Literature DB >> 28357036

Finger stick blood collection for gene expression profiling and storage of tempus blood RNA tubes.

Darawan Rinchai1, Esperanza Anguiano2, Phuong Nguyen3, Damien Chaussabel1.   

Abstract

With this report we aim to make available a standard operating procedure (SOP) developed for RNA stabilization of small blood volumes collected via a finger stick. The anticipation that this procedure may be improved through peer-review and/or readers public comments is another element motivating the publication of this SOP. Procuring blood samples from human subjects can, among other uses, enable assessment of the immune status of an individual subject via the profiling of RNA abundance using technologies such as real time PCR, NanoString, microarrays or RNA-sequencing. It is often desirable to minimize blood volumes and employ methods that are the least invasive and can be practically implemented outside of clinical settings. Finger stick blood samples are increasingly used for measurement of levels of pharmacological drugs and biological analytes. It is a simple and convenient procedure amenable for instance to field use or self-collection at home using a blood sample collection kit. Such methodologies should also enable the procurement of blood samples at high frequency for health or disease monitoring applications.

Entities:  

Keywords:  Blood collection; Fingerstick; Gene expression; RNA; Tempus; Transcriptome

Year:  2016        PMID: 28357036      PMCID: PMC5357033          DOI: 10.12688/f1000research.8841.2

Source DB:  PubMed          Journal:  F1000Res        ISSN: 2046-1402


Introduction

Finger stick blood collection is a practical and minimally invasive sample collection method that is used for a wide range of applications in routine clinical practice and can be implemented outside of clinical settings. It is for instance by this means that millions of individuals collect daily small blood volumes to monitor sugar levels. More recently, availability of high throughput profiling technologies made it possible to measure simultaneously the abundance of tens of thousands of analytes. For instance, transcriptome profiling, which measures abundance of RNA on a genome-wide scale has become a mainstay in biomedical research settings [1– 6]. This approach can be implemented through the use of technologies such as microarray and more recently RNA-sequencing. Robust and more cost-effective “meso-scale” profiling technologies, relying for instance on PCR or NanoString probes, can profile the abundance of hundreds of genes [7]. Blood transcriptome profiling has proven useful in generating high-resolution molecular phenotypes: to investigate pathogenesis of a wide range of diseases [8– 11]; to develop biomarker signatures [12– 15]; and to assess response to vaccines or therapies [7, 16– 20]. More recently, an approach consisting in correlating serial blood transcriptome signatures with clinical course of disease was described as a means to guide development and selection of novel therapeutic modalities in patients with systemic lupus erythematosus [1, 21]. Transcriptome profiling studies have initially employed peripheral blood mononuclear cells (PBMCs) [11, 22, 23]. PBMCs are isolated by fractionation and are enriched in blood leukocytes. It is also a type of sample from which high quality RNA can be reliably obtained, which at the time was not the case of whole blood. However, the PBMC preparation procedure involves multiple steps and important variations are introduced between the time of blood draw and preparation of the cell lysates [24]. Furthermore, it is a time consuming process that requires trained personnel and equipment and is not straightforward to implement in most clinical settings. Whole blood RNA stabilization systems; PAXgene™ (Qiagen) and Tempus™ (Life Technologies) have been adopted as they became available and are now widely used. Several studies have compared the performance of these 2 commercial kits and found differences in gene expression profiles, RNA quality and yield [25– 27]. Reported yields and quality of RNA stabilized in Tempus solution was generally greater. Thus, the choice of RNA stabilizing reagent used to preserve samples can indeed be important and affect subsequent RNA quantity and quality. Our choice of the tempus system over PaxGene dates from side-by-side comparisons we have performed over 10 years ago. However the vast majority of the studies carried out to date use relatively large volumes of venous blood [12, 13, 19, 20, 28]. Collection of small volumes of blood via finger sticks is especially indicated for high frequency sample collection to enable monitoring of the immune status of individuals in health and disease [2]. Advantages of this collection modality stem from the fact that it is less invasive, faster and does not require a trained phlebotomist. Therefore, it is more amenable to field applications and in home self-collection for proximity testing. A study by Obermoser et al., employed this collection method to investigate transcriptome responses elicited by influenza and pneumococcal vaccines at 8 different time points in the 48 hours following vaccine administration [16]. A methods development article has also been published by Robinson et al., demonstrating that RNA quality and gene expression data obtained from blood obtained via finger stick (70 μL) and venipuncture (2.5 mL) are highly comparable [29]. Since version 1 of our SOP came out in F1000Research [30] we have published a paper describing results of a study in which weekly in home self-finger stick blood collection was undertaken by 13 subjects with type 1 diabetes and 14 controls for a period of 6 months [31]. Subjects returned an average of 24 out of 26 total weekly samples, and transcript data were successfully obtained for >99% of samples returned. A high degree of correlation between finger stick data and data from a standard 3 mL venipuncture sample was observed. RNA yields obtained from blood volumes ranging from 10, 15, 20, and 25 μL indicated that those volumes were sufficient to generate the 100 ng of RNA needed for high throughput real time-PCR [31]. However, the detailed procedure for finger stick blood collection and RNA stabilization employed in this and other studies has never been published. The standard operating procedure that we are sharing with this report will be published as part of our molecular profiling of pregnancy channel. Indeed, it was specifically developed for collection and stabilization of 50 μl of blood collected via a finger stick in a pregnancy monitoring study currently being conducted on the Thai-Myanmar border. It will consist of measuring changes in blood transcript abundance in 400 women during the second and third trimester of their pregnancy. A complete description of this study will be provided elsewhere.

Narrative of the procedure

The procedure described in this article can be employed for serial blood collection in clinical or research laboratory settings as well as for in-home self-collection. A narrative is provided here, along with general remarks and considerations. A detailed point-by-point SOP follows. Narrative: Tempus RNA tubes are designed for the collection of 3 ml of blood via venipuncture and contain 6 ml of a proprietary RNA stabilizing reagent. For the collection of 50 μl blood samples 100 μl of the RNA stabilizing reagent is aliquoted in microfuge tubes. Blood is collected with a plastic capillary straw. Immediately after collection, the tube is shaken vigorously to disrupt the blood cells for at least 20 seconds. A sufficient quantity of RNA for downstream processing was obtained when tubes were flicked, pipetted, or vortexed, but was reduced when samples were not mixed at all. Lysis of blood cells occurs upon thoroughly mixing the blood drawn into the tube and the stabilizing reagent. Furthermore, RNases are inactivated and the freed RNA is selectively precipitated and thus further protected from degradation. Effective stabilization of the RNA ensures that the transcriptional profile is maintained and will accurately reflect the physiological state of the patient at the time of the blood draw. RNA properly collected in Tempus solution and stored at -20°C or -80°C will remain stable for minimum of 6 years [32]. General remarks: After over 10 years of use across a wide range of clinical settings RNA stabilization using tempus solution has in our hands proven robust and reliable. However there are a few things that we have learned that are worth sharing: 1) Finger stick: The finger is usually the preferred site for capillary testing in an adult patient. When samples are collected serially it is recommended to choose a different finger from the one used for the last procedure to prevent bruising. The sides of the heel are only used in pediatric and neonatal patients. The guidance given in Section 7.1 of the WHO guidelines on blood drawing: best practices in phlebotomy, can help decide whether to use a finger or heel-stick, and with the selection of an appropriately sized lancet [33]. 2) Blood volumes: The volume can be adjusted depending on the application. Typical yield from 50 μl of blood is the minimum about 500 ng of total RNA. Procedures for RNA extraction and quality control will be shared in a separate publication (Anguiano E., Rinchai D., Tomei S., Chaussabel D., unpublished report). A study was conducted where as little as 15 μl of blood was collected, which was sufficient to run a high throughput Fluidigm PCR assay [31]. Such small blood volumes can also be obtained serially from mice, which allow longitudinal monitoring of individual animals. In human studies, instead of using a capillary straw small blood volumes can also be collected and measured with a micropipette. The blood is then placed into the microfuge tube containing the tempus solution. This can be done when collecting small volumes of blood from a finger stick or obtaining a small aliquot of blood from a larger venous blood draw. 3) Volume of RNA stabilization solution: The appropriate ratio of [Blood : RNA stabilizing reagent] is 1 volume of blood for 2 volumes of tempus solution (in our case 50 μl of blood in 100 μl of RNA stabilizing reagent). Loss in RNA quality and quantity will be observed if this ratio is not respected. Collecting more blood will actually result in decreased yields and RNA quality. In cases when the amount of blood collected is lower, the volume of tempus solution can be adjusted accordingly when feasible. The same ratio can be used when working with mouse blood collected from the tail vein using a similar procedure (as mentioned above blood volumes can be lowered to 15 μl). The volumetric ratio is usually lower when working with non-human primate species (e.g. 1:3, 1:4) and should be determined on a species-by-species basis (a 1:3 ratio is used when collecting blood from macaques [34]). 4) Sample mixing: This, after maintaining an appropriate blood: tempus solution ratio, is the second most critical aspect of the procedure, and a potential cause of sample failure. As mentioned above samples must be homogenized by thorough mixing in order to disrupt cells and release their RNA cargo. The RNA will precipitate in the tempus solution and in this form is protected from degradation by the RNAses that are present in the sample. 5) Temperature: RNA should remain in a precipitated state at “room temperature”. Although refrigeration and freezing at the earliest possible time is recommended, based on our observations keeping the blood lysates at room temperature (25°C) for up to 24 hours should not affect RNA quality. Samples can be stored at 4°C (refrigerator or cold packs) for up to 48 hours, which can simplify the logistics associated with temporary storage, transfer and shipping of samples post-collection. Based on information provided by the manufacturer RNA should remain in a precipitated state as long as temperatures remain below 30°C. It may therefore be necessary to take precaution when working in warm climates. 6) Storage and shipping: After collecting the blood sample should be kept cold at 4°C no longer than 48 hours and transferred to a -20°C or -80°C freezer for long-term storage. By default, samples are stored in the lab at -20°C. Data obtained using a limited set of samples frozen overnight showed that the RNA yield for samples stored at -80°C was about half the yield of same blood samples stored at -20°C, but was nevertheless still amply sufficient for downstream analyses. It should also be noted that the plastic tempus tubes are made of will become brittle at temperatures lower than -20°C. The effect of storage temperature on RNA yield and quality will have to be evaluated further, especially over extended periods of time where storage at lower temperatures might show benefits (see also referees comments and our response for more details). Shipments are made on dry ice although for overnight shipping in cooler climates using ice packs should be sufficient (however testing using mock samples is recommended). When shipping “off the shelf” tempus tubes direct contact with dry ice should be avoided to prevent breakage. When shipping on dry ice attention should be paid to the thickness of the walls of the polystyrene container holding the tubes along with the dry ice. The thinner the walls the faster the shipment will run out of dry ice. This is especially important to consider when contemplating longer transit times and/or warm weather conditions. Regarding biosafety, we have found the tempus solution to prevent growth of bacteria known for their resilience such as Burkholderia pseudomallei (Rinchai D, unpublished report), and thus conclude that threat of contamination via tempus blood lysates is likely to be low. However, appropriate testing should be carried out on a case-by-case basis and all procedures in the laboratory involving tempus lysates should be consistent with standard blood handling procedures. 7) Safety: The hazardous nature of the tempus solution would make extensive roll out of the collection procedure described in this manuscript problematic and is at the moment clearly intended for research use under well controlled conditions, with preferably collection carried out by trained personnel. However, it should be noted that it has been-field tested for in-home self-collection in a limited number of subject over a period of 6 months without incident [31]. The fact that small volumes of solution are used may alleviate some concerns (30 microliters of solution for 15 microliters of blood in the above-mentioned study, vs 6 ml of solution for 3 ml of blood using “off the shelf” tempus collection tubes). However, other technical solutions in which liquids are better contained may indeed be preferable (e.g. microfluidics card, sponges), with one of the best example being the recently developed “DxCollect” system (DxTerity, Rancho Dominguez, CA). Tempus TM blood RNA tubes (ThermoFischer Scientific, Waltham, MA, USA; Product number 4342792; https://www.thermofisher.com/order/catalog/product/4342792) Capillary blood and tube assembly, untreated, 50 μl, thin design (Kabe Labortechnik, Nümbrecht, Germany (Product number GK100, http://www.kabe-labortechnik.de/download/kapillarblut_en.pdf) [35, 36] Sterile blood lancets Alcohol pads Biohazard container Lab coat Gloves Ziploc-type biohazard bag and freezer box Adhesive bandages Sample collection tube labels Prepare Tempus Tube RNA stabilization into blood collection tubes ( Figure 1)
Figure 1.

Preparation of the sample collection tubes.

This figure illustrates the different steps involved in preparation sample collection tubes for collection and stabilization of blood RNA.

Place the blood collection tubes on a rack and remove the capillary assembly and place them at the same rack. Put the Tempus tube on a second rack and remove the lid Pipette 100 ul of RNA stabilizing solution from the open tempus tube and transfer it into the blood collection tubes Place the capillary assembly on the collection tube. The blood collection tubes are ready for immediate use. In case the blood collection tubes are prepared for later use the lid should be closed and capillary assembly set aside. Store the blood collection tubes containing RNA stabilizing solution in storage box at room temperature For the later use, assembly capillary tube and blood collection tubes Open the lid of blood collection tubes containing the RNA stabilizing solution Assemble the capillary assembly into the collection tubes containing the RNA stabilising solution Follow the blood sample collection procedure step-by-step

Preparation of the sample collection tubes.

This figure illustrates the different steps involved in preparation sample collection tubes for collection and stabilization of blood RNA. Personal protective equipment (PPE) must be worn to prevent accidental exposure to blood and bloodborne pathogens, and to help reduce contamination during sample collection [ http://www.cdc.gov/niosh/topics/emres/ppe.html]. Discard all blood collection materials and “sharps” in properly labeled biohazard containers approved for their disposal. Check that the liquid preservatives and anticoagulants in the collection tubes are clear and colorless. Do not use any tubes if they are discolored or contain precipitates. Tempus Tube RNA stabilization reagent is a potential health hazard; acute oral toxicity, skin corrosion/irritation and serious eye damage/eye irritation can occur upon contact (See MSDS for details).

Procedures

The procedures below are illustrated in Figure 2 and a demonstration video is available here: https://www.youtube.com/watch?v=Mxc36ARxWqQ
Figure 2.

Illustration for capillary blood sampling.

This figure illustrates the different steps involved in capillary blood sampling via finger stick.

Illustration for capillary blood sampling.

This figure illustrates the different steps involved in capillary blood sampling via finger stick. Assemble equipment and supplies, then complete the finger stick information log by recording relevant information about blood collection such as patient name, patient identity number (patient ID), date of blood collection, frequency number of blood collection (Day 1 st, Day 7 th... Day 90 th,…). Double check that the label on the collection tube matches with the patient ID. Put on well-fitting gloves Choose one of the subject’s fingers from which blood will be collected. The middle or the ring finger is the best choice for finger stick collection, ideally of the non-dominant hand. Fingers on the non-dominant hand are generally less calloused. Avoid the thumb that may be calloused and has pulse and pinkie finger that is often calloused and potentially more sensitive to pain due to additional nerve ending, fingers with thick calluses, that are injured or swollen and fingers with tight rings as they may constrict blood flow. Prepare the puncture site by warming the area. If the subject is particularly cold have the subject wash hands under warm water to stimulate blood flow. In addition, it may be necessary to warm the area with a moist towel for five to ten minutes. Wipe the fingertip with the alcohol pad and allow to air-dry completely without blowing or wiping off the alcohol. To stimulate blood flow, you may shake or gently knead the subject’s hand from palm to fingertip. Blood will also flow better if the hand is kept lower, approximately at the level of the subject’s waist. Hold finger and press lancet firmly against the side of the center of the finger, with lancet oriented perpendicular to the fingerprint grooves. Discard lancet in an appropriate container. Release pressure and allow a full drop of blood to collect on finger. If necessary, gently knead the palm only to stimulate blood flow. Wipe away the first drop of blood with a sterile gauze pad because it may be contaminated with tissue fluid or debris (sloughing skin). Collect blood sample into the capillary tube. Hold the capillary and micro-tube assembly horizontally, and touch the tip of the capillary to the blood drop. The blood will be pulled into the tube via capillary action. Be sure to allow the capillary to fill end-to-end to allow collection of accurate blood volume. To expel the sample from the capillary, place the capillary and micro-tube assembly vertically and firmly tap the bottom of the tube. Remove capillary tube together with cap assembly system and discard in the appropriate biohazard container. It is important to maintain the appropriate blood sample to tempus solution ratio. A volume of 50 μl of blood should be added to the 100 μl of tempus solution. If necessary the volume of solution can be adjusted to the available or desired volume of blood; e.g. for 15 μl of blood use 30 μl of tempus solution. Close the micro-tubes, making sure that the cap is pressed down firmly to avoid any spillage during sample homogenization. To prevent clotting, blood samples should be collected within 30 seconds of performing the finger stick. Clotted samples will not be usable. Have the subject apply pressure to the puncture site using sterile gauze pad until bleeding has stopped and apply a bandage. Do not use the alcohol pad as contact of an open wound with alcohol would be painful for the subject. Immediately, mix the blood sample and preservative thoroughly by holding the top of the tube between thumb and index of one hand and flicking the tube vigorously for 20 seconds with the index finger of the other hand ( . This is important because it will allow precipitation of the RNA, which is then protected from degradation. If not already in place stick pre-printed label with sample information on the sample tube. Place sample tube in appropriate container (e.g. freezer box). The sample should be kept cold at 4°C no longer than 48 hours and transferred to a -20°C or -80°C freezer for long-term storage. Note that RNA integrity is still preserved when samples are kept at “room temperature” for a few hours as long as the temperature does not rise above 30°C. For local transportation samples can be kept in a freezer box containing ice or ice packs. For international shipping samples can be kept on dry ice in a freezer box. Dear Authors, you have a remarkable work to improve the manuscript which I find clear and with better instructions. You have addressed my concerns adequately. The future could bring us better technologies still. I have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard. This manuscript describes an important approach to transcriptomics that could be important for future research. It is remarkable that modern technology can give mRNA profiles based on microgram of mRNA. The SOP is important, but some parts of it confuse me. First of all, this company is related to Tempus. Can the method be extended to other products? This is important since PAX is as much used as Tempus. Secondly, I am a bit surprised that -20 degrees is the primary choice versus -70 degrees since all medical biobanks use -70 degrees. The explanation of plastic that is brittle does not sound convincing for future use of the technology. Third, how long is the optimal mixing time before freezing? You state 20 seconds in the illustration while you also write that it can be stored for 24 hours at normal temperatures. The technology is very interesting. Since there are no comparisons of outcomes for different procedures nor any quality measures of mRNA it may look more like a recipe. I have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above. We thank the reviewer for their precious spent reviewing our manuscript. Please see our point by point response below. This manuscript describes an important approach to transcriptomics that could be important for future research. It is remarkable that modern technology can give mRNA profiles based on microgram of mRNA. The SOP is important, but some parts of it confuse me. First of all, this company is related to Tempus. Can the method be extended to other products? This is important since PAX is as much used as Tempus. Our choice of the tempus system over PaxGene is based on side-by-side comparisons we have performed over 10 years ago. We have checked in publications whether PAXgene were used for small volume blood collection. We have found only a publication by Carrol ED. et al., BMC Immunol 2007 where the PAXgene Blood RNA System kit protocol was modified for used with small, sick children. These investigators aliquoted 860 uL of PAXgene reagent into microtubes and then added 300 uL whole blood to maintain the same recommended proportions as in the PAXgene evacuated tube system. Total RNA yield was between 1,114 and 2,950 ng. This blood volume is not compatible with finger stick blood collection but it is possible that a protocols very similar to the one we are publishing here could be derived for use with PAXgene solution instead of Tempus. However, there are many studies have compared the “ Here are some selected publications;   Thus, choice of RNA stabilizing reagent used to preserve samples can indeed be important and affect subsequent RNA quantity and quality [( 1) -(3) ] . We have added sentences below to our introduction; Asare AL. et al., BMC Genomics 2008 have reported that “ the tempus system has higher mean yields, improved RNA purity based on OD 260/230 ratios, less degradation based on GAPDH 3'/5 ratios, and a higher number of expressed transcripts based on Percent Present Calls [PMID: 18847473 ]. Nikula T. et al., icroarray analysis showed acceptable correlation within and between the RNA preservation methods, but altogether 443 transcripts were differentially expressed between RNA samples preserved in TEMPUS and PAXgene tubes”. However, the TEMPUS gene expression profile more closely resembles the PBMC than the PAXgene [PMID: 23138105] . Häntzsch M. et al., PLoS One 2014. That have compared the 3 PAXgene and 3 Tempus tubes samples which collected from participants of the LIFE study with and without acute myocardial infarction (AMI). They extracted RNA with 4 manual protocols from Qiagen (PAXgene Blood miRNA Kit), Life Technologies (MagMAX for Stabilized Blood Tubes RNA Isolation Kit), and Norgen Biotek (Norgen Preserved Blood RNA Purification Kit I and Kit II), and 2 (semi-)automated protocols on the QIAsymphony (Qiagen) and MagMAX Express-96 Magnetic Particle Processor (Life Technologies). The results showed that RNA yields were highest using the Norgen Kit I with Tempus tubes and lowest using the Norgen Kit II with PAXgene [PMID:25469788]. “Whole blood RNA stabilization systems; PAXgene™ (Qiagen) and Tempus™ (Life Technologies) have been adopted as they became available and are now widely used. Several studies have compared the performance of these 2 commercial kits and found differences in gene expression profiles, RNA quality and yield [Asare AL. et al., BMC Genomics 2008., Nikula T. et al., Secondly, I am a bit surprised that -20 degrees is the primary choice versus -70 degrees since all medical biobanks use -70 degrees. The explanation of plastic that is brittle does not sound convincing for future use of the technology. Regarding to the optimal temperature for long term RNA storage. The preliminary data that we are referring to comparing the yield of RNA from samples that were storage at ° C or -80 ° C are shown below Table 1: Preliminary results for comparison of -20 °C and -80 °C storage conditions Sample ID           Storage Temp (°C)          RNA yield (ug)          RNA RIN S1                        -20                                    8.59                          8.2 S2                        -20                                    8.69                          8.0 S3                        -80                                    3.04                          9.0 S4                        -80                                    2.81                          8.9 NC                                                                0.05                          N/A Note: Two whole blood samples collected in Tempus RNA Tubes were combined into 50 mL conical tubes and then mixed thoroughly by inversion. Two aliquots of 4 mL each were stored at -80ºC or -20ºC for 3 days. Samples were subsequently processed using modified MagMAX for Stabilized Blood Tubes RNA Extraction Kit (adjusted for input volume during homogenization step only).  Purified RNA was assessed for concentration and integrity using NanoDrop and BioAnalyzer, respectively.  Negative control is a 1X PBS processed through RNA extraction workflow. The result shows that samples stored at -20 ° C have greater RNA yield compared to those stored at -80 ° C, but that quality was similar under both storage conditions. It is conceivable that over the long term integrity however would be better maintained at the lower temperature. We feel sharing these preliminary results at this point could be helpful to some readers although more extensive investigation is required, especially with long-term storage – although yields and QC results will obviously not be available for some time. However, when using off the shelf vacuutainer tempus tubes it has indeed been our experience that tubes in direct contact with dry ice can break during transportation and will shatter if dropped to the ground. Recommendation for -20 ° C storage were made by the manufacturer on this basis. However, this is not a concern when using microtubes in which small volumes of blood in tempus solution are stored. The appropriate sentences were added into the manuscript (6) storage and shipping). Third, how long is the optimal mixing time before freezing? You state 20 seconds in the illustration while you also write that it can be stored for 24 hours at normal temperatures. The 20 seconds mixing step is necessary and should always be performed. It should occur immediately after blood collection. This is important because it will allow precipitation of the RNA, which is then protected from degradation. We have clarified this point in the manuscript. Furthermore, in a recent paper by Speake C, et al., Clin Exp Immunol 2016 in which we report the implementation of a procedure using 15 ul of fingerstick for in home blood collections we demonstrated that quality of RNA was similar when tubes were flicked, pipetted, or vortexed, but was reduced when samples were not mixed at all. Subsequently to this homogenization step we recommend that samples be stored: It should be noted that per the manufacturer samples could be stored for 5 days at room temperature but in our experience this can lead to significant loss in RNA integrity and it is generally best to refrigerate or freeze as soon as feasible. at room temperature for a few hours; at 4°C for no longer than 48 hours; at -20°C or -80°C freezer for long-term storage. The technology is very interesting. Since there are no comparisons of outcomes for different procedures nor any quality measures of mRNA it may look more like a recipe. We indeed tried to be pragmatic and publish a detailed SOP with sufficient level of details that it could be directly incorporated in a clinical protocol. Outcome comparisons with RNA quality and quantity measurements are presented in a paper that was published very recently and is now referred to in version 2 of our manuscript. Thank you for the opportunity to review the manuscript by Rinchai et al, entitled “Finger stick blood collection for gene expression profiling and storage of tempus blood RNA tubes”. Blood gene expression profiling has led to rapid advances in our understanding of a range of pathological conditions, including cancer, autoimmune disease and infectious disease. Blood RNA stabilisation tubes have greatly advanced the ease and standardisation of blood collection for such studies. Developing this methodology further by enabling reduced blood volume collection by non-trained phlebotomists or even study participants themselves would facilitate more detailed investigations at greater frequency and more pertinent time points, for example during times of disease exacerbation, and by removing the necessity to visit healthcare settings. This article describes such a procedure, describing the collection of 50µl blood in a capillary tube, collected into Tempus Tube stabilisation reagent. This paper therefore provides an important contribution to the blood transcriptomics field. However, the manuscript could be improved if the following points are addressed. I agree with reviewer Angela Vinturache that the paper does not show much data regarding the storage of Tempus tubes as described in the paper title, except for a note about storage at -20 oC being better than -80 oC. In our experience, we get good yields of RNA from Tempus Tubes when samples have been stored at -80 oC, as normally recommended for long-term RNA storage, believed to be due to inactivation of RNAses.  A comment on why -20 oC is better would be useful. The authors are suggesting that this sample collection method could be rolled out for home-based testing. However, the Tempus Tube RNA stabilisation reagent is hazardous according to the MSDS. This should be mentioned in the manuscript under the precautions section, whilst also addressing this limitation in terms of suitability for extensive roll-out for personal sample collection. Whilst the manuscript, including the figure and the accompanying video, are very explicit about the blood sample collection into the capillary tube, the preparation of the sample collection tubes in advance is not described. Including this under the preparation steps would be very helpful, as from the video it is difficult to see the Tempus reagent already in the tube. The paper would be substantially improved by the inclusion of some RNA quality data, although the authors indicate RNA extraction will be published in a separate manuscript. But it would be reassuring to see some quantity and quality indicators in this manuscript, or the inclusion of some downstream analysis data to demonstrate that reasonable quality RNA can be generated. Overall I think this is an important manuscript which could stimulate the expansion of blood-based transcriptomics for disease analysis and treatment monitoring, and recommend that it is indexed, subject to addressing the reservations (particularly point 1) described above. I have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above. We thank the reviewer for their precious spent reviewing our manuscript. Please see our point by point response below. Blood gene expression profiling has led to rapid advances in our understanding of a range of pathological conditions, including cancer, autoimmune disease and infectious disease. Blood RNA stabilisation tubes have greatly advanced the ease and standardisation of blood collection for such studies. Developing this methodology further by enabling reduced blood volume collection by non-trained phlebotomists or even study participants themselves would facilitate more detailed investigations at greater frequency and more pertinent time points, for example during times of disease exacerbation, and by removing the necessity to visit healthcare settings. This article describes such a procedure, describing the collection of 50µl blood in a capillary tube, collected into Tempus Tube stabilisation reagent. This paper therefore provides an important contribution to the blood transcriptomics field. However, the manuscript could be improved if the following points are addressed. 1. The authors are suggesting that this sample collection method could be rolled out for home-based testing. However, the Tempus Tube RNA stabilisation reagent is hazardous according to the MSDS. This should be mentioned in the manuscript under the precautions section, whilst also addressing this limitation in terms of suitability for extensive roll-out for personal sample collection. We thank reviewer for this suggestion. RNA stabilizing reagent is indeed potentially hazardous and designed for research use only. We therefore added the paragraph below under the “precaution” and “general remarks” sections, respectively and as suggested discuss this point as well. Tempus Tube RNA stabilization reagent is a potential health hazard; acute oral toxicity, skin corrosion/irritation and serious eye damage/eye irritation can occur upon contact (See for details)” The hazardous nature of the tempus solution would make extensive roll out of the collection procedure described in this manuscript problematic and is at the moment clearly intended for research use under well controlled conditions, with preferably collection carried out by trained personnel. However, it should be noted that it has been-field tested for in-home self-collection in a limited number of subject over a period of 6 months without incident [Speake C., et al., Clin Exp Immunol 2016]. The fact that small volumes of solution are used may alleviate some concerns (30 microliters of solution for 15 microliters of blood in the above-mentioned study, vs 6 ml of solution for 3 ml of blood using “off the shelf” tempus collection tubes). However, other technical solutions in which liquids are better contained may indeed be preferable (e.g. microfluidics card, sponges), with one of the best example being the recently developed “DxCollect” system (DxTerity, Rancho Dominguez, CA). 2. Whilst the manuscript, including the figure and the accompanying video, are very explicit about the blood sample collection into the capillary tube, the preparation of the sample collection tubes in advance is not described. Including this under the preparation steps would be very helpful, as from the video it is difficult to see the Tempus reagent already in the tube. As suggested by the reviewer, we added a new section and figure (new Figure 1) for “Preparation of collection tubes” in “Materials and Methods” section. We provide the step-by-step procedure for aliquoting Tempus RNA stabilization and preparation of the blood collection tubes. 3. The paper would be substantially improved by the inclusion of some RNA quality data, although the authors indicate RNA extraction will be published in a separate manuscript. But it would be reassuring to see some quantity and quality indicators in this manuscript, or the inclusion of some downstream analysis data to demonstrate that reasonable quality RNA can be generated. A proof of principle has been obtained with a study that we recently published, in which weekly in home self-finger stick blood collection (15 uL) was implemented for 13 subjects with type 1 diabetes and 14 controls for a period of 6 months [Speake C., et al., Clin Exp Immunol 2016]. A high degree of correlation between results obtained via fingerstick and a standard 3 mL venipuncture sample was observed. RNA yields obtained from blood volumes ranging from 10, 15, 20, and 25 μL indicated that those volumes were sufficient to generate the 100 ng of RNA needed for downstream high throughput real time-PCR. Furthermore, it was found that equivalent quantities of of RNA were obtained whether tubes were flicked, pipetted, or vortexed, but was reduced when samples were not mixed at all. Several sentences were added into part of introduction and the work referenced throughout, where appropriate. However, the initial experiment with RNA extraction of 50 uL blood collection protocol in Tempus solution, we obtained the average RNA yield was 1 ug, Purity of RNA; average of RNA integrity number (RIN) was ~7. 5 and A260/A280 ratio of ~2.14. This concentration was enough for downstream assays; RNA sequencing, microarray or Fluidigm assay. These data will be included in our manuscript describing the RNA extraction procedures. I agree with reviewer Angela Vinturache that the paper does not show much data regarding the storage of Tempus tubes as described in the paper title, except for a note about storage at -20 oC being better than -80 oC. In our experience, we get good yields of RNA from Tempus Tubes when samples have been stored at -80 oC, as normally recommended for long-term RNA storage, believed to be due to inactivation of RNAses.  A comment on why -20 oC is better would be useful. We thank the reviewer for helping us to make our manuscript clearer. The following sentence has been added to the manuscript (6) Storage and shipping) “After collecting the blood sample should be kept cold at 4°C no longer than 48 hours and transferred to a -20°C or -80°C freezer for long-term storage. Data obtained using a limited set of samples frozen overnight showed that the RNA yield for samples stored at -80°C was about half the yield of same blood samples stored at -20°C, but was nevertheless still amply sufficient for downstream analyses. It should also be noted that the plastic tempus tubes are made of will become brittle at temperatures lower than -20°C. The effect of storage temperature on RNA yield and quality will have to be evaluated further, especially over extended periods of time where storage at lower temperatures might show benefits (see also referees comments and our response for more details).” We intend to publish standard operating procedures for RNA extraction from tempus blood, which will include extensive QA/QC analyses under different storage conditions. The preliminary data that we are referring to when comparing the yield of RNA from samples that were storage at ° C or -80 ° C are shown below Table 1: Preliminary results for comparison of -20 °C and -80 °C storage conditions Sample ID          Storage Temp (°C)         RNA yield (ug)         RNA RIN S1                        -20                                    8.59                          8.2 S2                        -20                                    8.69                          8.0 S3                        -80                                    3.04                          9.0 S4                        -80                                    2.81                          8.9 NC                                                                0.05                          N/A Note: Two whole blood samples collected in Tempus RNA Tubes were combined into 50 mL conical tubes and then mixed thoroughly by inversion. Two aliquots of 4 mL each were stored at -80ºC or -20ºC for 3 days. Samples were subsequently processed using modified MagMAX for Stabilized Blood Tubes RNA Extraction Kit (adjusted for input volume during homogenization step only).  Purified RNA was assessed for concentration and integrity using NanoDrop and BioAnalyzer, respectively.  Negative control is a 1X PBS processed through RNA extraction workflow. The result shows that samples stored at -20 ° C have greater RNA yield compared to those stored at -80 ° C, but that quality was similar under both storage conditions. We feel sharing these preliminary results as part of our point by point response could be helpful to some readers although more extensive investigation is required, especially with long-term storage – although yields and QC results will obviously not be available for some time. Thank you for the opportunity to review the manuscript Finger stick blood collection for gene expression profiling and storage of tempus blood RNA tubes by Rinchai D, Anguiano E, Nguyen P and Chaussabel D. In this paper, the authors are proposing an SOP for finger stick blood collection for RNA profiling. While the objective of this manuscript is worthwhile for the scientific world in proposing standardized lab methods, the paper would benefit from some improvement. There is a disconnect between the title and the objective of the paper. Is the focus on the finger stick collection or on the tempus tube storage? This should be revised, especially considering that the authors intend to publish the RNA extraction in a separate paper. Introduction: First sentence is unclear. The introduction could be shortened considerably. A more concise and to the point argument on why we need this method, advantages and disadvantages can be made. Also, the authors should add supporting reasons for why their method should be published and how it is different from the others. The authors mention that the method will be used in the future. Is this to understand they have no experience with the proposed method? Why is mentioning where/what study this method will be used important? Do authors have any experience with non-pregnant patients? Does pregnancy bear any weight in sample collection and transportation? Narrative of the procedure: The figure is very useful for following the procedure step-by-step. Considering that a follow up paper proposed by the authors will discuss RNA extraction, all the practical points shared under 'General Remarks' could be moved to the respective manuscript. Since this paper proposes to discuss only the finger stick procedure, the discussion about the volumes of blood drawn is exhaustive and unwarranted for this particular manuscript. However, it is not clear if the tubes for the blood collection are the same as the tubes pre-prepared with the volume of RNA stabiliser for 50 μL of blood. Please provide some practical explanation on the procedure when the capillary straw is not filled (i.e. how to measure the blood volume). What type of capillary is to be used? Precautions: There is no mention of the possibility of sample contamination. For point 3 and 5, I suggest they add the reasoning for the selected choices in addition to the drawbacks of the other possibilities. Eliminate repetitions about blood flow and the ratio blood to solution. Point 16 is quite vague. As the matter is essential for the RNA quality, I invite the authors to expand the topic and share their experience, with numbers rather than “as soon as possible”. How much of those samples could be kept during transportation? Some information on authors’ experience with the bio-repository would be very welcome. The authors mention somewhere about using the method as in home self collection. Have they experimented that? It would be particularly interesting if they would provide details about how they plan quality assurance for these samples. Also, any particularities of this method of collection should be explained. I have read this submission. I believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above. We thank the reviewer for their precious spent reviewing our manuscript. Please see our point by point response below. In this paper, the authors are proposing an SOP for finger stick blood collection for RNA profiling. While the objective of this manuscript is worthwhile for the scientific world in proposing standardized lab methods, the paper would benefit from some improvement. There is a disconnect between the title and the objective of the paper. Is the focus on the finger stick collection or on the tempus tube storage? This should be revised, especially considering that the authors intend to publish the RNA extraction in a separate paper. Introduction: First sentence is unclear. The introduction could be shortened considerably. A more concise and to the point argument on why we need this method, advantages and disadvantages can be made. Also, the authors should add supporting reasons for why their method should be published and how it is different from the others. The authors mention that the method will be used in the future. Is this to understand they have no experience with the proposed method? Why is mentioning where/what study this method will be used important? Do authors have any experience with non-pregnant patients? Does pregnancy bear any weight in sample collection and transportation? The introduction provides the rationale for adopting such a sample collection procedure. The benefits of this approach were mentioned in the third paragraph of the “Introduction”. We could not find a major disadvantage of this method, except quality and quantity of RNA may be affected if the protocol was to be adapted to be used collecting blood lower than 15 uL. As per the reviewer’s suggestion, 1)  We have edited the first paragraph to make it more clear and concise. 2) A detailed standard operating procedure has not been provided elsewhere before, which is the reason why we are publishing this report (and to gather feedback from other users/reviewers). We have first used this approach 6 years ago, with ensuing publications (Obermoser ., et al. 2013 ), and more recently in a study in which samples were collected from diabetics and control subjects in home and on a weekly basis ( Speake C., et al., Clin Exp Immunol 2016 ) – however those details have not been published before . The intent was to publish a ready to use SOP that could be readily incorporated  in a clinical protocol. We have also added a sentence to clarify these points. 3) Pregnancy has no particular bearing on this procedure, only this is mentioned here as the paper is published as part of our “ molecular profiling of pregnancy channel”. We have added more information into this sentence. "The standard operating procedure that we are sharing with this report will be published as part   of our molecular profiling of pregnancy channel. Indeed, it was specifically developed for      collection and stabilization of 50 μl of blood collected via a finger stick in a pregnancy monitoring study currently being conducted on the Thai-Myanmar border. ” Narrative of the procedure: The figure is very useful for following the procedure step-by-step. Considering that a follow up paper proposed by the authors will discuss RNA extraction, all the practical points shared under 'General Remarks' could be moved to the respective manuscript. Since this paper proposes to discuss only the finger stick procedure, the discussion about the volumes of blood drawn is exhaustive and unwarranted for this particular manuscript. However, it is not clear if the tubes for the blood collection are the same as the tubes pre-prepared with the volume of RNA stabiliser for 50 μL of blood. Please provide some practical explanation on the procedure when the capillary straw is not filled (i.e. how to measure the blood volume). What type of capillary is to be used? Discussion of volume is extensive and warranted as this is in our experience one of the main causes of failure during the extraction step; we now provide a procedure detailing “preparation of the sample collection tubes” (Please see “Material and Methods”); the capillary needs to be filled in order to collect appropriate volumes. Alternative methods, such as use of micropipettes is possible if preferred; other products are also available and could be tested for that purpose. We describe the method that in our hands produces the best results for our particular conditions. Precautions: There is no mention of the possibility of sample contamination. Tempus For point 3 and 5, I suggest they add the reasoning for the selected choices in addition to the drawbacks of the other possibilities. Eliminate repetitions about blood flow and the ratio blood to solution. “Personal protective equipment (PPE) must be worn to prevent accidental exposure to blood and bloodborne pathogens, and to help of reducing contamination during sample collection [ ].” Ideally choosing a finger for fingerstick blood collection is a finger of non-dominant hand which are generally less calloused. We also need to choose the fingers that less painful for subjects. Therefore, the best choice should be middle and ring finger. We don’t recommend the thumb that may be calloused and has pulse and pinkie finger or index finger that is often calloused and potentially more sensitive to pain due to additional nerve ending. We added this information in the manuscript. Point 16 is quite vague. As the matter is essential for the RNA quality, I invite the authors to expand the topic and share their experience, with numbers rather than “as soon as possible”. How much of those samples could be kept during transportation? Some information on authors’ experience with the bio-repository would be very welcome. As the comment by reviewer The authors mention somewhere about using the method as in home self collection. Have they experimented that? It would be particularly interesting if they would provide details about how they plan quality assurance for these samples. Also, any particularities of this method of collection should be explained. Since version 1 of our SOP came out in F1000Research (F1000Research 2016, 5:1385 (doi: 10.12688/f1000research.8841.1) we have published a paper describing results of a study in which weekly in home self-finger stick blood collection was undertaken by 13 subjects with type 1 diabetes and 14 controls for a period of 6 months [Speake C., et al., Clin Exp Immunol 2016]. Subjects returned an average of 24 out of 26 total weekly samples, and transcript data were successfully obtained for >99% of samples returned. A high degree of correlation between finger stick data and data from a standard 3 mL venipuncture sample was observed. RNA yields obtained from blood volumes ranging from 10, 15, 20, and 25 μL indicated that those volumes were sufficient to generate the 100 ng of RNA needed for downstream high throughput real time-PCR. [Speake C., et al., Clin Exp Immunol 2016].  However, the detailed procedure for finger stick blood collection and RNA stabilization employed in this and other studies has never been published. The paragraph above was included in the manuscript (Part of Introduction). This point was also addressed in response to Dr. Cliff’s comment: In Our initial experiment with RNA extraction of 50 uL blood collection protocol in Tempus solution, we obtained the average RNA yield was 1 ug, Purity of RNA; average of RNA integrity number (RIN) was ~7. 5 and A260/A280 ratio of ~2.14. Such yields and quality are sufficient for downstream assays; including RNA sequencing, microarray or Fluidigm. These data will be included in our manuscript describing RNA extraction procedures.
  33 in total

1.  Using transcriptional profiling to develop a diagnostic test of operational tolerance in liver transplant recipients.

Authors:  Marc Martínez-Llordella; Juan José Lozano; Isabel Puig-Pey; Giuseppe Orlando; Giuseppe Tisone; Jan Lerut; Carlos Benítez; Jose Antonio Pons; Pascual Parrilla; Pablo Ramírez; Miquel Bruguera; Antoni Rimola; Alberto Sánchez-Fueyo
Journal:  J Clin Invest       Date:  2008-08       Impact factor: 14.808

2.  Genome-wide comparison of two RNA-stabilizing reagents for transcriptional profiling of peripheral blood.

Authors:  Tuomas Nikula; Juha Mykkänen; Olli Simell; Riitta Lahesmaa
Journal:  Transl Res       Date:  2012-11-05       Impact factor: 7.012

3.  Gene expression patterns in blood leukocytes discriminate patients with acute infections.

Authors:  Octavio Ramilo; Windy Allman; Wendy Chung; Asuncion Mejias; Monica Ardura; Casey Glaser; Knut M Wittkowski; Bernard Piqueras; Jacques Banchereau; A Karolina Palucka; Damien Chaussabel
Journal:  Blood       Date:  2006-11-14       Impact factor: 22.113

4.  Four Susceptibility Loci for Gallstone Disease Identified in a Meta-analysis of Genome-Wide Association Studies.

Authors:  Amit D Joshi; Charlotte Andersson; Stephan Buch; Stefan Stender; Raymond Noordam; Lu-Chen Weng; Peter E Weeke; Paul L Auer; Bernhard Boehm; Constance Chen; Hyon Choi; Gary Curhan; Joshua C Denny; Immaculata De Vivo; John D Eicher; David Ellinghaus; Aaron R Folsom; Charles Fuchs; Manish Gala; Jeffrey Haessler; Albert Hofman; Frank Hu; David J Hunter; Harry L A Janssen; Jae H Kang; Charles Kooperberg; Peter Kraft; Wolfgang Kratzer; Wolfgang Lieb; Pamela L Lutsey; Sarwa Darwish Murad; Børge G Nordestgaard; Louis R Pasquale; Alex P Reiner; Paul M Ridker; Eric Rimm; Lynda M Rose; Christian M Shaffer; Clemens Schafmayer; Rulla M Tamimi; André G Uitterlinden; Uwe Völker; Henry Völzke; Yoshiyuki Wakabayashi; Janey L Wiggs; Jun Zhu; Dan M Roden; Bruno H Stricker; Weihong Tang; Alexander Teumer; Jochen Hampe; Anne Tybjærg-Hansen; Daniel I Chasman; Andrew T Chan; Andrew D Johnson
Journal:  Gastroenterology       Date:  2016-04-16       Impact factor: 22.682

5.  Systems biology approach predicts immunogenicity of the yellow fever vaccine in humans.

Authors:  Troy D Querec; Rama S Akondy; Eva K Lee; Weiping Cao; Helder I Nakaya; Dirk Teuwen; Ali Pirani; Kim Gernert; Jiusheng Deng; Bruz Marzolf; Kathleen Kennedy; Haiyan Wu; Soumaya Bennouna; Herold Oluoch; Joseph Miller; Ricardo Z Vencio; Mark Mulligan; Alan Aderem; Rafi Ahmed; Bali Pulendran
Journal:  Nat Immunol       Date:  2008-11-23       Impact factor: 25.606

6.  An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis.

Authors:  Matthew P R Berry; Christine M Graham; Finlay W McNab; Zhaohui Xu; Susannah A A Bloch; Tolu Oni; Katalin A Wilkinson; Romain Banchereau; Jason Skinner; Robert J Wilkinson; Charles Quinn; Derek Blankenship; Ranju Dhawan; John J Cush; Asuncion Mejias; Octavio Ramilo; Onn M Kon; Virginia Pascual; Jacques Banchereau; Damien Chaussabel; Anne O'Garra
Journal:  Nature       Date:  2010-08-19       Impact factor: 49.962

7.  Finger stick blood collection for gene expression profiling and storage of tempus blood RNA tubes.

Authors:  Darawan Rinchai; Esperanza Anguiano; Phuong Nguyen; Damien Chaussabel
Journal:  F1000Res       Date:  2016-06-15

8.  Blood leukocyte microarrays to diagnose systemic onset juvenile idiopathic arthritis and follow the response to IL-1 blockade.

Authors:  Florence Allantaz; Damien Chaussabel; Dorothee Stichweh; Lynda Bennett; Windy Allman; Asuncion Mejias; Monica Ardura; Wendy Chung; Elisabeth Smith; Carol Wise; Karolina Palucka; Octavio Ramilo; Marilynn Punaro; Jacques Banchereau; Virginia Pascual
Journal:  J Exp Med       Date:  2007-08-27       Impact factor: 14.307

9.  Differential gene expression profiles are dependent upon method of peripheral blood collection and RNA isolation.

Authors:  Adam L Asare; Svetlana A Kolchinsky; Zhong Gao; Richard Wang; Khadir Raddassi; Katarzyna Bourcier; Vicki Seyfert-Margolis
Journal:  BMC Genomics       Date:  2008-10-10       Impact factor: 3.969

10.  Whole blood gene expression profiles to assess pathogenesis and disease severity in infants with respiratory syncytial virus infection.

Authors:  Asuncion Mejias; Blerta Dimo; Nicolas M Suarez; Carla Garcia; M Carmen Suarez-Arrabal; Tuomas Jartti; Derek Blankenship; Alejandro Jordan-Villegas; Monica I Ardura; Zhaohui Xu; Jacques Banchereau; Damien Chaussabel; Octavio Ramilo
Journal:  PLoS Med       Date:  2013-11-12       Impact factor: 11.069

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  7 in total

1.  Finger stick blood collection for gene expression profiling and storage of tempus blood RNA tubes.

Authors:  Darawan Rinchai; Esperanza Anguiano; Phuong Nguyen; Damien Chaussabel
Journal:  F1000Res       Date:  2016-06-15

2.  Influence of storage conditions of small volumes of blood on immune transcriptomic profiles.

Authors:  Rebecca Mathew; Mohammed Toufiq; Valentina Mattei; Muna Al Hashmi; Harshitha Shobha Manjunath; Basirudeen Syed Ahamed Kabeer; Rita Calzone; Chiara Cugno; Damien Chaussabel; Sara Deola; Sara Tomei
Journal:  BMC Res Notes       Date:  2020-03-13

3.  Investigating gene expression profiles of whole blood and peripheral blood mononuclear cells using multiple collection and processing methods.

Authors:  Aarti Gautam; Duncan Donohue; Allison Hoke; Stacy Ann Miller; Seshamalini Srinivasan; Bintu Sowe; Leanne Detwiler; Jesse Lynch; Michael Levangie; Rasha Hammamieh; Marti Jett
Journal:  PLoS One       Date:  2019-12-06       Impact factor: 3.240

4.  A Neutrophil-Driven Inflammatory Signature Characterizes the Blood Transcriptome Fingerprint of Psoriasis.

Authors:  Arun Rawat; Darawan Rinchai; Mohammed Toufiq; Alexandra K Marr; Tomoshige Kino; Mathieu Garand; Zohreh Tatari-Calderone; Basirudeen Syed Ahamed Kabeer; Navaneethakrishnan Krishnamoorthy; Davide Bedognetti; Mohammed Yousuf Karim; Konduru S Sastry; Damien Chaussabel
Journal:  Front Immunol       Date:  2020-11-24       Impact factor: 7.561

5.  Innate immune signatures to a partially-efficacious HIV vaccine predict correlates of HIV-1 infection risk.

Authors:  Erica Andersen-Nissen; Andrew Fiore-Gartland; Lamar Ballweber Fleming; Lindsay N Carpp; Anneta F Naidoo; Michael S Harper; Valentin Voillet; Nicole Grunenberg; Fatima Laher; Craig Innes; Linda-Gail Bekker; James G Kublin; Ying Huang; Guido Ferrari; Georgia D Tomaras; Glenda Gray; Peter B Gilbert; M Juliana McElrath
Journal:  PLoS Pathog       Date:  2021-03-15       Impact factor: 6.823

6.  Transcriptomic Profiles in Children With Septic Shock With or Without Immunoparalysis.

Authors:  Andrew Snyder; Kathleen Jedreski; James Fitch; Saranga Wijeratne; Amy Wetzel; Josey Hensley; Margaret Flowers; Katherine Bline; Mark W Hall; Jennifer A Muszynski
Journal:  Front Immunol       Date:  2021-10-01       Impact factor: 7.561

7.  A modular framework for the development of targeted Covid-19 blood transcript profiling panels.

Authors:  Darawan Rinchai; Basirudeen Syed Ahamed Kabeer; Mohammed Toufiq; Zohreh Tatari-Calderone; Sara Deola; Tobias Brummaier; Mathieu Garand; Ricardo Branco; Nicole Baldwin; Mohamed Alfaki; Matthew C Altman; Alberto Ballestrero; Matteo Bassetti; Gabriele Zoppoli; Andrea De Maria; Benjamin Tang; Davide Bedognetti; Damien Chaussabel
Journal:  J Transl Med       Date:  2020-07-31       Impact factor: 5.531

  7 in total

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