Literature DB >> 33235265

Chest imaging representing a COVID-19 positive rural U.S. population.

Shivang Desai1,2, Ahmad Baghal3, Thidathip Wongsurawat3, Piroon Jenjaroenpun3, Thomas Powell3, Shaymaa Al-Shukri3, Kim Gates3, Phillip Farmer3, Michael Rutherford3, Geri Blake3, Tracy Nolan3, Kevin Sexton3,4, William Bennett3, Kirk Smith3, Shorabuddin Syed3, Fred Prior5,6.   

Abstract

As the COVID-19 pandemic unfolds, radiology imaging is playing an increasingly vital role in determining therapeutic options, patient management, and research directions. Publicly available data are essential to drive new research into disease etiology, early detection, and response to therapy. In response to the COVID-19 crisis, the National Cancer Institute (NCI) has extended the Cancer Imaging Archive (TCIA) to include COVID-19 related images. Rural populations are one population at risk for underrepresentation in such public repositories. We have published in TCIA a collection of radiographic and CT imaging studies for patients who tested positive for COVID-19 in the state of Arkansas. A set of clinical data describes each patient including demographics, comorbidities, selected lab data and key radiology findings. These data are cross-linked to SARS-COV-2 cDNA sequence data extracted from clinical isolates from the same population, uploaded to the GenBank repository. We believe this collection will help to address population imbalance in COVID-19 data by providing samples from this normally underrepresented population.

Entities:  

Mesh:

Year:  2020        PMID: 33235265      PMCID: PMC7686304          DOI: 10.1038/s41597-020-00741-6

Source DB:  PubMed          Journal:  Sci Data        ISSN: 2052-4463            Impact factor:   6.444


Background & Summary

Rural Americans are at greater health risk and are more susceptible to five leading causes of death than urban Americans[1]. Bolin et al.[2] summarize findings of the Rural Healthy People 2020 survey and identify an array of health issues that increase the health risks faced by the rural population of the United States. Significant among these are higher rates of hypertension, obesity, heart disease, stroke, and substance abuse, coupled with limited access to quality healthcare and public health infrastructure. Arkansas (AR) is a rural state, with 42% of Arkansans living in rural counties, (https://worldpopulationreview.com/states/arkansas-population/) compared to 15% in the country as a whole. Arkansas’ health problems mirror those of the rest of the rural U.S[3]. According to recent American Census Survey (ACS) data, the composition of Arkansas’ population is white 77.0%; black, 14.5%; Asian, 1.5%; pacific islanders, 0.3%; and other 5.8% (other race, 2.6%; two or more races, 2.5%; native American, 0.7%), (Fig. 1). The study cohort reported here includes 105 COVID-19 patients seen at the University of Arkansas for Medical Sciences (UAMS) with the following demographics characteristics: 50% (n = 53) female and 50% (n = 52) male; age range 19 to 91 years; and white 38% (n = 40), black 54% (n = 57), Asian 1% (n = 1), pacific islanders 1% (n = 1), other 6% (n = 6), (Fig. 1). The study population is representative of neighboring, rural counties in the proximity of UAMS. Figure 1 also illustrates the demographics of the COVID-19 infected population in Arkansas as of July 20, 2020 based on statistics reported daily by the Arkansas Department of Health on their web site https://experience.arcgis.com/experience/c2ef4a4fcbe5458fbf2e48a21e4fece9.
Fig. 1

Study cohort population distribution. Racial characteristics of study cohort in comparison to Arkansas total population and the state’s Covid-19 cases.

Study cohort population distribution. Racial characteristics of study cohort in comparison to Arkansas total population and the state’s Covid-19 cases. Radiologic imaging has proven to be an essential tool for screening, diagnosis, and management of patients with COVID-19 infection[4,5]. In March 2020 the American College of Radiology published guidelines that recommended the use of chest radiography as the “first-line test to diagnose COVID-19,” with CT being used “sparingly and reserved for hospitalized, symptomatic patients”[6]. Largely because of these guidelines, the bulk of imaging studies performed thus far in the US are chest radiographs. The image collection presented here is consistent with these guidelines. The ability to sequence the whole genome of the SARS-CoV-2 virus is essential for tracking the evolution of the virus and the resulting disease. GenBank[7] contains 22,542 SRA runs and 11,142 Nucleotide records (as of July 20, 2020) and is growing daily. We have contributed to this repository sequences of the virus strains infecting our local population.

Methods

Patient selection

Images and clinical correlate data were obtained with approval of the UAMS Institutional Review Board (IRB number 228350) which includes open access publication of this data in de-identified form. All data were collected from hospitalized patients with a positive COVID-19 lab test (PCR) verified diagnosis who had imaging studies within eight days prior to diagnosis and at least one imaging study post diagnosis. Emphasis was placed on patients with multiple post diagnosis imaging studies. All imaging studies of the head were excluded due to issues of potential patient identification from volumetric CT reconstructions[8,9].

Imaging

Imaging techniques were standard of care, primarily portable (97%), digital chest radiographs collected either by computed radiography, CR, (19 patients, 26 image series) or direct digital capture, DX, (100 patients, 236 series). CT (computed tomography) studies were performed on 21% (23) of patients depending on the severity of symptoms and clinical status (resulting in 199 CT image series). Radiographs were performed using a single view AP (anteroposterior) technique or PA (posteroanterior) and lateral views depending on patient mobility and intubation status. CT was performed on multi-slice, spiral scanners. Contiguous 1 mm axial images were obtained through the chest (Online-only Table 1 provides acquisition parameters for each of the 199 CT series). Axial (3 mm spatial resolution) and 2 mm sagittal and coronal reconstructions were performed and subsequently reviewed on a dedicated Picture Archive and Communication System (PACS) workstation. A total of 256 chest imaging studies were identified, including 233 radiographs and 23 CT studies performed on a total of 105 patients. Figure 2 is an illustrative example of a chest radiograph and CT for the same patient taken on the same day. Final radiology reports for these examinations signed by board-certified radiologists were analyzed for key imaging findings.
Online-only Table 1

CT Acquisition Parameters for Each Image Series.

PATIENT IDSERIES INSTANCE UIDSERIES DESCRIPTIONVENDORMODELKVPMASKERNEL
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.1313063663834745754311569016446LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.1383529064930736086410381663444MERGEDPHILIPSBRILLIANCE 64120190A
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.2145599909481308527014062204452MPR, CORONALS, CORONALPHILIPSBRILLIANCE 64120292A
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.21791376843842949596996734288063MMPHILIPSBRILLIANCE 64120284B
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.3320809190096644283982296275260THINSPHILIPSBRILLIANCE 64120290A
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.7910615066871902088015121404116SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.9151599194368935938086499337906MPR, CORONALS, CORONALPHILIPSBRILLIANCE 6412066A
COVID-19-AR-164064901.3.6.1.4.1.14519.5.2.1.9999.103.21776960491786684288818150209001MMPHILIPSBRILLIANCE 64120224B
COVID-19-AR-164064901.3.6.1.4.1.14519.5.2.1.9999.103.30112601245230772167187006200333MMPHILIPSBRILLIANCE 64120227B
COVID-19-AR-164064901.3.6.1.4.1.14519.5.2.1.9999.103.4463588693392912664937903248239LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164064901.3.6.1.4.1.14519.5.2.1.9999.103.5534834028017045447244258772980MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120224B
COVID-19-AR-164064901.3.6.1.4.1.14519.5.2.1.9999.103.6248221552676040679332389483766MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120224B
COVID-19-AR-164064901.3.6.1.4.1.14519.5.2.1.9999.103.7002876652027584491837379425496SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164064981.3.6.1.4.1.14519.5.2.1.9999.103.10452689512214738482045166337373X3SPHILIPSBRILLIANCE 64120137A
COVID-19-AR-164064981.3.6.1.4.1.14519.5.2.1.9999.103.2001955707152085993458234797077SURVIEWPHILIPSBRILLIANCE 6412030NULL
COVID-19-AR-164064981.3.6.1.4.1.14519.5.2.1.9999.103.3217666904940907909280970082871THINSPHILIPSBRILLIANCE 64120119A
COVID-19-AR-164064981.3.6.1.4.1.14519.5.2.1.9999.103.9857888997538055942277915336788MPR, CORONALS, CORONALPHILIPSBRILLIANCE 64120149A
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.1051783119318881724733038231848NULLPHILIPSBRILLIANCE 6412030NULL
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.1997701302520502863624920432442MPR, CORONALS, CORONALPHILIPSBRILLIANCE 64120486A
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.2610350961696176323235789206308THINSPHILIPSBRILLIANCE 64120360A
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.32470914435823198336516074216123X3SPHILIPSBRILLIANCE 64120465A
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.1394664645301387326519009777216SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.18929986944106402660179149968623MMPHILIPSBRILLIANCE 64120327B
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.2601334907811783908201006290089SAGPHILIPSBRILLIANCE 64120482B
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.2762245170216765525769543134538CORPHILIPSBRILLIANCE 64120482B
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.31767657054969661952395581711011MMPHILIPSBRILLIANCE 64120288B
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.6956828531926520076613048792831LOCATORPHILIPSBRILLIANCE 64120179B
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.1891326720085238222508091238377LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.2211844365912791623560241844461MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.29837197065411096944081404134191MMPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.5994665633676297202362651387707SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.6641081245395640654389668684507MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.7367402644669254408230687515387MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.92492027061258458093489873842713MMPHILIPSBRILLIANCE 64120489B
COVID-19-AR-164065081.3.6.1.4.1.14519.5.2.1.9999.103.2126808530583880849010944819064THINSPHILIPSBRILLIANCE 64140390A
COVID-19-AR-164065081.3.6.1.4.1.14519.5.2.1.9999.103.2410724600234458651868224014834MPR, 3MM, SAGITTALPHILIPSBRILLIANCE 64140363A
COVID-19-AR-164065081.3.6.1.4.1.14519.5.2.1.9999.103.2968245889624222918313373631650VEN 3/3PHILIPSBRILLIANCE 64140390A
COVID-19-AR-164065081.3.6.1.4.1.14519.5.2.1.9999.103.3133407702323681993506300660368SURVIEWPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164065081.3.6.1.4.1.14519.5.2.1.9999.103.9822241255989549084465340283436MPR, 3MM, CORONALPHILIPSBRILLIANCE 64140363A
COVID-19-AR-164065131.3.6.1.4.1.14519.5.2.1.9999.103.1125556634627600476591254063596MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120357B
COVID-19-AR-164065131.3.6.1.4.1.14519.5.2.1.9999.103.12174097608380817138933935456983MMPHILIPSBRILLIANCE 64120347B
COVID-19-AR-164065131.3.6.1.4.1.14519.5.2.1.9999.103.1436621134085818814577012444458LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164065131.3.6.1.4.1.14519.5.2.1.9999.103.20274239673988739294014543413451MMPHILIPSBRILLIANCE 64120332B
COVID-19-AR-164065131.3.6.1.4.1.14519.5.2.1.9999.103.5577105015155286142296554220309SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164065131.3.6.1.4.1.14519.5.2.1.9999.103.7395060610648542248993326522585MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120357B
COVID-19-AR-164071871.3.6.1.4.1.14519.5.2.1.9999.103.12491031573497832837567821452433MMPHILIPSBRILLIANCE 64120285B
COVID-19-AR-164071871.3.6.1.4.1.14519.5.2.1.9999.103.1250097654857344015449525195815SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164071871.3.6.1.4.1.14519.5.2.1.9999.103.26442042371188616519301368447071MMPHILIPSBRILLIANCE 64120320B
COVID-19-AR-164071871.3.6.1.4.1.14519.5.2.1.9999.103.3232439442170564874652627681894MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120476B
COVID-19-AR-164071871.3.6.1.4.1.14519.5.2.1.9999.103.5890661550751826352331906011640MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120476B
COVID-19-AR-164240711.3.6.1.4.1.14519.5.2.1.9999.103.1974580327187246687236950465908CORONALTOSHIBAAQUILION ONE120600FC14
COVID-19-AR-164240711.3.6.1.4.1.14519.5.2.1.9999.103.2409149706128320185107643633250NULLTOSHIBAAQUILION ONE12080FC02
COVID-19-AR-164240711.3.6.1.4.1.14519.5.2.1.9999.103.2529449006689786062134624053596NULLTOSHIBAAQUILION ONE120600FC08
COVID-19-AR-164240711.3.6.1.4.1.14519.5.2.1.9999.103.2879587690093359092672637396540SAG-MIPTOSHIBAAQUILION ONE120600FC18
COVID-19-AR-164240711.3.6.1.4.1.14519.5.2.1.9999.103.2958836596564507576636044623577COR-MIPTOSHIBAAQUILION ONE120600FC18
COVID-19-AR-164240711.3.6.1.4.1.14519.5.2.1.9999.103.3665557652341105345917977862537VOL.TOSHIBAAQUILION ONE120598FC14
COVID-19-AR-164240711.3.6.1.4.1.14519.5.2.1.9999.103.8099298483363937117888691775172NULLTOSHIBAAQUILION ONE120100FL04
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.1810398886634679170890664861527SURVIEWPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.3176289021424588550057287940814MPR, SAG, SAGITTALPHILIPSBRILLIANCE 64120181A
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.32006380771127015362588495769143MM ARTPHILIPSBRILLIANCE 64120256A
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.3445553567187475536742363555695LOCATORPHILIPSBRILLIANCE 6412060B
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.4902632275489398235861966976262MPR, COR, CORONALPHILIPSBRILLIANCE 64120181A
COVID-19-AR-164240811.3.6.1.4.1.14519.5.2.1.9999.103.1202866610909920924014614282020NULLTOSHIBAAQUILION ONE120120FC02
COVID-19-AR-164240811.3.6.1.4.1.14519.5.2.1.9999.103.1242357114515717354004279220822CORONALTOSHIBAAQUILION ONE120577FC14
COVID-19-AR-164240811.3.6.1.4.1.14519.5.2.1.9999.103.1640415325467854718227903291760SAG-MIPTOSHIBAAQUILION ONE120577FC18
COVID-19-AR-164240811.3.6.1.4.1.14519.5.2.1.9999.103.2816889689583137574982800530220NULLTOSHIBAAQUILION ONE120578FC08
COVID-19-AR-164240811.3.6.1.4.1.14519.5.2.1.9999.103.2990612607173722020813991533712VOL.TOSHIBAAQUILION ONE120600FC14
COVID-19-AR-164240811.3.6.1.4.1.14519.5.2.1.9999.103.3070688268039044675043591326270COR-MIPTOSHIBAAQUILION ONE120577FC18
COVID-19-AR-164240811.3.6.1.4.1.14519.5.2.1.9999.103.3227718533236302176693760881666NULLTOSHIBAAQUILION ONE120100FL04
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.1294632132204621689199275698823LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.1337968298205629613875883947838MPR, 2MM, CORONALPHILIPSBRILLIANCE 64140392B
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.1407025794001213141292634932369SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.2923735667052596182744752363702LOCATORPHILIPSBRILLIANCE 64120357B
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.30444440407397890540488141196863MMPHILIPSBRILLIANCE 64140392B
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.31099542427913076866800338479851MMPHILIPSBRILLIANCE 64140392B
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.3176178182875206042295330509711MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64140392B
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.1945985571970332122354076379479SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.2247493262127869519535136350026THINSPHILIPSBRILLIANCE 64120233A
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.2549562329375741315213884171315ARTPHILIPSBRILLIANCE 64120264A
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.2658549969641693933249595684963VENOUSPHILIPSBRILLIANCE 64120251B
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.7535167363478796349781661725574MPR, ART THINS, CORONALPHILIPSBRILLIANCE 64120232A
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.1642103496752928743039756891965LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.1904769635104498805238494024754MPR, CORONALS, CORONALPHILIPSBRILLIANCE 64120257A
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.22604451483339333669311479459253MMPHILIPSBRILLIANCE 64120157B
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.2293729936636053121820651036299MERGEDPHILIPSBRILLIANCE 64120196A
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.3277495278639050841187868349649THINSPHILIPSBRILLIANCE 64120344A
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.6145320650116093156990078440903SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.7338941504449206447844285069771MPR, CORONALS, CORONALPHILIPSBRILLIANCE 6412069A
COVID-19-AR-164343631.3.6.1.4.1.14519.5.2.1.9999.103.1003632015463262160636584880469MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164343631.3.6.1.4.1.14519.5.2.1.9999.103.1236101208319372218942852361857LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164343631.3.6.1.4.1.14519.5.2.1.9999.103.2416729812313429666071894674230SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164343631.3.6.1.4.1.14519.5.2.1.9999.103.24365338540312714270333235987451MMPHILIPSBRILLIANCE 64120446B
COVID-19-AR-164343631.3.6.1.4.1.14519.5.2.1.9999.103.26623640882046003819191623765743MMPHILIPSBRILLIANCE 64120350B
COVID-19-AR-164343631.3.6.1.4.1.14519.5.2.1.9999.103.3373936107781432675115934840637MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164343681.3.6.1.4.1.14519.5.2.1.9999.103.1646745667311369211668677260549MPR, COR, CORONALPHILIPSBRILLIANCE 64120126A
COVID-19-AR-164343681.3.6.1.4.1.14519.5.2.1.9999.103.1708257991762311974584287650907SURVIEWPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164343681.3.6.1.4.1.14519.5.2.1.9999.103.26718885732187444725480480056483MM ARTPHILIPSBRILLIANCE 64120229A
COVID-19-AR-164343681.3.6.1.4.1.14519.5.2.1.9999.103.3160875498747276765846404039582MPR, SAG, SAGITTALPHILIPSBRILLIANCE 64120126A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.1042469430372615640800562718184MPR, COR, CORONALPHILIPSBRILLIANCE 64140358A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.12614483699795085558285280978823MM ARTPHILIPSBRILLIANCE 64140341A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.1332561364171962035371100950268MPR, SAG, SAGITTALPHILIPSBRILLIANCE 64140358A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.5865625767365314589473897927812SURVIEWPHILIPSBRILLIANCE 64120150NULL
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.8431873670990360959892036693263LOCATORPHILIPSBRILLIANCE 64120200B
COVID-19-AR-164344111.3.6.1.4.1.14519.5.2.1.9999.103.12288786054048871562578178397363MMPHILIPSBRILLIANCE 64120216B
COVID-19-AR-164344111.3.6.1.4.1.14519.5.2.1.9999.103.1789955008618778898747401848167MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120249B
COVID-19-AR-164344111.3.6.1.4.1.14519.5.2.1.9999.103.22881755237923860324239203662881MMPHILIPSBRILLIANCE 64120216B
COVID-19-AR-164344111.3.6.1.4.1.14519.5.2.1.9999.103.2493472153521309498353481114386THORAXPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164344111.3.6.1.4.1.14519.5.2.1.9999.103.2802505308029346417182455899783LOCATORPHILIPSBRILLIANCE 64120179B
COVID-19-AR-164344111.3.6.1.4.1.14519.5.2.1.9999.103.9856987858107089484712500517091MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120249B
COVID-19-AR-164344531.3.6.1.4.1.14519.5.2.1.9999.103.1041339557012460371213363644773MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164344531.3.6.1.4.1.14519.5.2.1.9999.103.20764574389017349875607539671013MMPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164344531.3.6.1.4.1.14519.5.2.1.9999.103.2192022583760413977255991809668SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164344531.3.6.1.4.1.14519.5.2.1.9999.103.2567763346491534859053724324331MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164344531.3.6.1.4.1.14519.5.2.1.9999.103.3418955051608630050935500029279LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164344531.3.6.1.4.1.14519.5.2.1.9999.103.70111443945009698948650451516071MMPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164451221.3.6.1.4.1.14519.5.2.1.9999.103.1956034301558123447424980594019MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120343B
COVID-19-AR-164451221.3.6.1.4.1.14519.5.2.1.9999.103.21568931847885573609597183586713MMPHILIPSBRILLIANCE 64120316B
COVID-19-AR-164451221.3.6.1.4.1.14519.5.2.1.9999.103.3013881050239635135171412359738LOCATORPHILIPSBRILLIANCE 64120107B
COVID-19-AR-164451221.3.6.1.4.1.14519.5.2.1.9999.103.3253966507871623107854383560515MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120343B
COVID-19-AR-164451221.3.6.1.4.1.14519.5.2.1.9999.103.33081414488360285497713712815001MMPHILIPSBRILLIANCE 64120442B
COVID-19-AR-164451221.3.6.1.4.1.14519.5.2.1.9999.103.5906052974851959822811813399415SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.10265698280194558651086764124941MMPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.1059883416211444483187361429672MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.1840082189735209727773309569119LOCATORPHILIPSBRILLIANCE 64120357B
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.2188270175266453742370949922822SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.2342323576795414470404804979111MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.2487441933538301467198700784216LOCATORPHILIPSBRILLIANCE 64120357B
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.31258123215376147850258432396813MMPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164451441.3.6.1.4.1.14519.5.2.1.9999.103.1101918195702862019498832306863SCOUTPHILIPSBRILLIANCE 6412050NULL
COVID-19-AR-164451441.3.6.1.4.1.14519.5.2.1.9999.103.11202658129714730990178698317333MMPHILIPSBRILLIANCE 64120332B
COVID-19-AR-164451441.3.6.1.4.1.14519.5.2.1.9999.103.24498236699186409189063302838911MMPHILIPSBRILLIANCE 64120244B
COVID-19-AR-164451441.3.6.1.4.1.14519.5.2.1.9999.103.2717796085351575017027848526455MPR, 2MM, CORONALPHILIPSBRILLIANCE 64120336B
COVID-19-AR-164451441.3.6.1.4.1.14519.5.2.1.9999.103.3061713403254140279209387951208LOCATORPHILIPSBRILLIANCE 64120179B
COVID-19-AR-164451441.3.6.1.4.1.14519.5.2.1.9999.103.4376895486643726196522872512352MPR, 2MM, SAGITTALPHILIPSBRILLIANCE 64120336B
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.1295108284294013545862428607034NULLTOSHIBAAQUILION ONE12030FL04
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.1367270337350957115277262428872VOL.TOSHIBAAQUILION ONE120507FC14
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.1925319293171912831908052353997SAG-MIPTOSHIBAAQUILION ONE120507FC18
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.2512629351435775951698018710952NULLTOSHIBAAQUILION ONE120311FC08
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.2703789419108154556272429780681NULLTOSHIBAAQUILION ONE120100FL04
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.2874156157304654578612196414126CORONALTOSHIBAAQUILION ONE120507FC14
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.3024312905158332857389389755149COR-MIPTOSHIBAAQUILION ONE120507FC18
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.3143985967861857451482349414304NULLTOSHIBAAQUILION ONE12080FC02
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.2141196119890043114577038824717MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120292A
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.2144551460887296005007561409842MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120292A
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.2505549347573805412498876718016MPR, SAGITTALS, SAGITTALPHILIPSBRILLIANCE 64120292A
COVID-19-AR-164064881.3.6.1.4.1.14519.5.2.1.9999.103.3985904991449630096370495463033MPR, SAGITTALS, SAGITTALPHILIPSBRILLIANCE 6412066A
COVID-19-AR-164064981.3.6.1.4.1.14519.5.2.1.9999.103.3116385987553578422849617947833MPR, SAGITTALS, SAGITTALPHILIPSBRILLIANCE 64120149A
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.1243802757696273168583206288897MPR, SAGITTALS, SAGITTALPHILIPSBRILLIANCE 64120486A
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.1112979941533895161378164915661MPR, ART THINS, SAGITTALPHILIPSBRILLIANCE 64120232A
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.1520078341906815419782070061911MPR, SAGITTALS, SAGITTALPHILIPSBRILLIANCE 6412069A
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.1617153998178447255117636900766MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120257A
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.2125975138199130863196410560131MPR, SAGITTALS, SAGITTALPHILIPSBRILLIANCE 64120257A
COVID-19-AR-164241201.3.6.1.4.1.14519.5.2.1.9999.103.2654620323794848721017484705715MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120257A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.1130548927243681392488708223797MPR, 3MM VENOUS, SAGITTALPHILIPSBRILLIANCE 64140357A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.2519936438025660304796393790285MPR, 3MM VENOUS, CORONALPHILIPSBRILLIANCE 64140357A
COVID-19-AR-164064901.3.6.1.4.1.14519.5.2.1.9999.103.6454041364163432828942774299391MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120224B
COVID-19-AR-164064901.3.6.1.4.1.14519.5.2.1.9999.103.8462152423938566397512746335486MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120224B
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.1628309102646834134392717256702MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164065031.3.6.1.4.1.14519.5.2.1.9999.103.2937053094047337481065731246004MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164065131.3.6.1.4.1.14519.5.2.1.9999.103.1221912485476522361486751061624MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120357B
COVID-19-AR-164065131.3.6.1.4.1.14519.5.2.1.9999.103.1250288205217959347315736859752MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120357B
COVID-19-AR-164071871.3.6.1.4.1.14519.5.2.1.9999.103.1528982991821002464422705189318MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120476B
COVID-19-AR-164071871.3.6.1.4.1.14519.5.2.1.9999.103.1732943752149219073964319031699MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120476B
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.1925750867207838075957730984133MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64140392B
COVID-19-AR-164241061.3.6.1.4.1.14519.5.2.1.9999.103.7696340962578260585340029691005MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64140392B
COVID-19-AR-164343631.3.6.1.4.1.14519.5.2.1.9999.103.1538819633003614355819764041013MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164343631.3.6.1.4.1.14519.5.2.1.9999.103.9160047948081592650199498659815MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164344111.3.6.1.4.1.14519.5.2.1.9999.103.2368960827462708636022307923816MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120249B
COVID-19-AR-164344111.3.6.1.4.1.14519.5.2.1.9999.103.2827904341990418295571795907931MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120249B
COVID-19-AR-164344531.3.6.1.4.1.14519.5.2.1.9999.103.2551198062749871874092440921175MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164344531.3.6.1.4.1.14519.5.2.1.9999.103.8738180234878749896828315102541MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164451221.3.6.1.4.1.14519.5.2.1.9999.103.2026868491531231869896369397491MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120343B
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.3170000692155667469747720952528MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164451381.3.6.1.4.1.14519.5.2.1.9999.103.3396560157214296344263479145883MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120496B
COVID-19-AR-164451441.3.6.1.4.1.14519.5.2.1.9999.103.1324761838240810514791230979531MPR, MIP SAGITTAL, SAGITTALPHILIPSBRILLIANCE 64120336B
COVID-19-AR-164451441.3.6.1.4.1.14519.5.2.1.9999.103.3015019491721075055583146735978MPR, MIP CORONAL, CORONALPHILIPSBRILLIANCE 64120336B
COVID-19-AR-164240711.3.6.1.4.1.14519.5.2.1.9999.103.6890018054262867735676182523275SAGITTALTOSHIBAAQUILION ONE120600FC14
COVID-19-AR-164240811.3.6.1.4.1.14519.5.2.1.9999.103.3082863524031259394121088988727SAGITTALTOSHIBAAQUILION ONE120577FC14
COVID-19-AR-164451681.3.6.1.4.1.14519.5.2.1.9999.103.2878107231605395089975494769505SAGITTALTOSHIBAAQUILION ONE120507FC14
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.1487694806595663546521372428523COR MIPSPHILIPSBRILLIANCE 64120482B
COVID-19-AR-164065021.3.6.1.4.1.14519.5.2.1.9999.103.5151198345846291686710584892904SAG MIPSPHILIPSBRILLIANCE 64120482B
COVID-19-AR-164065081.3.6.1.4.1.14519.5.2.1.9999.103.1149707970768324988927353481463BLAD DELAYPHILIPSBRILLIANCE 64120343A
COVID-19-AR-164065081.3.6.1.4.1.14519.5.2.1.9999.103.2137754127603954659244348902818KID DELAYPHILIPSBRILLIANCE 64140236A
COVID-19-AR-164065081.3.6.1.4.1.14519.5.2.1.9999.103.2961003593311537513351737521162KID DELAYPHILIPSBRILLIANCE 64140282A
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.2659455384040364495058728689944ARTERIAL 1MMPHILIPSBRILLIANCE 64120143A
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.28277832044721201829759026048083MM VENOUSPHILIPSBRILLIANCE 64120303A
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.3848740547466334615853365390213BLADDER DELAYSPHILIPSBRILLIANCE 64120127A
COVID-19-AR-164240761.3.6.1.4.1.14519.5.2.1.9999.103.5268920000865709624934349889391KIDNEY DELAYSPHILIPSBRILLIANCE 64120157A
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.1334670067423209424352089068742ART THINSPHILIPSBRILLIANCE 64120224A
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.2071151560994292990303073020807KIDNEY DELAYSPHILIPSBRILLIANCE 64120128A
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.2752888707095014258015882645716VENOUS SAGPHILIPSBRILLIANCE 64120333B
COVID-19-AR-164241111.3.6.1.4.1.14519.5.2.1.9999.103.2753522054513137489712053691987VENOUS CORPHILIPSBRILLIANCE 64120333B
COVID-19-AR-164343681.3.6.1.4.1.14519.5.2.1.9999.103.17630072153563391118100744822503MM VENOUSPHILIPSBRILLIANCE 64120218A
COVID-19-AR-164343681.3.6.1.4.1.14519.5.2.1.9999.103.7535057571599271633703857282225ARTERIAL 1MMPHILIPSBRILLIANCE 64120207A
COVID-19-AR-164343681.3.6.1.4.1.14519.5.2.1.9999.103.8207427665530703343633156460160KIDNEY DELAYSPHILIPSBRILLIANCE 64120119A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.1010988897901027169638698048426BLADDER DELAYSPHILIPSBRILLIANCE 64120498A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.25715886256723870187848803215103MM VENOUSPHILIPSBRILLIANCE 64140357A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.4973443140418665269179232742868KIDNEY DELAYSPHILIPSBRILLIANCE 64120352A
COVID-19-AR-164343691.3.6.1.4.1.14519.5.2.1.9999.103.5318942502561707464119028109836ARTERIAL 1MMPHILIPSBRILLIANCE 64140358A
Fig. 2

Chest Radiograph (a) and Computed Tomography (CT) image in the sagittal plane (b) of the same patient (Covid-19-Ar-16434363) taken on the same day. Patchy airspace opacities and ground-glass changes are seen in both lungs.

Chest Radiograph (a) and Computed Tomography (CT) image in the sagittal plane (b) of the same patient (Covid-19-Ar-16434363) taken on the same day. Patchy airspace opacities and ground-glass changes are seen in both lungs.

Summary of key imaging findings

The most frequent pattern of imaging findings is ‘Organizing pneumonia’ which is essentially a pattern of lung changes as a response to inflammation. The reported key imaging findings on radiographs and CT include confluent and patchy multifocal airspace opacification, either ground-glass opacities or consolidation. These airspace opacities were predominantly bilateral, multifocal, and peripheral. Although more commonly, these changes were diffuse and bilateral, lower lobe predominance was seen in cases that were more focal. A total of 59/232 (25%) radiographs and 8/23 (35%) CT were negative for airspace opacification. In our patient population, when present, ground glass changes were more common than consolidation, likely suggesting an earlier presentation in the disease course. Pleural effusions were rare and, when present, were only trace to mild. Other atypical findings like mediastinal lymphadenopathy, cavitation, and pneumothorax were not identified in our patient population. One of the 23 CT studies showed bilateral segmental pulmonary emboli. The majority of ICU patients (28/29) showed radiographic AP changes, with 59% showing bilateral diffuse changes with left lower lobe involvement. One Radiographic study for one ICU patient had no significant findings. Seventy percent (7/10) of ICU mortality occurred in patients showing left lower lobe opacities. In contrast, one of these patients had no significant findings on CR or DX radiographic studies, 1 had general atelectasis, and 1 had diffuse disease without left lower lobe opacity.

Clinical correlates

The average age in the cohort was 54.3 years old (range 19–91) with an even sex distribution (52 Male, 53 Female). The worldwide incidence is reported to be close to 1:1, with a 50% increase in hospitalizations, ICU stays, and mortality among males[10]. The racial characteristics of the cohort are presented in Fig. 1 in comparison to the total population of Arkansas and the current characteristics of the state-wide infected population. The average BMI in the cohort is 33.1 (18.7–64.9), well within obese range (30.0 or higher). Key Comorbidities include burns (2%), malnutrition (3%), pregnancy (4%), chronic kidney disease (11%), diabetes (21%), organ transplant (3%), and cancer (24%). The overall ICU admission rate was 28% (29/105). The Average age among those admitted to the ICU was 58 (range 25–89), slightly higher than the average for the cohort as a whole. The racial breakdown of ICU admissions included 28% of the white patients, 25% of the black, 50% of other, and 100% of Pacific islanders. The ICU population was 66% male and 33% female and included 1 pregnant patient. Forty three percent of patients admitted to the ICU had BMI greater than 30. Of the black patients, 21% had diabetes and 29% chronic renal disease, while among white patients the highest percentage comorbidities were cancer (10%) and diabetes (10%). The ICU mortality rate was 34.4% (10/29) which is 1.5 times the national average of 23.6%[11]. The overall mortality rate was 10% (10/105) and all 10 patients in the mortality group were first admitted to ICU. Arkansan males were 1.95 times more likely to go to ICU (19/52 vs. 10/53). Our data shows an almost even overall mortality rate among males (5/53) and females (5/52). The data also suggest that once in the ICU, female mortality occurs at a rate 1.9 times that of males (5/19 vs. 5/10). Figure 3 summarizes rates of hospitalization, ICU admission and mortality stratified by sex and race.
Fig. 3

Disease Progression (by Sex, Race). Breakdown of the rates of hospitalization, ICU admission, and mortality by sex and race.

Disease Progression (by Sex, Race). Breakdown of the rates of hospitalization, ICU admission, and mortality by sex and race.

COVID-19 testing samples

A set of residual, de-identified nasopharyngeal samples testing positive for SARS-CoV-2 by quantitative reverse-transcriptase PCR, was obtained from the clinical molecular diagnostics lab at the University of Arkansas for Medical Sciences (UAMS). All samples were obtained with approval of the UAMS Institutional Review Board (IRB number 260840). This approval includes the right to publish viral sequences with all references to the specific human participants who provided the samples being removed.

SARS-CoV-2 genome sequencing

RNA extracted from nasopharyngeal samples was reverse transcribed, as described in protocol published by ARTIC Network (10.17504/protocols.io.bdp7i5rn). SARS-CoV-2 specific primer set version 3 (218 primers) was kindly provided by Dr. Joshua Quick, University of Birmingham. The PCR amplification and extension condition of SARS-CoV-2 genome was performed using the COVID-19 ARTIC v3 Illumina library construction and sequencing protocol V.4 (10.17504/protocols.io.bgxjjxkn). The library was prepared and loaded on a R9.4.1/FLO-MIN106 flow cell, and sequenced with the MinION Mk1B (Oxford Nanopore Technology, ONT). Base-calling of the resulting FAST5 files was performed using Guppy (version 3.4.5)[12], and the RAMPART software (v1.0.5) from the ARTIC Network[13] was used to monitor sequencing in real-time. The ARTIC Network bioinformatics protocol was used for all genome assembly and variant calling steps[14]. Figure 4 illustrates the resultant SARS-CoV-2 genome organization and identified mutations. Two isolates of UAMS SARS-CoV-2 genome were identified and grouped into a clade[15]. Black circles and black squares in Fig. 4 identify the locations used for clade identification characterized by Global Initiative on Sharing All Influenza Data (GISAID)[15]. TrackViewer software was used for visualization[16].
Fig. 4

The illustration of SARS-CoV-2 genome organization and a plot of mutations. Two isolates of UAMS SARS-CoV-2 genome, UAMS001 (a) and UAMS002 (b), are grouped into clade G (D614G mutation) but different sub-group (GH and GR, respectively). Genome size of both isolates is 29,903-nucleotides. The leader sequence is represented by a small grey square at the 5′ terminus of the genome. Open reading frames (ORFs) 1a (yellow) and 1b (brown) encode the nonstructural proteins. Spike (red), envelope, membrane, and nucleocapsid are shown in purple and the accessory proteins in green. Vertical lines represent the presence of a mutation. Above each line, the variants are annotated as the nucleic acid change (such as g.C241T) and amino-acid change (such as p.D614G) at that specific site. The non-synonymous mutations are presented by circles and the synonymous mutations squares. Black circles and black squares are the locations used for clade identification characterized by Global Initiative on Sharing All Influenza Data (GISAID).

The illustration of SARS-CoV-2 genome organization and a plot of mutations. Two isolates of UAMS SARS-CoV-2 genome, UAMS001 (a) and UAMS002 (b), are grouped into clade G (D614G mutation) but different sub-group (GH and GR, respectively). Genome size of both isolates is 29,903-nucleotides. The leader sequence is represented by a small grey square at the 5′ terminus of the genome. Open reading frames (ORFs) 1a (yellow) and 1b (brown) encode the nonstructural proteins. Spike (red), envelope, membrane, and nucleocapsid are shown in purple and the accessory proteins in green. Vertical lines represent the presence of a mutation. Above each line, the variants are annotated as the nucleic acid change (such as g.C241T) and amino-acid change (such as p.D614G) at that specific site. The non-synonymous mutations are presented by circles and the synonymous mutations squares. Black circles and black squares are the locations used for clade identification characterized by Global Initiative on Sharing All Influenza Data (GISAID).

Data Records

COVID-19-AR image collection

Image data were extracted from the clinical PACS (Sectra AB, Linkoping, Sweden) at the University of Arkansas for Medical Sciences using Digital Imaging and Communications in Medicine (DICOM) query/retrieve software. All image data were de-identified and stored in DICOM standard format[17] on TCIA as collection COVID-19-AR[18].

Clinical data structure

All clinical data were obtained from the Arkansas Clinical Data Repository (AR-CDR)[19]. The AR-CDR is a research data warehouse that provides a single and secure source of data for use in clinical and translational research; housing data for this project that are extracted from the EPIC (Epic Systems Inc, Verona, WI) electronic health record (EHR) system and legacy systems. Data are provided on TCIA[18] in a spreadsheet format (Microsoft excel) with one tab for patient data and a second for imaging study related data. Patient demographics, outcomes, co-morbidities and other clinical information are provided. Online-only Table 2 defines categorical variables (column headings) that are included.
Online-only Table 2

Clinical Data Categorical Variables.

Patient Data Tab
Variable NameDefinition
PATIENT_IDTCIA anonymized patient identifier that links imaging study variables to patient variables and imaging studies for the same patient
AGEPatient age in years
SEXPatient sex
RACEPatient self-identified race category
ZIPFirst 3 digits of the patient’s ZIP code for location identification
LATEST_BMIMost recent body mass index measurement
LATEST WEIGHTMost recent patient weight in pounds
LATEST HEIGHTMost recent patient height in feet(‘) and inches(“)
COMORBIDITIES:A binary vector of comorbidities defined as Y/N
tuberculosis
systemic lupus erythmatosus
rheumatoid arthritis
extensive burns
asplenia
hyposplenia
measles
cytomegalovirus
chicken pox
herpes zoster
malnutrition
current pregnant
chronic kidney disease
diabetes type i
diabetes type ii
transplant
hemodialysis pre diagnosis
hemodialysis post diagnosis
cancer
COVID TEST POSITIVEConfirmation of a positive COVID-19 PCR test result
TEST NAMESpecific test performed. This field may be NULL if the specific COVID-19 PCR test is unknown.
ICU AdmitIndication of ICU submission (Y/N)
# ICU admitsNumber of times a patient was admitted to the ICU during the COVID-19 hospitalization
MORTALITYIndication of patient death (Y/N)
Imaging Studies Tab
PATIENT_IDTCIA anonymized patient identifier that links imaging study variables to patient variables and imaging studies for the same patient
DIAG TO IMG STUDY (DAYS)The number of days from the date of diagnosis to the date of the imaging study. All dates in the DICOM image objects have been shifted in time for patient privacy. The relative time between studies and the study order is preserved.
DIAGNOSIS TO IMAGING TIME (HRS)The number of hours from the time of diagnosis to the time of the imaging study.
IMAGE STUDY DESCRIPTIONA brief description of the type of imaging study performed, e.g., XR CHEST AP PORTABLE (a portable chest radiograph)
STUDY MODALITYDICOM defined Imaging modality, DX (digital radiograph), CR (computed radiography), CT (Computed Tomography)
FIO2 @ TIME OF IMG STUDYFraction of Inspired Oxygen at the time of the imaging study (in %). Range is 21% for room air to 100%. A NULL value is present if this measurement was not taken immediately prior to the imaging study.
RADIOLOGIST KEY FINDINGSKey findings extracted from the signed reports created by board-certified radiologists

Genomic data structure

Viral genomes are stored in the GenBank FASTA format[20] which stores both a nucleotide sequence and its corresponding quality scores. All required metadata, including collection dates, location, nucleotide sequence, amino acid sequences, and gene annotations, as described in the GenBank data model[21] were provided for each sequence. Data are available from the NCBI Sequence Read Archive[22] and via direct links to each SARS-CoV-2 viral genome[23,24]. An NCBI BioProject was created (https://identifiers.org/bioproject:PRJNA643530) and also provides links to the viral genomes. Links to these data are also provided on TCIA[18].

Technical Validation

Imaging and clinical data

All image data were processed using standard TCIA curation workflows. TCIA uses a standards-based approach for de-identification of images stored in the Digital Imaging and Communications in Medicine (DICOM) format. DICOM Standard PS3.15 2016a - Security and System Management Profiles[25] defines how to correctly de-identify DICOM objects. The image data described in this data descriptor were de-identified using the “Basic Application Confidentiality Profile,” amended by inclusion of profile options: Clean Pixel Data Option (removal of information burned into the pixel data), Clean Descriptors Option (removal of PHI from data elements of type text or string), Retain Longitudinal With Modified Dates Option (all dates are shifted in a consistent manner by a random number so that relative temporal information is retained but absolute dates are masked), Retain Patient Characteristics Option (descriptive patient information is retained), Retain Device Identity Option (acquisition system information of potential scientific value is retained), and Retain Safe Private Option (retain scientifically valuable information stored in vendor private data elements) as is standard TCIA practice. Additional details on the de-identification process including the process for modifying dates by shifting using a random number are provided on the TCIA web site (wiki.cancerimagingarchive.net/display/Public/Submission+and+De-identification+Overview). The TCIA curation team verifies completeness of the received collection, full removal of all PHI, proper labeling of all information to facilitate retrieval, and proper linkages among components of the collection[26-28]. TCIA curation procedures assure image quality and data integrity. TCIA uses the Posda open-source framework to implement its curation process[29,30]. Posda-based TCIA curation workflows ensure the scientific utility of data and eliminate protected health information. After Posda processing is complete, a data curator visually inspects every DICOM image. Patient demographics, outcomes, and other clinical information were also validated during the TCIA curation process. Prior to this review, two of the authors (AB, FP) manually reviewed all clinical data for consistency, accuracy, and completeness, while SD and FP reviewed all image data and radiology reports. Images were reviewed on the clinical PACS and using TCIA’s radiology image viewer[31]. To validate the ARTIC protocol for both experimental and computational methods, we included the Washington strain SARS-CoV-2 genomics RNA (2019-nCoV/USA-WA1/2020, MN985325.1) acquired from the American Type Culture Collection (ATCC) as the positive control and nuclease-free water as the negative control. The positive control and negative control were sequenced simultaneously with the clinical sequences and analyzed using the ARTIC protocol to obtain SARS-CoV-2 genomes. The SARS-CoV-2 genome sequence from the positive control showed no differences relative to the original genome sequence, MN985325.1. For the negative control, no viral sequence was obtained.
Measurement(s)COVID-19 image features • chest • viral genome
Technology Type(s)Radiograph • computed tomography • whole genome sequencing
Factor Type(s)COVID-19 diagnosis
Sample Characteristic - OrganismHomo sapiens • SARS-CoV-2
Sample Characteristic - Environmentrural area
Sample Characteristic - LocationUnited States of America
  20 in total

Review 1.  Common File Formats.

Authors:  Lauren Mills
Journal:  Curr Protoc Bioinformatics       Date:  2014-03-21

2.  Factors Associated with Increased Adoption of a Research Data Warehouse.

Authors:  Ahmad Baghal; Meredith Zozus; Amanda Baghal; Shaymaa Al-Shukri; Fred Prior
Journal:  Stud Health Technol Inform       Date:  2019

3.  trackViewer: a Bioconductor package for interactive and integrative visualization of multi-omics data.

Authors:  Jianhong Ou; Lihua Julie Zhu
Journal:  Nat Methods       Date:  2019-06       Impact factor: 28.547

4.  Coronavirus Disease 2019 (COVID-19): Role of Chest CT in Diagnosis and Management.

Authors:  Yan Li; Liming Xia
Journal:  AJR Am J Roentgenol       Date:  2020-03-04       Impact factor: 3.959

5.  Mortality rates of patients with COVID-19 in the intensive care unit: a systematic review of the emerging literature.

Authors:  Pipetius Quah; Andrew Li; Jason Phua
Journal:  Crit Care       Date:  2020-06-04       Impact factor: 9.097

6.  Open Health Imaging Foundation Viewer: An Extensible Open-Source Framework for Building Web-Based Imaging Applications to Support Cancer Research.

Authors:  Erik Ziegler; Trinity Urban; Danny Brown; James Petts; Steve D Pieper; Rob Lewis; Chris Hafey; Gordon J Harris
Journal:  JCO Clin Cancer Inform       Date:  2020-04

Review 7.  Impact of sex and gender on COVID-19 outcomes in Europe.

Authors:  Catherine Gebhard; Vera Regitz-Zagrosek; Hannelore K Neuhauser; Rosemary Morgan; Sabra L Klein
Journal:  Biol Sex Differ       Date:  2020-05-25       Impact factor: 5.027

8.  Performance of Radiologists in Differentiating COVID-19 from Non-COVID-19 Viral Pneumonia at Chest CT.

Authors:  Harrison X Bai; Ben Hsieh; Zeng Xiong; Kasey Halsey; Ji Whae Choi; Thi My Linh Tran; Ian Pan; Lin-Bo Shi; Dong-Cui Wang; Ji Mei; Xiao-Long Jiang; Qiu-Hua Zeng; Thomas K Egglin; Ping-Feng Hu; Saurabh Agarwal; Fang-Fang Xie; Sha Li; Terrance Healey; Michael K Atalay; Wei-Hua Liao
Journal:  Radiology       Date:  2020-03-10       Impact factor: 11.105

9.  Reengineering Workflow for Curation of DICOM Datasets.

Authors:  William Bennett; Kirk Smith; Quasar Jarosz; Tracy Nolan; Walter Bosch
Journal:  J Digit Imaging       Date:  2018-12       Impact factor: 4.056

View more
  5 in total

1.  Pareto optimization of deep networks for COVID-19 diagnosis from chest X-rays.

Authors:  Valerio Guarrasi; Natascha Claudia D'Amico; Rosa Sicilia; Ermanno Cordelli; Paolo Soda
Journal:  Pattern Recognit       Date:  2021-08-09       Impact factor: 7.740

2.  A novel study for automatic two-class COVID-19 diagnosis (between COVID-19 and Healthy, Pneumonia) on X-ray images using texture analysis and 2-D/3-D convolutional neural networks.

Authors:  Huseyin Yaşar; Murat Ceylan
Journal:  Multimed Syst       Date:  2022-01-29       Impact factor: 2.603

3.  Medical decision support system using weakly-labeled lung CT scans.

Authors:  Alejandro Murillo-González; David González; Laura Jaramillo; Carlos Galeano; Fabby Tavera; Marcia Mejía; Alejandro Hernández; David Restrepo Rivera; J G Paniagua; Leandro Ariza-Jiménez; José Julián Garcés Echeverri; Christian Andrés Diaz León; Diana Lucia Serna-Higuita; Wayner Barrios; Wiston Arrázola; Miguel Ángel Mejía; Sebastián Arango; Daniela Marín Ramírez; Emmanuel Salinas-Miranda; O L Quintero
Journal:  Front Med Technol       Date:  2022-09-28

Review 4.  Study of Different Deep Learning Methods for Coronavirus (COVID-19) Pandemic: Taxonomy, Survey and Insights.

Authors:  Lamia Awassa; Imen Jdey; Habib Dhahri; Ghazala Hcini; Awais Mahmood; Esam Othman; Muhammad Haneef
Journal:  Sensors (Basel)       Date:  2022-02-28       Impact factor: 3.576

Review 5.  Review and classification of AI-enabled COVID-19 CT imaging models based on computer vision tasks.

Authors:  Haseeb Hassan; Zhaoyu Ren; Huishi Zhao; Shoujin Huang; Dan Li; Shaohua Xiang; Yan Kang; Sifan Chen; Bingding Huang
Journal:  Comput Biol Med       Date:  2021-12-18       Impact factor: 6.698

  5 in total

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