung adenocarcinoma and quantified the other potentially targetable biomarkers.
Conclusions: The Lung OncoPlex assay was able to detect ALK protein in 11/12 ALK rearranged samples. In the one proteomically negative/FISH+ case, we are performing ALK IHC to assess ALK protein expression, as well as DNA sequencing to evaluate for potential mutations within the MS targeted peptides. Of the two cases positive for ROS1 by the MS assay, one is known to be FISH positive and the other is undergoing FISH verification. RET protein expression has not yet been assessed in any known RET translocation positive cases; however, the RET technical performance suggests this is a promising assay and we are continuing to screen for RET positive control samples. While additional studies are needed to validate the clinically utility of the ALK, ROS1, and RET assay; multiplexed proteomic screening of patient tissue could be performed at the time of initial biopsy, allowing for simultaneous assessment of multiple clinically actionable gene rearrangements and biomarker targets.
Citation Format: Wei-Li Liao, Sheeno Thyparambil, Eunkyung An, Christopher P. Hartley, patrick Ma, Jaime Rodriguez, Ignacio Wistuba, Jon Burrows, Todd Hembrough, Laura J. Tafe. Multiplexed mass spectrometry-based assay to quantify translocation markers from non-small cell lung cancer (NSCLC) FFPE tissue. [abstract]. In: Proceedings of the AACR-IASLC Joint Conference on Molecular Origins of Lung Cancer; 2014 Jan 6-9; San Diego, CA. Philadelphia (PA): AACR; Clin Cancer Res 2014;20(2Suppl):Abstract nr B09.
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Affiliation(s)
- Wei-Li Liao
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - Sheeno Thyparambil
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - Eunkyung An
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - Christopher P. Hartley
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - patrick Ma
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - Jaime Rodriguez
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - Ignacio Wistuba
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - Jon Burrows
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - Todd Hembrough
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
| | - Laura J. Tafe
- 1OncoPlex Diagnostics Inc., Rockville, MD, 2Dartmouth-Hitchcock Medical Center, Lebanon, NH, 3Cleveland Clinic Cancer Institute, Cleveland, OH, 4MD Anderson Cancer Center, Houston, TX
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Hembrough TA, Liao WL, Thyparambil S, Erickson HS, Carey G, Guiel T, Heaton RB, Krizman D, Wistuba II, Salgia R, Burrows J. Development and clinical validation of an adeno/squamous multiplexed diagnostic assay for NSCLC. J Clin Oncol 2013. [DOI: 10.1200/jco.2013.31.15_suppl.e19057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e19057 Background: The diagnosis of adenocarcinoma (ADC) vs. squamous cell carcinoma (SCC) in NSCLC is critical since new therapies (e.g. pemetrexed) are restricted to non-squamous NSCLC. Most diagnoses are made based on histopathology, though IHC is often performed as well. Since IHC is not quantitative, interpretation of intensity is subjective, and reproducibility can be problematic. Using the Liquid Tissue-SRM mass spectrometry (MS) platform, we have developed a quantitative, multiplexed clinical diagnostic assay to measure the adeno/squamous markers TTF-1/CK7 (ADC) and K5 and p63/40 (SCC) in FFPE tissue. This proteomic assay is epitope independent, and highly reproducible. Methods: Recombinant K5, K7, TTF-1 and p63/p40, were subjected to trypsin digestion mapping to identify peptides for MS analysis. Heavy isotope labeled peptides were synthesized as positive control peptides for quantitation. The multiplexed assay was technically validated on cell lines, and human tumor tissues. Results: ADC/SCC proteomic analysis was performed on a training set of 39 NSCLC tissues from U. of Chicago (20 ADC and 19 SCC). Principal Component Analysis was used to define optimal quantitative cutoffs for each of the four markers for the two tumor subtypes. The ADC diagnosis was unequivocal for all 20 ADC samples, however within the 19 SCC’s, one sample appeared to be ADC and two samples had markers for both ADC and SCC. Proteomic analysis of a test set of 194 NSCLC tumors (98 ADC and 98 SCC based on pathology reports) from MD Anderson Cancer Center was consistent with the observations in the training set. 93/98 ADC cases were confirmed by proteomic analysis, four ADC cases showed mixed or SCC phenotypes. Proteomic analysis confirmed 58/98 SCC cases but identified 27 cases as mixed ADC SCC or ADC based on TTF1/K5 expression. Further studies are ongoing to determine the clinical utility of these findings. Conclusions: These data demonstrate that quantitative proteomic analysis can define cut offs for ADC and SCC Biomarkers profiles in NSCLC tumors. These profiles can determine ADC, SCC and mixed phenotypes and provide physicians with accurate information to help them stratify their patients to the right evidence based treatment therapy.
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Hembrough T, Thyparambil S, Liao WL, Darfler MM, Abdo J, Bengali KM, Hewitt SM, Bender RA, Krizman DB, Burrows J. Application of selected reaction monitoring for multiplex quantification of clinically validated biomarkers in formalin-fixed, paraffin-embedded tumor tissue. J Mol Diagn 2013; 15:454-65. [PMID: 23672976 DOI: 10.1016/j.jmoldx.2013.03.002] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2012] [Revised: 01/17/2013] [Accepted: 03/07/2013] [Indexed: 01/17/2023] Open
Abstract
One of the critical gaps in the clinical diagnostic space is the lack of quantitative proteomic methods for use on formalin-fixed, paraffin-embedded (FFPE) tissue. Herein, we describe the development of a quantitative, multiplexed, mass spectrometry-based selected reaction monitoring (SRM) assay for four therapeutically important targets: epidermal growth factor receptor, human EGF receptor (HER)-2, HER3, and insulin-like growth factor-1 receptor. These assays were developed using the Liquid Tissue-SRM technology platform, in which FFPE tumor tissues were microdissected, completely solubilized, and then subjected to multiplexed quantitation by SRM mass spectrometry. The assays were preclinically validated by comparing Liquid Tissue-SRM quantitation of FFPE cell lines with enzyme-linked immunosorbent assay/electrochemiluminescence quantitation of fresh cells (R(2) > 0.95). Clinical performance was assessed on two cohorts of breast cancer tissue: one cohort of 10 samples with a wide range of HER2 expression and a second cohort of 19 HER2 IHC 3+ tissues. These clinical data demonstrate the feasibility of quantitative, multiplexed clinical analysis of proteomic markers in FFPE tissue. Our findings represent a significant advancement in cancer tissue analysis because multiplexed, quantitative analysis of protein targets in FFPE tumor tissue can be tailored to specific oncological indications to provide the following: i) complementary support for anatomical pathological diagnoses, ii) patient stratification to optimize treatment outcomes and identify drug resistance, and iii) support for the clinical development of novel therapies.
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Catenacci DV, Xu P, Henderson L, Liao WL, Thyparambil S, Burrows J, Hembrough T. Abstract 1207: Development of a quantitative gastroesophageal cancer selected reaction monitoring mass Spectrometric Multiplex Assay for use in FFPE tumor tissues. Cancer Res 2013. [DOI: 10.1158/1538-7445.am2013-1207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Aberrant over-expression of receptor tyrosine kinases, (e.g. MET, HER, FGFR, and IGFR) as well as other oncogenic mediators (e.g. KRAS, PI3 Kinase and SRC) are known drivers of gastroesophageal adenocarcinoma (GEC), subdividing the disease into distinct molecular subsets. Inter/intrapatient tumor heterogeneity suggests that an expedient, reliable, medium throughput oncogene protein expression profiling will provide vital information to better personalize cancer care. To date, clinical quantification of protein in formalin fixed paraffin embedded (FFPE) tissues is limited to immunohistochemistry (IHC), which is semi-quantitative at best. Moreover, IHC of multiple proteins of interest is laborious, time consuming, wasteful of scarce tissue, and costly. We present a quantitative mass spectrometric (MS) assay for FFPE GEC utilizing Liquid Tissue - Selected Reaction Monitoring (SRM), with subsequent multiplex quantification of relevant oncoproteins in a panel of gastroesophageal cancer (GEC) cell lines and tissues.
Using trypsin digestion mapping of recombinant oncoproteins, we identified unique peptide sequences, and built quantitative MS assays which could be multiplexed into a single SRM analysis of 1μg of tumor protein. Assays were preclinically validated on 10 different formalin fixed (FF) cell lines.
We then tested the GEC-plex assay on a panel of FFPE GEC cell lines characterized by immunoblot (IB), IHC, and gene copy number by FISH. In addition to RON, we multiplexed SRM quantification of Met, EGFR, HER2, HER3, IGF1R, FGFR2, KRAS and cSRC. We evaluated 17 GEC lines including AGS wild type, scrambled shRNA (AGS-SC) and RON shRNA knockdown (AGS-KD) to assess ‘post-treatment’ changes in oncogene expression. We then evaluated 100 GEC human cancer tissues with paired peritoneal metastases when available and select paraneoplastic normal tissues using laser microdissection of tumor tissue from a single unstained 10μm thick section.
Validation of the GEC-plex SRM assay on GEC cell lines revealed very high concordance when compared to IB and IHC measurement. The AGS-WT/SC cells showed comparable levels of RON (284/323 amol/μg cell protein), while RON was not detected in AGS-KD cells, as expected. Measurement of oncoproteins in GEC cell lines and tissues correlated well with IHC and FISH data. Multiplex oncogene quantification of all cell lines and tissues, along with expression profile changes in the AGS RON KD line compared to AGS-WT/SC will be presented.
Taken together, these data demonstrate a sensitive, accurate, and quantitative assay to measure relevant actionable oncoproteins in FF cells. The GEC-plex multiplexed oncogene expression of these tumors was feasible and expedient using limited tissue from clinical samples, and is a novel clinically applicable approach for tumor characterization for baseline and post-treatment assessment.
Citation Format: Daniel V. Catenacci, Peng Xu, Les Henderson, Wei-Li Liao, Sheeno Thyparambil, Jon Burrows, Todd Hembrough. Development of a quantitative gastroesophageal cancer selected reaction monitoring mass Spectrometric Multiplex Assay for use in FFPE tumor tissues. [abstract]. In: Proceedings of the 104th Annual Meeting of the American Association for Cancer Research; 2013 Apr 6-10; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2013;73(8 Suppl):Abstract nr 1207. doi:10.1158/1538-7445.AM2013-1207
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Affiliation(s)
| | - Peng Xu
- 1University of Chicago, Chicago, IL
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Hembrough T, Liao WL, Henderson L, Xu P, Thyparambil S, Burrows J, Catenacci DV. Abstract 41: Development of a quantitative colorectal cancer SRM assay for use in FFPE tumor tissues. Cancer Res 2013. [DOI: 10.1158/1538-7445.am2013-41] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Aberrant over-expression of receptor tyrosine kinases, including the MET, HER, FGFR, and IGFR families along with other critical downstream oncogenic mediators including KRAS, BRAF, PI3 Kinase and SRC are known drivers of colorectal cancer (CRC), subdividing the disease into distinct molecular subsets. Inter-patient tumor heterogeneity suggests that an expedient, reliable, medium throughput oncogene protein expression profiling will provide vital information to better personalize cancer care. Moreover, intra-patient tumor heterogeneity from primary tumor to metastatic disease is likely to influence biomarker prediction of response to specific targeted agents. To date, clinical quantification of protein in formalin fixed paraffin embedded (FFPE) tissues is limited to immunohistochemistry (IHC), which is semi-quantitative at best. Moreover, IHC of multiple proteins of interest is laborious, time consuming, wasteful of scarce tissue, and costly. Other protein quantification methods (ELISA, ECL) would require non-standard tissue processing for analysis. We present a quantitative mass spectrometric (MS) assay for CRC utilizing Liquid Tissue - Selected Reaction Monitoring (SRM), with subsequent multiplex quantification of relevant oncoproteins in a cohort of CRC paired primary and metastatic tumor tissues.
Methods: Using trypsin digestion mapping of recombinant oncoproteins, we identified unique peptide sequences, and built quantitative MS assays which could be multiplexed into a single SRM analysis of 1μg of tumor protein. Assays were preclinically validated on 10 different formalin fixed (FF) cell lines.
We then tested the ‘CRC-plex’ MS assay with multiplexed SRM quantification of Met, RON, EGFR, HER2, HER3, IGF1R, FGFR2, KRAS and cSRC on 42 primary human CRC cancer tissues, with paired metastases when available obtained from core biopsy or metastatectomy, using laser capture microdissection of the target material from a single unstained 10μm thick section per sample.
Results: Validation of the CRC-plex SRM assay on cell lines and FFPE tissues revealed very high concordance when compared to IB and IHC. Multiplex oncogene quantification of all tissues, to the attomole/microgram level, will be presented, highlighting inter-patient and intra-patient (from primary to metastasis) heterogeneity of samples.
Conclusions:
Taken together, these data demonstrate a sensitive, accurate, and quantitative assay to measure relevant actionable oncoproteins in FFPE clinical samples. The CRC-plex multiplexed oncogene expression of these tumors was feasible and expedient using limited tissue from clinical samples, and is a novel clinically applicable approach for tumor characterization for baseline and/or post-treatment assessment.
Citation Format: Todd Hembrough, Wei-Li Liao, Les Henderson, Peng Xu, Sheeno Thyparambil, Jon Burrows, Daniel V. Catenacci. Development of a quantitative colorectal cancer SRM assay for use in FFPE tumor tissues. [abstract]. In: Proceedings of the 104th Annual Meeting of the American Association for Cancer Research; 2013 Apr 6-10; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2013;73(8 Suppl):Abstract nr 41. doi:10.1158/1538-7445.AM2013-41
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Affiliation(s)
| | | | | | - Peng Xu
- 2University of Chicago, Chicago, IL
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Kilpatrick EL, Liao WL, Camara JE, Turko IV, Bunk DM. Expression and characterization of 15N-labeled human C-reactive protein in Escherichia coli and Pichia pastoris for use in isotope-dilution mass spectrometry. Protein Expr Purif 2012; 85:94-9. [DOI: 10.1016/j.pep.2012.06.019] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2012] [Revised: 05/31/2012] [Accepted: 06/28/2012] [Indexed: 10/28/2022]
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Hembrough TA, Liao WL, Thyparambil S, Darfler M, Krizman D, Burrows J. Multiplexed mass spectometic quantitation of HER1-3, cMET, and IGF1R in FFPE tumor samples: Implications for targeted therapy and resistance. J Clin Oncol 2012. [DOI: 10.1200/jco.2012.30.15_suppl.e21068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
e21068 Background: The human EGF receptor family (HER’s) consists of two clinically validated drug targets (EGFR and HER2), and two receptors (HER3 and HER4) which are the subject of intensive preclinical and early clinical investigation. Although drugs inhibiting both EGFR and HER2 show significant antitumor activity in the clinic, the acquisition of resistance is a hallmark of these and other targeted therapies. In the case of both targets, one of the emerging resistance mechanisms is the co-expression of other receptor tyrosine kinases, including members of the EGFR superfamily, cMet and IGF1R. As an example, it was recently shown that HER2 co-expression mediates resistance in cetuximab treated head and neck cancer. Similarly, much attention has been paid to HER3 both as a bona fide drug target and a resistance mechanism. Methods: Using trypsin digestion mapping of recombinant proteins, we identified unique peptide sequences from each of these receptors, and built quantitative mass spectrometric (MS) assays which could be multiplexed into a single MS analysis of 1ug of tumor protein. Assays were preclinically validated on 10 formalin fixed cell lines, and FFPE human NSCLC primary tumor xenografts. Results: The validated multiplex assay was used to measure expression levels of HER1-3, cMET and IGF1R in two cohorts of clinical tumor tissue which had been treated with HER family antagonists. One, a set of gefitinib treated NSCLC tumors (N=15) , and a second, a cohort of advanced breast cancer tissues which had adjuvant treatment with trastuzumab(N=18). Here we present expression patterns for each of the RTKs studied, with the intent to begin to define the relationship between RTK expression and response to either gefitinib or trastuzumab treatment. Conclusions: It is important to not only understand primary mechanisms of tumor growth, but also mechanisms of resistance in patients undergoing targeted therapies. Our Liquid Tissue-SRM promises to be a platform which can deliver extremely high sensitivity, absolute specificity as well as multiplexing capabilities to assess critical oncology targets.
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Hembrough T, Liao WL, Henderson L, Xu P, Burrows J, Catenacci D. Abstract A50: Development of a quantitative RON SRM Assay for use in formalin fixed tumor tissues. Clin Cancer Res 2012. [DOI: 10.1158/1078-0432.mechres-a50] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: RON and Met, members of the Met family of tyrosine kinases, are implicated as mediators of tumor progression and metastasis in cancer. Over-expression of each receptor is prognostic of poor survival in resected and metastatic cancers, and expression of RON/Met in preclinical models and early phase clinical trials predicts response to RON/Met specific inhibitors. RON is expressed as a number of alternate splice variants/transcripts, complicating the quantification of the receptor by standard clinical methods. Inter/intrapatient tumor heterogeneity suggests that an expedient, reliable, medium throughput oncogene protein expression profiling will provide vital information to better personalize cancer care, with emphasis on serial biopsies to assess acquired treatment resistance mechanisms. To date, clinical quantification of protein in formalin fixed paraffin embedded (FFPE) tissues is limited to immunohistochemistry (IHC), which is semi-quantitative at best. Moreover, IHC of multiple proteins of interest is laborious, time consuming, wasteful of scarce tissue, and costly. Other protein quantification methods (ELISA, ECL) would require non-standard tissue processing for analysis. We sought to develop a quantitative mass spectrometric (MS) assay for RON utilizing Liquid Tissue – Selected Reaction Monitoring (SRM), with subsequent multiplex quantification of RON, Met, and other previously validated proteins in a panel of gastroesophageal cancer (GEC) cell lines and tissues.
Methods: Using trypsin digestion mapping of recombinant RON, we identified unique peptide sequences, and built quantitative MS assays which could be multiplexed into a single SRM analysis of 1μg of tumor protein. Assays were preclinically validated on 10 different formalin fixed (FF) cell lines. The final assay was validated and the N-terminal RON SRM demonstrated an LOD/LOQ of 62/125. Alternate peptides were chosen to quantify differences in RON splice variants/transcripts.
We then tested the RON MS assay using a panel of FF GEC cell lines previously characterized by immunoblot (IB) and IHC FFPE pellet. In addition to RON, we multiplexed SRM quantification of Met, EGFR, HER2, HER3, IGF1R, and cSRC. We evaluated 15 GEC lines including three AGS lines: wild type (AGS-WT), scrambled shRNA (AGS-SC) and RON shRNA knockdown (AGS-KD) to assess ‘post-treatment’ changes in oncogene expression profiles. We then evaluated 20 GEC human cancer tissues and 5 paraneoplastic normal tissues using laser capture microdissection of the target material from a single unstained 10μm thick section per sample.
Results: In the initial analysis, 4/10 cell lines (HCC827, Colo205, HT29, A431) expressed N-terminal RON (∼250 amol/μg cell protein). Validation of the RON SRM assay on GEC cell lines revealed very high concordance when compared to IB and IHC measurement. The AGS-WT/SC cells showed comparable levels of N-terminal RON (284/323 amol/ug cell protein), while RON was not detected in AGS-KD cells, as expected. Correlation of IB with RON intracellular/extracellular MS assay data will be presented. Measurement of RON in the GEC tissues correlated well with IHC. RON expression was seen in 75% of GEC tissues, and was lower/undetectable in adjacent normal tissues. Multiplex oncogene quantification of all cell lines and tissues, along with expression profile changes in the AGS RON KD line compared to AGS-WT/SC will be presented.
Conclusions: Taken together, these data demonstrate a sensitive, accurate, and quantitative assay to measure RON and its variants in FF cells. Multiplexed oncogene expression of these tumors was feasible and expedient using limited tissue, and is a novel clinically applicable approach for tumor characterization for baseline and post-treatment assessment.
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Affiliation(s)
- Todd Hembrough
- 1Expression Pathology, Inc., Rockville, MD, 2University of Chicago, Chicago, IL
| | - Wei-Li Liao
- 1Expression Pathology, Inc., Rockville, MD, 2University of Chicago, Chicago, IL
| | - Les Henderson
- 1Expression Pathology, Inc., Rockville, MD, 2University of Chicago, Chicago, IL
| | - Peng Xu
- 1Expression Pathology, Inc., Rockville, MD, 2University of Chicago, Chicago, IL
| | - Jon Burrows
- 1Expression Pathology, Inc., Rockville, MD, 2University of Chicago, Chicago, IL
| | - Daniel Catenacci
- 1Expression Pathology, Inc., Rockville, MD, 2University of Chicago, Chicago, IL
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